🛟 Updated.
cd2a817 parent: 697da3e modified
.tickets/issues/0072-use-a-decision-model-decision-4b-as-a-local-deci.yaml +2 -2 | @@ -6,10 +6,10 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-02T21:40:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - kind::feature |
| 12 | -milestone: v1.0.1 | |
| 12 | +milestone: v2.0.0 | |
| 13 | 13 | epic: Decision models |
| 14 | 14 | related: |
| 15 | 15 | - 15 |
| @@ -6,10 +6,10 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-02T21:40:00.000Z | 8 | createdAt: 2026-10-02T21:40:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - kind::feature | 11 | - kind::feature |
| 12 | -milestone: v1.0.1 | 12 | +milestone: v2.0.0 |
| 13 | epic: Decision models | 13 | epic: Decision models |
| 14 | related: | 14 | related: |
| 15 | - 15 | 15 | - 15 |
modified
.tickets/issues/0125-decision-models-logprobs-fallback-dmr-and-models.yaml +2 -2 | @@ -6,11 +6,11 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-22T11:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - enhancement |
| 12 | 12 | - priority::low |
| 13 | -milestone: v1.0.1 | |
| 13 | +milestone: v2.0.0 | |
| 14 | 14 | epic: Decision models |
| 15 | 15 | related: |
| 16 | 16 | - 72 |
| @@ -6,11 +6,11 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-22T11:00:00.000Z | 8 | createdAt: 2026-10-22T11:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - enhancement | 11 | - enhancement |
| 12 | - priority::low | 12 | - priority::low |
| 13 | -milestone: v1.0.1 | 13 | +milestone: v2.0.0 |
| 14 | epic: Decision models | 14 | epic: Decision models |
| 15 | related: | 15 | related: |
| 16 | - 72 | 16 | - 72 |
modified
.tickets/issues/0128-decision-models-ask-auto-chooses-the-agent.yaml +2 -2 | @@ -6,10 +6,10 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-22T16:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | |
| 12 | +milestone: v2.0.0 | |
| 13 | 13 | epic: Decision models |
| 14 | 14 | related: |
| 15 | 15 | - 72 |
| @@ -6,10 +6,10 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-22T16:00:00.000Z | 8 | createdAt: 2026-10-22T16:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - enhancement | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | 12 | +milestone: v2.0.0 |
| 13 | epic: Decision models | 13 | epic: Decision models |
| 14 | related: | 14 | related: |
| 15 | - 72 | 15 | - 72 |
modified
.tickets/issues/0129-decision-models-is-the-turn-finished.yaml +2 -2 | @@ -6,10 +6,10 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-22T16:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | |
| 12 | +milestone: v2.0.0 | |
| 13 | 13 | epic: Decision models |
| 14 | 14 | related: |
| 15 | 15 | - 72 |
| @@ -6,10 +6,10 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-22T16:00:00.000Z | 8 | createdAt: 2026-10-22T16:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - enhancement | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | 12 | +milestone: v2.0.0 |
| 13 | epic: Decision models | 13 | epic: Decision models |
| 14 | related: | 14 | related: |
| 15 | - 72 | 15 | - 72 |
modified
.tickets/issues/0130-decision-models-grounding-check-after-a-turn.yaml +2 -2 | @@ -6,10 +6,10 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-22T16:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | |
| 12 | +milestone: v2.0.0 | |
| 13 | 13 | epic: Decision models |
| 14 | 14 | related: |
| 15 | 15 | - 72 |
| @@ -6,10 +6,10 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-22T16:00:00.000Z | 8 | createdAt: 2026-10-22T16:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - enhancement | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | 12 | +milestone: v2.0.0 |
| 13 | epic: Decision models | 13 | epic: Decision models |
| 14 | related: | 14 | related: |
| 15 | - 72 | 15 | - 72 |
modified
.tickets/issues/0131-decision-models-semantic-loop-detector-and-compaction-filter.yaml +2 -2 | @@ -6,10 +6,10 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-22T16:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | |
| 12 | +milestone: v2.0.0 | |
| 13 | 13 | epic: Decision models |
| 14 | 14 | related: |
| 15 | 15 | - 72 |
| @@ -6,10 +6,10 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-22T16:00:00.000Z | 8 | createdAt: 2026-10-22T16:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - enhancement | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | 12 | +milestone: v2.0.0 |
| 13 | epic: Decision models | 13 | epic: Decision models |
| 14 | related: | 14 | related: |
| 15 | - 72 | 15 | - 72 |
modified
.tickets/issues/0135-decision-models-reasoning-on-or-off-per-request.yaml +2 -2 | @@ -6,10 +6,10 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-22T19:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | |
| 12 | +milestone: v2.0.0 | |
| 13 | 13 | epic: Decision models |
| 14 | 14 | related: |
| 15 | 15 | - 72 |
| @@ -6,10 +6,10 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-22T19:00:00.000Z | 8 | createdAt: 2026-10-22T19:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - enhancement | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | 12 | +milestone: v2.0.0 |
| 13 | epic: Decision models | 13 | epic: Decision models |
| 14 | related: | 14 | related: |
| 15 | - 72 | 15 | - 72 |
modified
.tickets/issues/0136-decision-models-escalate-to-a-bigger-agent.yaml +2 -2 | @@ -6,10 +6,10 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-22T19:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | |
| 12 | +milestone: v2.0.0 | |
| 13 | 13 | epic: Decision models |
| 14 | 14 | related: |
| 15 | 15 | - 72 |
| @@ -6,10 +6,10 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-22T19:00:00.000Z | 8 | createdAt: 2026-10-22T19:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - enhancement | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | 12 | +milestone: v2.0.0 |
| 13 | epic: Decision models | 13 | epic: Decision models |
| 14 | related: | 14 | related: |
| 15 | - 72 | 15 | - 72 |
modified
.tickets/issues/0137-decision-models-clarify-before-acting.yaml +2 -2 | @@ -6,10 +6,10 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-22T19:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | |
| 12 | +milestone: v2.0.0 | |
| 13 | 13 | epic: Decision models |
| 14 | 14 | related: |
| 15 | 15 | - 72 |
| @@ -6,10 +6,10 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-22T19:00:00.000Z | 8 | createdAt: 2026-10-22T19:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - enhancement | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | 12 | +milestone: v2.0.0 |
| 13 | epic: Decision models | 13 | epic: Decision models |
| 14 | related: | 14 | related: |
| 15 | - 72 | 15 | - 72 |
modified
.tickets/issues/0138-decision-models-tag-sessions-for-search-memory.yaml +2 -2 | @@ -6,10 +6,10 @@ author: | ||
| 6 | 6 | name: k33g |
| 7 | 7 | email: ph.charriere@gmail.com |
| 8 | 8 | createdAt: 2026-10-22T19:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | |
| 9 | +updatedAt: 2026-10-23T10:01:12.000Z | |
| 10 | 10 | labels: |
| 11 | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | |
| 12 | +milestone: v2.0.0 | |
| 13 | 13 | epic: Decision models |
| 14 | 14 | related: |
| 15 | 15 | - 72 |
| @@ -6,10 +6,10 @@ author: | |||
| 6 | name: k33g | 6 | name: k33g |
| 7 | email: ph.charriere@gmail.com | 7 | email: ph.charriere@gmail.com |
| 8 | createdAt: 2026-10-22T19:00:00.000Z | 8 | createdAt: 2026-10-22T19:00:00.000Z |
| 9 | -updatedAt: 2026-10-22T22:30:00.000Z | 9 | +updatedAt: 2026-10-23T10:01:12.000Z |
| 10 | labels: | 10 | labels: |
| 11 | - enhancement | 11 | - enhancement |
| 12 | -milestone: v1.0.1 | 12 | +milestone: v2.0.0 |
| 13 | epic: Decision models | 13 | epic: Decision models |
| 14 | related: | 14 | related: |
| 15 | - 72 | 15 | - 72 |
added
.tickets/issues/0139-some-api-ideas.yaml +18 -0 | new file mode 100644 | ||
| @@ -0,0 +1,18 @@ | ||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | |
| 2 | +id: 139 | |
| 3 | +title: Some API ideas | |
| 4 | +state: open | |
| 5 | +author: | |
| 6 | + name: k33g | |
| 7 | + email: ph.charriere@gmail.com | |
| 8 | +createdAt: 2026-10-23T09:54:13.140Z | |
| 9 | +updatedAt: 2026-10-23T09:57:11.218Z | |
| 10 | +labels: [] | |
| 11 | +epic: SDK | |
| 12 | +body: | | |
| 13 | + il faudrait par exemple créer une lib avec une méthode par exemple `prompt` | |
| 14 | + (equivalent de mm -p "hello this is my question" | |
| 15 | + | |
| 16 | + et on aurait la possibilité via le pattern go de passer les éléments necessaires (les reglages du fichiers de config, des tools, ...) | |
| 17 | +tasks: [] | |
| 18 | +comments: [] | |
| new file mode 100644 | |||
| @@ -0,0 +1,18 @@ | |||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | ||
| 2 | +id: 139 | ||
| 3 | +title: Some API ideas | ||
| 4 | +state: open | ||
| 5 | +author: | ||
| 6 | + name: k33g | ||
| 7 | + email: ph.charriere@gmail.com | ||
| 8 | +createdAt: 2026-10-23T09:54:13.140Z | ||
| 9 | +updatedAt: 2026-10-23T09:57:11.218Z | ||
| 10 | +labels: [] | ||
| 11 | +epic: SDK | ||
| 12 | +body: | | ||
| 13 | + il faudrait par exemple créer une lib avec une méthode par exemple `prompt` | ||
| 14 | + (equivalent de mm -p "hello this is my question" | ||
| 15 | + | ||
| 16 | + et on aurait la possibilité via le pattern go de passer les éléments necessaires (les reglages du fichiers de config, des tools, ...) | ||
| 17 | +tasks: [] | ||
| 18 | +comments: [] | ||
added
.tickets/issues/0140-rephrase-the-question.yaml +33 -0 | new file mode 100644 | ||
| @@ -0,0 +1,33 @@ | ||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | |
| 2 | +id: 140 | |
| 3 | +title: Rephrase the question | |
| 4 | +state: open | |
| 5 | +author: | |
| 6 | + name: k33g | |
| 7 | + email: ph.charriere@gmail.com | |
| 8 | +createdAt: 2026-10-24T04:11:57.315Z | |
| 9 | +updatedAt: 2026-10-24T04:15:54.392Z | |
| 10 | +labels: | |
| 11 | + - hooks | |
| 12 | +epic: Demos | |
| 13 | +body: | | |
| 14 | + I don't know if there is a real interest but it could be a nice example on how to use the hooks | |
| 15 | + | |
| 16 | + A smaller model is used with a hook to rephrase the user question | |
| 17 | +tasks: [] | |
| 18 | +comments: | |
| 19 | + - id: 1 | |
| 20 | + author: | |
| 21 | + name: k33g | |
| 22 | + email: ph.charriere@gmail.com | |
| 23 | + createdAt: 2026-10-24T04:15:31.328Z | |
| 24 | + body: |+ | |
| 25 | + Or we could use tools if we expose some methods from mm ? (false good idea) | |
| 26 | + | |
| 27 | + - id: 2 | |
| 28 | + author: | |
| 29 | + name: k33g | |
| 30 | + email: ph.charriere@gmail.com | |
| 31 | + createdAt: 2026-10-24T04:15:54.380Z | |
| 32 | + body: | | |
| 33 | + Or `ask_agent`? | |
| new file mode 100644 | |||
| @@ -0,0 +1,33 @@ | |||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | ||
| 2 | +id: 140 | ||
| 3 | +title: Rephrase the question | ||
| 4 | +state: open | ||
| 5 | +author: | ||
| 6 | + name: k33g | ||
| 7 | + email: ph.charriere@gmail.com | ||
| 8 | +createdAt: 2026-10-24T04:11:57.315Z | ||
| 9 | +updatedAt: 2026-10-24T04:15:54.392Z | ||
| 10 | +labels: | ||
| 11 | + - hooks | ||
| 12 | +epic: Demos | ||
| 13 | +body: | | ||
| 14 | + I don't know if there is a real interest but it could be a nice example on how to use the hooks | ||
| 15 | + | ||
| 16 | + A smaller model is used with a hook to rephrase the user question | ||
| 17 | +tasks: [] | ||
| 18 | +comments: | ||
| 19 | + - id: 1 | ||
| 20 | + author: | ||
| 21 | + name: k33g | ||
| 22 | + email: ph.charriere@gmail.com | ||
| 23 | + createdAt: 2026-10-24T04:15:31.328Z | ||
| 24 | + body: |+ | ||
| 25 | + Or we could use tools if we expose some methods from mm ? (false good idea) | ||
| 26 | + | ||
| 27 | + - id: 2 | ||
| 28 | + author: | ||
| 29 | + name: k33g | ||
| 30 | + email: ph.charriere@gmail.com | ||
| 31 | + createdAt: 2026-10-24T04:15:54.380Z | ||
| 32 | + body: | | ||
| 33 | + Or `ask_agent`? | ||
added
.tickets/issues/0141-for-the-decision-agent-deactivate-automatically.yaml +15 -0 | new file mode 100644 | ||
| @@ -0,0 +1,15 @@ | ||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | |
| 2 | +id: 141 | |
| 3 | +title: "For the decision agent: deactivate automatically all the tools" | |
| 4 | +state: open | |
| 5 | +author: | |
| 6 | + name: k33g | |
| 7 | + email: ph.charriere@gmail.com | |
| 8 | +createdAt: 2026-10-24T05:19:33.376Z | |
| 9 | +updatedAt: 2026-10-24T05:19:45.037Z | |
| 10 | +labels: | |
| 11 | + - priority::urgent | |
| 12 | +milestone: v1.0.1 | |
| 13 | +body: "" | |
| 14 | +tasks: [] | |
| 15 | +comments: [] | |
| new file mode 100644 | |||
| @@ -0,0 +1,15 @@ | |||
| 1 | +# Managed by IssueSpec. Hand edits are welcome; keep the schema valid. | ||
| 2 | +id: 141 | ||
| 3 | +title: "For the decision agent: deactivate automatically all the tools" | ||
| 4 | +state: open | ||
| 5 | +author: | ||
| 6 | + name: k33g | ||
| 7 | + email: ph.charriere@gmail.com | ||
| 8 | +createdAt: 2026-10-24T05:19:33.376Z | ||
| 9 | +updatedAt: 2026-10-24T05:19:45.037Z | ||
| 10 | +labels: | ||
| 11 | + - priority::urgent | ||
| 12 | +milestone: v1.0.1 | ||
| 13 | +body: "" | ||
| 14 | +tasks: [] | ||
| 15 | +comments: [] | ||
modified
.tickets/labels.yaml +6 -0 | @@ -42,3 +42,9 @@ labels: | ||
| 42 | 42 | color: "#5319e7" |
| 43 | 43 | - name: To be tested |
| 44 | 44 | color: "#e99695" |
| 45 | + - name: hooks | |
| 46 | + color: "#0e8a16" | |
| 47 | + - name: tools | |
| 48 | + color: "#1d76db" | |
| 49 | + - name: wasm | |
| 50 | + color: "#5319e7" | |
| @@ -42,3 +42,9 @@ labels: | |||
| 42 | color: "#5319e7" | 42 | color: "#5319e7" |
| 43 | - name: To be tested | 43 | - name: To be tested |
| 44 | color: "#e99695" | 44 | color: "#e99695" |
| 45 | + - name: hooks | ||
| 46 | + color: "#0e8a16" | ||
| 47 | + - name: tools | ||
| 48 | + color: "#1d76db" | ||
| 49 | + - name: wasm | ||
| 50 | + color: "#5319e7" | ||
modified
.tickets/milestones.yaml +2 -0 | @@ -37,3 +37,5 @@ milestones: | ||
| 37 | 37 | dueOn: 2026-11-31 |
| 38 | 38 | - title: v1.0.1 |
| 39 | 39 | state: open |
| 40 | + - title: v2.0.0 | |
| 41 | + state: open | |
| @@ -37,3 +37,5 @@ milestones: | |||
| 37 | dueOn: 2026-11-31 | 37 | dueOn: 2026-11-31 |
| 38 | - title: v1.0.1 | 38 | - title: v1.0.1 |
| 39 | state: open | 39 | state: open |
| 40 | + - title: v2.0.0 | ||
| 41 | + state: open | ||
modified
README.md +6 -0 | @@ -167,6 +167,12 @@ The `demos/` directory holds ready-made set-ups (most with a README explaining h | ||
| 167 | 167 | | `demos/decision-commands/` | a `preToolCall` hook asks the decision model about each `bash` command and answers `allow` for what clearly only reads — the other commands ask, as with `yolo: false`; llmman | |
| 168 | 168 | | `demos/decision-tools/` | a decision model leaves out the tool groups a request does not need (`toolRouting`) before each turn of a Qwen3.5 4B agent; llmman | |
| 169 | 169 | | `demos/decision-only/` | a decision model alone, no chat model: a support inbox triaged by category, urgency, personal data and mood, one `mm -p` call per message; llmman | |
| 170 | +| `demos/decision-reviews/` | a decision model alone: customer reviews read for sentiment, topic, a named competitor and a recommendation, checked against expected answers; d1-3B and d1-omni-600M measured on llmman | | |
| 171 | +| `demos/decision-questions/` | four deciders to learn the question types — symptom tickets, 421 dice, a wizard's spell, fight or flee — the examples of the guide *How to write the questions of a decider*; llmman | | |
| 172 | +| `demos/decision-chat/` | a chat agent helped by a decider: a `preGeneration` hook sends each question to the decision model (level, hurry, upset) and passes its answers under the question; the system prompt says how to shape the answer; Qwen3.5 4B + d1-3B on llmman, measured with and without the hook | | |
| 173 | +| `demos/decision-chat-golang/` | the same flow for Go programming, with the hook written in Go (its own module, `go test`-ed): the decider reads level, topic and whether code is wanted; Qwen3.5 4B + d1-3B on llmman, measured | | |
| 174 | +| `demos/decision-dnd/` | a Dungeon Master (Qwen3.5 4B) helped by a decider that picks one of a wizard's five spells, through the Go hook of `decision-chat-golang`; a debug dump keeps one JSON file per question; measured with two system prompts | | |
| 175 | +| `demos/decision-moderation/` | a decision model alone: blog comments flagged toxic, spam or off topic and sorted into publish / review / reject, checked against expected answers; d1-3B and d1-omni-600M measured on llmman | | |
| 170 | 176 | | `demos/decision-injection/` | a `postToolCall` hook asks a decision model whether what `read_file` or `fetch_content` just read hides instructions for an AI, and adds a warning under the output; Qwen3.5 4B on llmman, measured with and without the hook | |
| 171 | 177 | | `demos/decision-tool-errors/` | a `postToolCall` hook asks a decision model whether a command's output shows an error — a script that prints one and exits 0 — and adds a note for the model; llmman | |
| 172 | 178 | | `demos/decision-ask-check/` | a `postAsk` hook asks a decision model whether another agent's answer addresses the question, and warns the asking agent when it does not; llmman | |
| @@ -167,6 +167,12 @@ The `demos/` directory holds ready-made set-ups (most with a README explaining h | |||
| 167 | | `demos/decision-commands/` | a `preToolCall` hook asks the decision model about each `bash` command and answers `allow` for what clearly only reads — the other commands ask, as with `yolo: false`; llmman | | 167 | | `demos/decision-commands/` | a `preToolCall` hook asks the decision model about each `bash` command and answers `allow` for what clearly only reads — the other commands ask, as with `yolo: false`; llmman | |
| 168 | | `demos/decision-tools/` | a decision model leaves out the tool groups a request does not need (`toolRouting`) before each turn of a Qwen3.5 4B agent; llmman | | 168 | | `demos/decision-tools/` | a decision model leaves out the tool groups a request does not need (`toolRouting`) before each turn of a Qwen3.5 4B agent; llmman | |
| 169 | | `demos/decision-only/` | a decision model alone, no chat model: a support inbox triaged by category, urgency, personal data and mood, one `mm -p` call per message; llmman | | 169 | | `demos/decision-only/` | a decision model alone, no chat model: a support inbox triaged by category, urgency, personal data and mood, one `mm -p` call per message; llmman | |
| 170 | +| `demos/decision-reviews/` | a decision model alone: customer reviews read for sentiment, topic, a named competitor and a recommendation, checked against expected answers; d1-3B and d1-omni-600M measured on llmman | | ||
| 171 | +| `demos/decision-questions/` | four deciders to learn the question types — symptom tickets, 421 dice, a wizard's spell, fight or flee — the examples of the guide *How to write the questions of a decider*; llmman | | ||
| 172 | +| `demos/decision-chat/` | a chat agent helped by a decider: a `preGeneration` hook sends each question to the decision model (level, hurry, upset) and passes its answers under the question; the system prompt says how to shape the answer; Qwen3.5 4B + d1-3B on llmman, measured with and without the hook | | ||
| 173 | +| `demos/decision-chat-golang/` | the same flow for Go programming, with the hook written in Go (its own module, `go test`-ed): the decider reads level, topic and whether code is wanted; Qwen3.5 4B + d1-3B on llmman, measured | | ||
| 174 | +| `demos/decision-dnd/` | a Dungeon Master (Qwen3.5 4B) helped by a decider that picks one of a wizard's five spells, through the Go hook of `decision-chat-golang`; a debug dump keeps one JSON file per question; measured with two system prompts | | ||
| 175 | +| `demos/decision-moderation/` | a decision model alone: blog comments flagged toxic, spam or off topic and sorted into publish / review / reject, checked against expected answers; d1-3B and d1-omni-600M measured on llmman | | ||
| 170 | | `demos/decision-injection/` | a `postToolCall` hook asks a decision model whether what `read_file` or `fetch_content` just read hides instructions for an AI, and adds a warning under the output; Qwen3.5 4B on llmman, measured with and without the hook | | 176 | | `demos/decision-injection/` | a `postToolCall` hook asks a decision model whether what `read_file` or `fetch_content` just read hides instructions for an AI, and adds a warning under the output; Qwen3.5 4B on llmman, measured with and without the hook | |
| 171 | | `demos/decision-tool-errors/` | a `postToolCall` hook asks a decision model whether a command's output shows an error — a script that prints one and exits 0 — and adds a note for the model; llmman | | 177 | | `demos/decision-tool-errors/` | a `postToolCall` hook asks a decision model whether a command's output shows an error — a script that prints one and exits 0 — and adds a note for the model; llmman | |
| 172 | | `demos/decision-ask-check/` | a `postAsk` hook asks a decision model whether another agent's answer addresses the question, and warns the asking agent when it does not; llmman | | 178 | | `demos/decision-ask-check/` | a `postAsk` hook asks a decision model whether another agent's answer addresses the question, and warns the asking agent when it does not; llmman | |
modified
demos/decision-ask-check/README.en.md +4 -0 | @@ -8,6 +8,10 @@ An assistant (Qwen3.5-4B on llmman) that can ask two other agents with `ask_agen | ||
| 8 | 8 | |
| 9 | 9 | The check is about relevance, not truth: a wrong answer on the right subject passes. |
| 10 | 10 | |
| 11 | + | |
| 12 | + | |
| 13 | +Editable source: `decision-ask-check-flow.drawio` (draw.io); `decision-ask-check-flow.svg` is the same picture. | |
| 14 | + | |
| 11 | 15 | ## Run it |
| 12 | 16 | |
| 13 | 17 | Pull the models into llmman once: |
| @@ -8,6 +8,10 @@ An assistant (Qwen3.5-4B on llmman) that can ask two other agents with `ask_agen | |||
| 8 | 8 | ||
| 9 | The check is about relevance, not truth: a wrong answer on the right subject passes. | 9 | The check is about relevance, not truth: a wrong answer on the right subject passes. |
| 10 | 10 | ||
| 11 | + | ||
| 12 | + | ||
| 13 | +Editable source: `decision-ask-check-flow.drawio` (draw.io); `decision-ask-check-flow.svg` is the same picture. | ||
| 14 | + | ||
| 11 | ## Run it | 15 | ## Run it |
| 12 | 16 | ||
| 13 | Pull the models into llmman once: | 17 | Pull the models into llmman once: |
modified
demos/decision-ask-check/README.fr.md +4 -0 | @@ -13,6 +13,10 @@ Un hook `postAsk`, `hooks/answer-check.js`, envoie la question et la réponse à | ||
| 13 | 13 | |
| 14 | 14 | Le contrôle porte sur la pertinence, pas sur la vérité : une réponse fausse sur le bon sujet passe. |
| 15 | 15 | |
| 16 | + | |
| 17 | + | |
| 18 | +Source modifiable : `decision-ask-check-flow.drawio` (draw.io) ; `decision-ask-check-flow.svg` est la même image. | |
| 19 | + | |
| 16 | 20 | ## Lancer la démo |
| 17 | 21 | |
| 18 | 22 | Récupérez une fois les modèles dans llmman : |
| @@ -13,6 +13,10 @@ Un hook `postAsk`, `hooks/answer-check.js`, envoie la question et la réponse à | |||
| 13 | 13 | ||
| 14 | Le contrôle porte sur la pertinence, pas sur la vérité : une réponse fausse sur le bon sujet passe. | 14 | Le contrôle porte sur la pertinence, pas sur la vérité : une réponse fausse sur le bon sujet passe. |
| 15 | 15 | ||
| 16 | + | ||
| 17 | + | ||
| 18 | +Source modifiable : `decision-ask-check-flow.drawio` (draw.io) ; `decision-ask-check-flow.svg` est la même image. | ||
| 19 | + | ||
| 16 | ## Lancer la démo | 20 | ## Lancer la démo |
| 17 | 21 | ||
| 18 | Récupérez une fois les modèles dans llmman : | 22 | Récupérez une fois les modèles dans llmman : |
added
demos/decision-ask-check/decision-ask-check-flow.drawio +30 -0 | new file mode 100644 | ||
| @@ -0,0 +1,30 @@ | ||
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| 30 | +</mxfile> | |
| new file mode 100644 | |||
| @@ -0,0 +1,30 @@ | |||
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| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-ask-check — did the other agent answer the question?</text> | |
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">after each hand-off, a postAsk hook asks the decision model whether the answer addresses the question</text> | |
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| 17 | + <path d="M950,270 L950,390" fill="none" stroke="#37474F" stroke-width="2.2" marker-start="url(#arrow)" marker-end="url(#arrow)"/> | |
| 18 | + <path d="M800,460 L720,460" fill="none" stroke="#37474F" stroke-width="2.2" stroke-dasharray="6,4" marker-end="url(#arrow)"/> | |
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| 21 | + <text x="165.0" y="190.0" text-anchor="middle" font-size="22">🤖</text> | |
| 22 | + <text x="165.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | |
| 23 | + <text x="165.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B</text> | |
| 24 | + <text x="165.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#01579B">can ask two other agents</text> | |
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| 27 | + <text x="515.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#263238">ask_agent</text> | |
| 28 | + <text x="515.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#263238">expert · historian</text> | |
| 29 | + <text x="515.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#263238">(historian is off topic on purpose)</text> | |
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| 32 | + <text x="950.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">postAsk hook</text> | |
| 33 | + <text x="950.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/answer-check.js</text> | |
| 34 | + <text x="950.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#E65100">the question + the asked agent's answer</text> | |
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| 37 | + <text x="950.0" y="454.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | |
| 38 | + <text x="950.0" y="472.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | |
| 39 | + <text x="950.0" y="489.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | |
| 40 | + <text x="950.0" y="506.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | |
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| 42 | + <text x="1070.6000000000001" y="394" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | |
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| 48 | + <text x="380" y="512" text-anchor="middle" font-size="12" fill="#37474F">< 0.4 → WARNING: do not rely on it, ask again or elsewhere</text> | |
| 49 | + <text x="380" y="534" text-anchor="middle" font-size="12" fill="#37474F" font-style="italic">relevance, not truth: a wrong answer on the subject passes</text> | |
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| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">after each hand-off, a postAsk hook asks the decision model whether the answer addresses the question</text> | ||
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| 22 | + <text x="165.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | ||
| 23 | + <text x="165.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B</text> | ||
| 24 | + <text x="165.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#01579B">can ask two other agents</text> | ||
| 25 | + <g filter="url(#shadow)"><rect x="390" y="150" width="250" height="120" rx="16" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
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| 27 | + <text x="515.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#263238">ask_agent</text> | ||
| 28 | + <text x="515.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#263238">expert · historian</text> | ||
| 29 | + <text x="515.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#263238">(historian is off topic on purpose)</text> | ||
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| 31 | + <text x="950.0" y="190.0" text-anchor="middle" font-size="22">⚙️</text> | ||
| 32 | + <text x="950.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">postAsk hook</text> | ||
| 33 | + <text x="950.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/answer-check.js</text> | ||
| 34 | + <text x="950.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#E65100">the question + the asked agent's answer</text> | ||
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| 37 | + <text x="950.0" y="454.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 38 | + <text x="950.0" y="472.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | ||
| 39 | + <text x="950.0" y="489.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 40 | + <text x="950.0" y="506.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | ||
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| 42 | + <text x="1070.6000000000001" y="394" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | ||
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| 44 | + <text x="380.0" y="392" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">the question · agent.decider.yaml</text> | ||
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| 46 | + <text x="380.0" y="440.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">on_topic · noul</text> | ||
| 47 | + <text x="380" y="490" text-anchor="middle" font-size="12" fill="#37474F">"the answer addresses the question that was asked"</text> | ||
| 48 | + <text x="380" y="512" text-anchor="middle" font-size="12" fill="#37474F">< 0.4 → WARNING: do not rely on it, ask again or elsewhere</text> | ||
| 49 | + <text x="380" y="534" text-anchor="middle" font-size="12" fill="#37474F" font-style="italic">relevance, not truth: a wrong answer on the subject passes</text> | ||
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| 51 | + <text x="340" y="242.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">call</text> | ||
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| 54 | + <rect x="975.4" y="310.0" width="149.2" height="40" rx="5" fill="#FFFFFF"/> | ||
| 55 | + <text x="1050" y="327" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question + answer</text> | ||
| 56 | + <text x="1050" y="343" text-anchor="middle" font-size="10.5" fill="#78909C">← the answer</text> | ||
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| 59 | + <text x="560" y="118" text-anchor="middle" font-size="10.5" fill="#78909C">only when on_topic < 0.4</text> | ||
| 60 | +</svg> | ||
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| @@ -0,0 +1,92 @@ | ||
| 1 | +# Demo: a Go assistant helped by a decider, with a hook written in Go | |
| 2 | + | |
| 3 | +*[Version française](README.fr.md)* | |
| 4 | + | |
| 5 | +The same flow as [`decision-chat`](../decision-chat/README.en.md), for Go programming, with the hook written in Go. A chat agent (Qwen3.5-4B on llmman, a Go assistant with no tools) and a decider (LiquidAI d1-3B, `agent.decider.yaml`). Before each question reaches the chat model, a `preGeneration` hook — the Go program in `hooks/ask-decider/` — sends it to the decider and adds its answers under the question. The system prompt says what to do with them. | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | +Editable source: `decision-chat-golang-flow.drawio` (draw.io); `decision-chat-golang-flow.svg` is the same picture. | |
| 10 | + | |
| 11 | +| Question (`agent.decider.yaml`) | Type | What the system prompt (`agent.yaml`) does with it | | |
| 12 | +|---------------------------------|------|-----------------------------------------------------| | |
| 13 | +| `level` | choice: `beginner`, `intermediate`, `expert` | beginner: plain words, one idea at a time; intermediate: to the point; expert: the exact rule or function, no basics | | |
| 14 | +| `topic` | choice: `basics`, `concurrency`, `errors`, `testing`, `modules` | concurrency: check with `go test -race`; errors: `%w`, `errors.Is` / `errors.As`; testing: table-driven tests; modules: the exact `go` commands | | |
| 15 | +| `wants_code` | noul | yes: a complete, runnable example; no: no code block unless one line helps | | |
| 16 | + | |
| 17 | +## Run it | |
| 18 | + | |
| 19 | +Pull the models into llmman once: | |
| 20 | + | |
| 21 | +```bash | |
| 22 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 23 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | |
| 24 | +``` | |
| 25 | + | |
| 26 | +Then, from this directory (Go must be on the PATH: the hook runs with `go run`): | |
| 27 | + | |
| 28 | +```bash | |
| 29 | +mm tui agent.yaml # or mm agent.yaml | |
| 30 | +mm -config agent.yaml -p "How do I wait for 10 goroutines to finish? Show me the code." | |
| 31 | +``` | |
| 32 | + | |
| 33 | +`go run` compiles the hook on its first question (about 1.7 s here), then uses Go's build cache: the hook took about 0.55 s per question afterwards, the decider included. To skip the compile check, build it once and point the hook at the binary: | |
| 34 | + | |
| 35 | +```bash | |
| 36 | +(cd hooks/ask-decider && go build -o ask-decider .) | |
| 37 | +``` | |
| 38 | + | |
| 39 | +```yaml | |
| 40 | +hooks: | |
| 41 | + preGeneration: | |
| 42 | + - command: '"$MM_CONFIG_DIR/hooks/ask-decider/ask-decider"' | |
| 43 | + timeout: 60s | |
| 44 | +``` | |
| 45 | + | |
| 46 | +## The hook | |
| 47 | + | |
| 48 | +`hooks/ask-decider/main.go` reads the hook input on stdin, runs `$MM_BIN -config agent.decider.yaml -p "<question>"`, and writes `{"context": "…"}` with one line per answer: | |
| 49 | + | |
| 50 | +``` | |
| 51 | +level: intermediate (confidence 0.22) | |
| 52 | +topic: concurrency (confidence 0.97) | |
| 53 | +wants_code: yes (0.92) | |
| 54 | +``` | |
| 55 | + | |
| 56 | +- It reads the answers **in the decider's order** with a `json.Decoder` (a Go map would lose it), and writes each line from the answer's `type`, so the questions of `agent.decider.yaml` can change without touching it. | |
| 57 | +- Another decider: give its file as the argument, relative to the folder of `agent.yaml` — `go run . spell.yaml` (default `agent.decider.yaml`). The hook knows nothing of the questions, so any decider works: with `demos/decision-questions/spell.yaml` and a chat model playing the party's wizard, it passed `spell: fireball (confidence …)` and the wizard cast fireball on the goblins, shield against the ogre. | |
| 58 | +- `DECIDER_DUMP=<folder>` (relative to the folder of `agent.yaml`) keeps one indented JSON file per question, named after its time and its decider — `.mm/decider/20261024-062119.306-spell.json` — with the question, the decider's whole response, the context handed over, or the error when the decider failed (`exit status 1: [config error: …]`). For debugging: `command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run .` (`.mm/` is git-ignored). | |
| 59 | +- `DECIDER_RAW=1` hands over the server's JSON answers instead of the lines. | |
| 60 | +- A decider that fails writes nothing: the chat model reads the question alone. | |
| 61 | +- It is its own Go module (`hooks/ask-decider/go.mod`), like `demos/wasm-hooks/hooks-src`, so `go build ./...` in mini-me does not build it. Its tests: `cd hooks/ask-decider && go test ./...`. | |
| 62 | + | |
| 63 | +## What was measured (2026-10-24, from the sandbox, llmman on the host) | |
| 64 | + | |
| 65 | +The decider, through the hook: | |
| 66 | + | |
| 67 | +| Question | level | topic | wants_code | | |
| 68 | +|----------|-------|-------|------------| | |
| 69 | +| I just started learning Go. What is the difference between an array and a slice? | beginner (0.91) | basics (0.93) | no (0.23) | | |
| 70 | +| How do I wait for 10 goroutines to finish? Show me the code. | intermediate (0.22) | concurrency (0.97) | yes (0.92) | | |
| 71 | +| Why does errors.As fail to match my error type when the method Error() has a pointer receiver and I wrapped the value with %w? | expert (0.29) | errors (0.97) | no (0.40) | | |
| 72 | +| Write a table-driven test for a function Add(a, b int) int. | intermediate (0.23) | testing (0.95) | yes (0.81) | | |
| 73 | +| go mod tidy removed a dependency I still need, why? | expert (0.31) | modules (0.98) | no (0.36) | | |
| 74 | + | |
| 75 | +Five topics out of five with a confidence of 0.93 or more, and `wants_code` right every time. The levels are plausible, but with a low confidence except for the beginner: a system prompt should treat a level below 0.5 as a hint. | |
| 76 | + | |
| 77 | +The chat model's answers (5 to 22 s per turn): | |
| 78 | + | |
| 79 | +- **array vs slice, beginner, no code**: plain-words explanation, inline code only. Without the hook, the same question got a code block. | |
| 80 | +- **10 goroutines, code**: a complete `sync.WaitGroup` program — but it then suggested `go run main.go`, not `go test -race` as the `concurrency` rule asks. Without the hook: the same program. | |
| 81 | +- **errors.As, expert**: long, with code, and **wrong on the substance** (it describes a `wrapped` field read by reflection). The decider shapes the form of an answer, not its correctness: a 4B model stays a 4B model. | |
| 82 | +- **table-driven test**: a table-driven `TestAdd` with four cases and `go test -v`. | |
| 83 | +- **go mod tidy**: two short paragraphs, without the `go` commands the `modules` rule asks for. | |
| 84 | + | |
| 85 | +The rules on the form (code or not, plain words) were followed; the rules that add content (`go test -race`, the `go` commands) were not, twice out of two. | |
| 86 | + | |
| 87 | +## Read more | |
| 88 | + | |
| 89 | +- [How to write the questions of a decider](../../docs/en/how-to/write-decision-questions.md) | |
| 90 | +- [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | |
| 91 | +- [Hooks reference — `preGeneration`](../../docs/en/reference/hooks.md#pregeneration) | |
| 92 | +- [`decision-chat`](../decision-chat/README.en.md): the same flow for git, with a Node.js hook | |
| new file mode 100644 | |||
| @@ -0,0 +1,92 @@ | |||
| 1 | +# Demo: a Go assistant helped by a decider, with a hook written in Go | ||
| 2 | + | ||
| 3 | +*[Version française](README.fr.md)* | ||
| 4 | + | ||
| 5 | +The same flow as [`decision-chat`](../decision-chat/README.en.md), for Go programming, with the hook written in Go. A chat agent (Qwen3.5-4B on llmman, a Go assistant with no tools) and a decider (LiquidAI d1-3B, `agent.decider.yaml`). Before each question reaches the chat model, a `preGeneration` hook — the Go program in `hooks/ask-decider/` — sends it to the decider and adds its answers under the question. The system prompt says what to do with them. | ||
| 6 | + | ||
| 7 | + | ||
| 8 | + | ||
| 9 | +Editable source: `decision-chat-golang-flow.drawio` (draw.io); `decision-chat-golang-flow.svg` is the same picture. | ||
| 10 | + | ||
| 11 | +| Question (`agent.decider.yaml`) | Type | What the system prompt (`agent.yaml`) does with it | | ||
| 12 | +|---------------------------------|------|-----------------------------------------------------| | ||
| 13 | +| `level` | choice: `beginner`, `intermediate`, `expert` | beginner: plain words, one idea at a time; intermediate: to the point; expert: the exact rule or function, no basics | | ||
| 14 | +| `topic` | choice: `basics`, `concurrency`, `errors`, `testing`, `modules` | concurrency: check with `go test -race`; errors: `%w`, `errors.Is` / `errors.As`; testing: table-driven tests; modules: the exact `go` commands | | ||
| 15 | +| `wants_code` | noul | yes: a complete, runnable example; no: no code block unless one line helps | | ||
| 16 | + | ||
| 17 | +## Run it | ||
| 18 | + | ||
| 19 | +Pull the models into llmman once: | ||
| 20 | + | ||
| 21 | +```bash | ||
| 22 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 23 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | ||
| 24 | +``` | ||
| 25 | + | ||
| 26 | +Then, from this directory (Go must be on the PATH: the hook runs with `go run`): | ||
| 27 | + | ||
| 28 | +```bash | ||
| 29 | +mm tui agent.yaml # or mm agent.yaml | ||
| 30 | +mm -config agent.yaml -p "How do I wait for 10 goroutines to finish? Show me the code." | ||
| 31 | +``` | ||
| 32 | + | ||
| 33 | +`go run` compiles the hook on its first question (about 1.7 s here), then uses Go's build cache: the hook took about 0.55 s per question afterwards, the decider included. To skip the compile check, build it once and point the hook at the binary: | ||
| 34 | + | ||
| 35 | +```bash | ||
| 36 | +(cd hooks/ask-decider && go build -o ask-decider .) | ||
| 37 | +``` | ||
| 38 | + | ||
| 39 | +```yaml | ||
| 40 | +hooks: | ||
| 41 | + preGeneration: | ||
| 42 | + - command: '"$MM_CONFIG_DIR/hooks/ask-decider/ask-decider"' | ||
| 43 | + timeout: 60s | ||
| 44 | +``` | ||
| 45 | + | ||
| 46 | +## The hook | ||
| 47 | + | ||
| 48 | +`hooks/ask-decider/main.go` reads the hook input on stdin, runs `$MM_BIN -config agent.decider.yaml -p "<question>"`, and writes `{"context": "…"}` with one line per answer: | ||
| 49 | + | ||
| 50 | +``` | ||
| 51 | +level: intermediate (confidence 0.22) | ||
| 52 | +topic: concurrency (confidence 0.97) | ||
| 53 | +wants_code: yes (0.92) | ||
| 54 | +``` | ||
| 55 | + | ||
| 56 | +- It reads the answers **in the decider's order** with a `json.Decoder` (a Go map would lose it), and writes each line from the answer's `type`, so the questions of `agent.decider.yaml` can change without touching it. | ||
| 57 | +- Another decider: give its file as the argument, relative to the folder of `agent.yaml` — `go run . spell.yaml` (default `agent.decider.yaml`). The hook knows nothing of the questions, so any decider works: with `demos/decision-questions/spell.yaml` and a chat model playing the party's wizard, it passed `spell: fireball (confidence …)` and the wizard cast fireball on the goblins, shield against the ogre. | ||
| 58 | +- `DECIDER_DUMP=<folder>` (relative to the folder of `agent.yaml`) keeps one indented JSON file per question, named after its time and its decider — `.mm/decider/20261024-062119.306-spell.json` — with the question, the decider's whole response, the context handed over, or the error when the decider failed (`exit status 1: [config error: …]`). For debugging: `command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run .` (`.mm/` is git-ignored). | ||
| 59 | +- `DECIDER_RAW=1` hands over the server's JSON answers instead of the lines. | ||
| 60 | +- A decider that fails writes nothing: the chat model reads the question alone. | ||
| 61 | +- It is its own Go module (`hooks/ask-decider/go.mod`), like `demos/wasm-hooks/hooks-src`, so `go build ./...` in mini-me does not build it. Its tests: `cd hooks/ask-decider && go test ./...`. | ||
| 62 | + | ||
| 63 | +## What was measured (2026-10-24, from the sandbox, llmman on the host) | ||
| 64 | + | ||
| 65 | +The decider, through the hook: | ||
| 66 | + | ||
| 67 | +| Question | level | topic | wants_code | | ||
| 68 | +|----------|-------|-------|------------| | ||
| 69 | +| I just started learning Go. What is the difference between an array and a slice? | beginner (0.91) | basics (0.93) | no (0.23) | | ||
| 70 | +| How do I wait for 10 goroutines to finish? Show me the code. | intermediate (0.22) | concurrency (0.97) | yes (0.92) | | ||
| 71 | +| Why does errors.As fail to match my error type when the method Error() has a pointer receiver and I wrapped the value with %w? | expert (0.29) | errors (0.97) | no (0.40) | | ||
| 72 | +| Write a table-driven test for a function Add(a, b int) int. | intermediate (0.23) | testing (0.95) | yes (0.81) | | ||
| 73 | +| go mod tidy removed a dependency I still need, why? | expert (0.31) | modules (0.98) | no (0.36) | | ||
| 74 | + | ||
| 75 | +Five topics out of five with a confidence of 0.93 or more, and `wants_code` right every time. The levels are plausible, but with a low confidence except for the beginner: a system prompt should treat a level below 0.5 as a hint. | ||
| 76 | + | ||
| 77 | +The chat model's answers (5 to 22 s per turn): | ||
| 78 | + | ||
| 79 | +- **array vs slice, beginner, no code**: plain-words explanation, inline code only. Without the hook, the same question got a code block. | ||
| 80 | +- **10 goroutines, code**: a complete `sync.WaitGroup` program — but it then suggested `go run main.go`, not `go test -race` as the `concurrency` rule asks. Without the hook: the same program. | ||
| 81 | +- **errors.As, expert**: long, with code, and **wrong on the substance** (it describes a `wrapped` field read by reflection). The decider shapes the form of an answer, not its correctness: a 4B model stays a 4B model. | ||
| 82 | +- **table-driven test**: a table-driven `TestAdd` with four cases and `go test -v`. | ||
| 83 | +- **go mod tidy**: two short paragraphs, without the `go` commands the `modules` rule asks for. | ||
| 84 | + | ||
| 85 | +The rules on the form (code or not, plain words) were followed; the rules that add content (`go test -race`, the `go` commands) were not, twice out of two. | ||
| 86 | + | ||
| 87 | +## Read more | ||
| 88 | + | ||
| 89 | +- [How to write the questions of a decider](../../docs/en/how-to/write-decision-questions.md) | ||
| 90 | +- [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | ||
| 91 | +- [Hooks reference — `preGeneration`](../../docs/en/reference/hooks.md#pregeneration) | ||
| 92 | +- [`decision-chat`](../decision-chat/README.en.md): the same flow for git, with a Node.js hook | ||
added
demos/decision-chat-golang/README.fr.md +92 -0 | new file mode 100644 | ||
| @@ -0,0 +1,92 @@ | ||
| 1 | +# Démo : un assistant Go aidé par un décideur, avec un hook écrit en Go | |
| 2 | + | |
| 3 | +*[English version](README.en.md)* | |
| 4 | + | |
| 5 | +Le même flux que [`decision-chat`](../decision-chat/README.fr.md), pour la programmation Go, avec le hook écrit en Go. Un agent de chat (Qwen3.5-4B sur llmman, un assistant Go sans outils) et un décideur (LiquidAI d1-3B, `agent.decider.yaml`). Avant que chaque question n'arrive au modèle de chat, un hook `preGeneration` — le programme Go de `hooks/ask-decider/` — l'envoie au décideur et ajoute ses réponses sous la question. Le prompt système dit quoi en faire. | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | +Source modifiable : `decision-chat-golang-flow.drawio` (draw.io) ; `decision-chat-golang-flow.svg` est la même image. | |
| 10 | + | |
| 11 | +| Question (`agent.decider.yaml`) | Type | Ce qu'en fait le prompt système (`agent.yaml`) | | |
| 12 | +|---------------------------------|------|-------------------------------------------------| | |
| 13 | +| `level` | choice : `beginner`, `intermediate`, `expert` | débutant : des mots simples, une idée à la fois ; intermédiaire : droit au but ; expert : la règle ou la fonction exacte, sans les bases | | |
| 14 | +| `topic` | choice : `basics`, `concurrency`, `errors`, `testing`, `modules` | concurrency : vérifier avec `go test -race` ; errors : `%w`, `errors.Is` / `errors.As` ; testing : tests en table ; modules : les commandes `go` exactes | | |
| 15 | +| `wants_code` | noul | oui : un exemple complet et exécutable ; non : pas de bloc de code sauf si une ligne aide | | |
| 16 | + | |
| 17 | +## La lancer | |
| 18 | + | |
| 19 | +Téléchargez les modèles dans llmman une fois : | |
| 20 | + | |
| 21 | +```bash | |
| 22 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 23 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | |
| 24 | +``` | |
| 25 | + | |
| 26 | +Puis, depuis ce dossier (Go doit être dans le PATH : le hook tourne avec `go run`) : | |
| 27 | + | |
| 28 | +```bash | |
| 29 | +mm tui agent.yaml # ou mm agent.yaml | |
| 30 | +mm -config agent.yaml -p "How do I wait for 10 goroutines to finish? Show me the code." | |
| 31 | +``` | |
| 32 | + | |
| 33 | +`go run` compile le hook à sa première question (environ 1,7 s ici), puis utilise le cache de compilation de Go : le hook a ensuite pris environ 0,55 s par question, décideur compris. Pour éviter la vérification de compilation, construisez-le une fois et faites pointer le hook sur le binaire : | |
| 34 | + | |
| 35 | +```bash | |
| 36 | +(cd hooks/ask-decider && go build -o ask-decider .) | |
| 37 | +``` | |
| 38 | + | |
| 39 | +```yaml | |
| 40 | +hooks: | |
| 41 | + preGeneration: | |
| 42 | + - command: '"$MM_CONFIG_DIR/hooks/ask-decider/ask-decider"' | |
| 43 | + timeout: 60s | |
| 44 | +``` | |
| 45 | + | |
| 46 | +## Le hook | |
| 47 | + | |
| 48 | +`hooks/ask-decider/main.go` lit l'entrée du hook sur stdin, lance `$MM_BIN -config agent.decider.yaml -p "<question>"`, et écrit `{"context": "…"}` avec une ligne par réponse : | |
| 49 | + | |
| 50 | +``` | |
| 51 | +level: intermediate (confidence 0.22) | |
| 52 | +topic: concurrency (confidence 0.97) | |
| 53 | +wants_code: yes (0.92) | |
| 54 | +``` | |
| 55 | + | |
| 56 | +- Il lit les réponses **dans l'ordre du décideur** avec un `json.Decoder` (une map Go le perdrait), et écrit chaque ligne d'après le `type` de la réponse : les questions d'`agent.decider.yaml` peuvent changer sans y toucher. | |
| 57 | +- Un autre décideur : donnez son fichier en argument, relatif au dossier d'`agent.yaml` — `go run . spell.yaml` (par défaut `agent.decider.yaml`). Le hook ne connaît pas les questions, donc n'importe quel décideur convient : avec `demos/decision-questions/spell.yaml` et un modèle de chat qui joue le magicien du groupe, il a transmis `spell: fireball (confidence …)` et le magicien a lancé une boule de feu sur les gobelins, un bouclier contre l'ogre. | |
| 58 | +- `DECIDER_DUMP=<dossier>` (relatif au dossier d'`agent.yaml`) garde un fichier JSON indenté par question, nommé d'après son heure et son décideur — `.mm/decider/20261024-062119.306-spell.json` — avec la question, la réponse complète du décideur, le contexte transmis, ou l'erreur quand le décideur a échoué (`exit status 1: [config error: …]`). Pour déboguer : `command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run .` (`.mm/` est ignoré par git). | |
| 59 | +- `DECIDER_RAW=1` transmet le JSON des réponses au lieu des lignes. | |
| 60 | +- Un décideur qui échoue n'écrit rien : le modèle de chat lit la question seule. | |
| 61 | +- C'est un module Go à part (`hooks/ask-decider/go.mod`), comme `demos/wasm-hooks/hooks-src`, pour que `go build ./...` dans mini-me ne le compile pas. Ses tests : `cd hooks/ask-decider && go test ./...`. | |
| 62 | + | |
| 63 | +## Ce qui a été mesuré (2026-10-24, depuis le sandbox, llmman sur l'hôte) | |
| 64 | + | |
| 65 | +Le décideur, à travers le hook : | |
| 66 | + | |
| 67 | +| Question | level | topic | wants_code | | |
| 68 | +|----------|-------|-------|------------| | |
| 69 | +| I just started learning Go. What is the difference between an array and a slice? | beginner (0.91) | basics (0.93) | no (0.23) | | |
| 70 | +| How do I wait for 10 goroutines to finish? Show me the code. | intermediate (0.22) | concurrency (0.97) | yes (0.92) | | |
| 71 | +| Why does errors.As fail to match my error type when the method Error() has a pointer receiver and I wrapped the value with %w? | expert (0.29) | errors (0.97) | no (0.40) | | |
| 72 | +| Write a table-driven test for a function Add(a, b int) int. | intermediate (0.23) | testing (0.95) | yes (0.81) | | |
| 73 | +| go mod tidy removed a dependency I still need, why? | expert (0.31) | modules (0.98) | no (0.36) | | |
| 74 | + | |
| 75 | +Cinq sujets sur cinq avec une confiance de 0,93 ou plus, et `wants_code` juste à chaque fois. Les niveaux sont plausibles, mais avec une confiance basse sauf pour le débutant : un prompt système devrait traiter un niveau sous 0,5 comme une indication. | |
| 76 | + | |
| 77 | +Les réponses du modèle de chat (5 à 22 s par tour) : | |
| 78 | + | |
| 79 | +- **array contre slice, débutant, pas de code** : une explication en mots simples, du code en ligne seulement. Sans le hook, la même question a reçu un bloc de code. | |
| 80 | +- **10 goroutines, code** : un programme `sync.WaitGroup` complet — mais il propose ensuite `go run main.go`, pas `go test -race` comme le demande la règle `concurrency`. Sans le hook : le même programme. | |
| 81 | +- **errors.As, expert** : long, avec du code, et **faux sur le fond** (il décrit un champ `wrapped` lu par réflexion). Le décideur règle la forme d'une réponse, pas son exactitude : un modèle 4B reste un modèle 4B. | |
| 82 | +- **test en table** : un `TestAdd` en table avec quatre cas et `go test -v`. | |
| 83 | +- **go mod tidy** : deux courts paragraphes, sans les commandes `go` que demande la règle `modules`. | |
| 84 | + | |
| 85 | +Les règles de forme (code ou non, mots simples) ont été suivies ; les règles qui ajoutent du contenu (`go test -race`, les commandes `go`) ne l'ont pas été, deux fois sur deux. | |
| 86 | + | |
| 87 | +## Pour aller plus loin | |
| 88 | + | |
| 89 | +- [Écrire les questions d'un décideur](../../docs/fr/how-to/write-decision-questions.md) | |
| 90 | +- [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | |
| 91 | +- [Référence des hooks — `preGeneration`](../../docs/fr/reference/hooks.md#pregeneration) | |
| 92 | +- [`decision-chat`](../decision-chat/README.fr.md) : le même flux pour git, avec un hook Node.js | |
| new file mode 100644 | |||
| @@ -0,0 +1,92 @@ | |||
| 1 | +# Démo : un assistant Go aidé par un décideur, avec un hook écrit en Go | ||
| 2 | + | ||
| 3 | +*[English version](README.en.md)* | ||
| 4 | + | ||
| 5 | +Le même flux que [`decision-chat`](../decision-chat/README.fr.md), pour la programmation Go, avec le hook écrit en Go. Un agent de chat (Qwen3.5-4B sur llmman, un assistant Go sans outils) et un décideur (LiquidAI d1-3B, `agent.decider.yaml`). Avant que chaque question n'arrive au modèle de chat, un hook `preGeneration` — le programme Go de `hooks/ask-decider/` — l'envoie au décideur et ajoute ses réponses sous la question. Le prompt système dit quoi en faire. | ||
| 6 | + | ||
| 7 | + | ||
| 8 | + | ||
| 9 | +Source modifiable : `decision-chat-golang-flow.drawio` (draw.io) ; `decision-chat-golang-flow.svg` est la même image. | ||
| 10 | + | ||
| 11 | +| Question (`agent.decider.yaml`) | Type | Ce qu'en fait le prompt système (`agent.yaml`) | | ||
| 12 | +|---------------------------------|------|-------------------------------------------------| | ||
| 13 | +| `level` | choice : `beginner`, `intermediate`, `expert` | débutant : des mots simples, une idée à la fois ; intermédiaire : droit au but ; expert : la règle ou la fonction exacte, sans les bases | | ||
| 14 | +| `topic` | choice : `basics`, `concurrency`, `errors`, `testing`, `modules` | concurrency : vérifier avec `go test -race` ; errors : `%w`, `errors.Is` / `errors.As` ; testing : tests en table ; modules : les commandes `go` exactes | | ||
| 15 | +| `wants_code` | noul | oui : un exemple complet et exécutable ; non : pas de bloc de code sauf si une ligne aide | | ||
| 16 | + | ||
| 17 | +## La lancer | ||
| 18 | + | ||
| 19 | +Téléchargez les modèles dans llmman une fois : | ||
| 20 | + | ||
| 21 | +```bash | ||
| 22 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 23 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | ||
| 24 | +``` | ||
| 25 | + | ||
| 26 | +Puis, depuis ce dossier (Go doit être dans le PATH : le hook tourne avec `go run`) : | ||
| 27 | + | ||
| 28 | +```bash | ||
| 29 | +mm tui agent.yaml # ou mm agent.yaml | ||
| 30 | +mm -config agent.yaml -p "How do I wait for 10 goroutines to finish? Show me the code." | ||
| 31 | +``` | ||
| 32 | + | ||
| 33 | +`go run` compile le hook à sa première question (environ 1,7 s ici), puis utilise le cache de compilation de Go : le hook a ensuite pris environ 0,55 s par question, décideur compris. Pour éviter la vérification de compilation, construisez-le une fois et faites pointer le hook sur le binaire : | ||
| 34 | + | ||
| 35 | +```bash | ||
| 36 | +(cd hooks/ask-decider && go build -o ask-decider .) | ||
| 37 | +``` | ||
| 38 | + | ||
| 39 | +```yaml | ||
| 40 | +hooks: | ||
| 41 | + preGeneration: | ||
| 42 | + - command: '"$MM_CONFIG_DIR/hooks/ask-decider/ask-decider"' | ||
| 43 | + timeout: 60s | ||
| 44 | +``` | ||
| 45 | + | ||
| 46 | +## Le hook | ||
| 47 | + | ||
| 48 | +`hooks/ask-decider/main.go` lit l'entrée du hook sur stdin, lance `$MM_BIN -config agent.decider.yaml -p "<question>"`, et écrit `{"context": "…"}` avec une ligne par réponse : | ||
| 49 | + | ||
| 50 | +``` | ||
| 51 | +level: intermediate (confidence 0.22) | ||
| 52 | +topic: concurrency (confidence 0.97) | ||
| 53 | +wants_code: yes (0.92) | ||
| 54 | +``` | ||
| 55 | + | ||
| 56 | +- Il lit les réponses **dans l'ordre du décideur** avec un `json.Decoder` (une map Go le perdrait), et écrit chaque ligne d'après le `type` de la réponse : les questions d'`agent.decider.yaml` peuvent changer sans y toucher. | ||
| 57 | +- Un autre décideur : donnez son fichier en argument, relatif au dossier d'`agent.yaml` — `go run . spell.yaml` (par défaut `agent.decider.yaml`). Le hook ne connaît pas les questions, donc n'importe quel décideur convient : avec `demos/decision-questions/spell.yaml` et un modèle de chat qui joue le magicien du groupe, il a transmis `spell: fireball (confidence …)` et le magicien a lancé une boule de feu sur les gobelins, un bouclier contre l'ogre. | ||
| 58 | +- `DECIDER_DUMP=<dossier>` (relatif au dossier d'`agent.yaml`) garde un fichier JSON indenté par question, nommé d'après son heure et son décideur — `.mm/decider/20261024-062119.306-spell.json` — avec la question, la réponse complète du décideur, le contexte transmis, ou l'erreur quand le décideur a échoué (`exit status 1: [config error: …]`). Pour déboguer : `command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run .` (`.mm/` est ignoré par git). | ||
| 59 | +- `DECIDER_RAW=1` transmet le JSON des réponses au lieu des lignes. | ||
| 60 | +- Un décideur qui échoue n'écrit rien : le modèle de chat lit la question seule. | ||
| 61 | +- C'est un module Go à part (`hooks/ask-decider/go.mod`), comme `demos/wasm-hooks/hooks-src`, pour que `go build ./...` dans mini-me ne le compile pas. Ses tests : `cd hooks/ask-decider && go test ./...`. | ||
| 62 | + | ||
| 63 | +## Ce qui a été mesuré (2026-10-24, depuis le sandbox, llmman sur l'hôte) | ||
| 64 | + | ||
| 65 | +Le décideur, à travers le hook : | ||
| 66 | + | ||
| 67 | +| Question | level | topic | wants_code | | ||
| 68 | +|----------|-------|-------|------------| | ||
| 69 | +| I just started learning Go. What is the difference between an array and a slice? | beginner (0.91) | basics (0.93) | no (0.23) | | ||
| 70 | +| How do I wait for 10 goroutines to finish? Show me the code. | intermediate (0.22) | concurrency (0.97) | yes (0.92) | | ||
| 71 | +| Why does errors.As fail to match my error type when the method Error() has a pointer receiver and I wrapped the value with %w? | expert (0.29) | errors (0.97) | no (0.40) | | ||
| 72 | +| Write a table-driven test for a function Add(a, b int) int. | intermediate (0.23) | testing (0.95) | yes (0.81) | | ||
| 73 | +| go mod tidy removed a dependency I still need, why? | expert (0.31) | modules (0.98) | no (0.36) | | ||
| 74 | + | ||
| 75 | +Cinq sujets sur cinq avec une confiance de 0,93 ou plus, et `wants_code` juste à chaque fois. Les niveaux sont plausibles, mais avec une confiance basse sauf pour le débutant : un prompt système devrait traiter un niveau sous 0,5 comme une indication. | ||
| 76 | + | ||
| 77 | +Les réponses du modèle de chat (5 à 22 s par tour) : | ||
| 78 | + | ||
| 79 | +- **array contre slice, débutant, pas de code** : une explication en mots simples, du code en ligne seulement. Sans le hook, la même question a reçu un bloc de code. | ||
| 80 | +- **10 goroutines, code** : un programme `sync.WaitGroup` complet — mais il propose ensuite `go run main.go`, pas `go test -race` comme le demande la règle `concurrency`. Sans le hook : le même programme. | ||
| 81 | +- **errors.As, expert** : long, avec du code, et **faux sur le fond** (il décrit un champ `wrapped` lu par réflexion). Le décideur règle la forme d'une réponse, pas son exactitude : un modèle 4B reste un modèle 4B. | ||
| 82 | +- **test en table** : un `TestAdd` en table avec quatre cas et `go test -v`. | ||
| 83 | +- **go mod tidy** : deux courts paragraphes, sans les commandes `go` que demande la règle `modules`. | ||
| 84 | + | ||
| 85 | +Les règles de forme (code ou non, mots simples) ont été suivies ; les règles qui ajoutent du contenu (`go test -race`, les commandes `go`) ne l'ont pas été, deux fois sur deux. | ||
| 86 | + | ||
| 87 | +## Pour aller plus loin | ||
| 88 | + | ||
| 89 | +- [Écrire les questions d'un décideur](../../docs/fr/how-to/write-decision-questions.md) | ||
| 90 | +- [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | ||
| 91 | +- [Référence des hooks — `preGeneration`](../../docs/fr/reference/hooks.md#pregeneration) | ||
| 92 | +- [`decision-chat`](../decision-chat/README.fr.md) : le même flux pour git, avec un hook Node.js | ||
added
demos/decision-chat-golang/agent.decider.yaml +49 -0 | new file mode 100644 | ||
| @@ -0,0 +1,49 @@ | ||
| 1 | +# The decider of hooks/ask-decider (a Go program): every message it receives | |
| 2 | +# is a question the user asked the Go assistant; it answers three typed | |
| 3 | +# questions about it in one forward pass, and writes no text. | |
| 4 | +# | |
| 5 | +# mm -config agent.decider.yaml -p "How do I wait for 10 goroutines to finish? Show me the code." | |
| 6 | +# | |
| 7 | +# Change, add or remove questions here: the hook passes every answer on to the | |
| 8 | +# chat model, whatever its name and type. Then say in agent.yaml's `system` | |
| 9 | +# what the chat model should do with it. | |
| 10 | +# | |
| 11 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 12 | +provider: llmman | |
| 13 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 14 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 15 | +fallback: http://host.docker.internal:17434/v1 | |
| 16 | + | |
| 17 | +decision: | |
| 18 | + # The first call loads the model (2 to 13 s); a warm one takes 0.2–0.5 s. | |
| 19 | + timeout: 60s | |
| 20 | + questions: | |
| 21 | + level: | |
| 22 | + type: choice | |
| 23 | + instructions: How familiar is the person with Go? | |
| 24 | + criteria: | |
| 25 | + beginner: Learning Go, asks about the basics of the language | |
| 26 | + intermediate: Writes Go programs, asks how to do something precise | |
| 27 | + expert: Knows Go well, asks about a subtle behaviour of the language or the runtime | |
| 28 | + topic: | |
| 29 | + type: choice | |
| 30 | + instructions: What is the question about? | |
| 31 | + criteria: | |
| 32 | + basics: Syntax, types, slices, maps, structs, interfaces or methods | |
| 33 | + concurrency: Goroutines, channels, sync, select or context | |
| 34 | + errors: Error values, wrapping, errors.Is, errors.As or panics | |
| 35 | + testing: Tests, table-driven tests, benchmarks or go test | |
| 36 | + modules: go.mod, dependencies, versions or building | |
| 37 | + wants_code: | |
| 38 | + type: noul | |
| 39 | + instructions: The message asks for code, an example, a function or a snippet. | |
| 40 | + | |
| 41 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 42 | +bashTool: false | |
| 43 | +editTools: false | |
| 44 | +planTool: false | |
| 45 | +fetchContentTool: false | |
| 46 | +askUserTool: false | |
| 47 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 48 | +agentsMd: | |
| 49 | + enabled: false | |
| new file mode 100644 | |||
| @@ -0,0 +1,49 @@ | |||
| 1 | +# The decider of hooks/ask-decider (a Go program): every message it receives | ||
| 2 | +# is a question the user asked the Go assistant; it answers three typed | ||
| 3 | +# questions about it in one forward pass, and writes no text. | ||
| 4 | +# | ||
| 5 | +# mm -config agent.decider.yaml -p "How do I wait for 10 goroutines to finish? Show me the code." | ||
| 6 | +# | ||
| 7 | +# Change, add or remove questions here: the hook passes every answer on to the | ||
| 8 | +# chat model, whatever its name and type. Then say in agent.yaml's `system` | ||
| 9 | +# what the chat model should do with it. | ||
| 10 | +# | ||
| 11 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 12 | +provider: llmman | ||
| 13 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 14 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 15 | +fallback: http://host.docker.internal:17434/v1 | ||
| 16 | + | ||
| 17 | +decision: | ||
| 18 | + # The first call loads the model (2 to 13 s); a warm one takes 0.2–0.5 s. | ||
| 19 | + timeout: 60s | ||
| 20 | + questions: | ||
| 21 | + level: | ||
| 22 | + type: choice | ||
| 23 | + instructions: How familiar is the person with Go? | ||
| 24 | + criteria: | ||
| 25 | + beginner: Learning Go, asks about the basics of the language | ||
| 26 | + intermediate: Writes Go programs, asks how to do something precise | ||
| 27 | + expert: Knows Go well, asks about a subtle behaviour of the language or the runtime | ||
| 28 | + topic: | ||
| 29 | + type: choice | ||
| 30 | + instructions: What is the question about? | ||
| 31 | + criteria: | ||
| 32 | + basics: Syntax, types, slices, maps, structs, interfaces or methods | ||
| 33 | + concurrency: Goroutines, channels, sync, select or context | ||
| 34 | + errors: Error values, wrapping, errors.Is, errors.As or panics | ||
| 35 | + testing: Tests, table-driven tests, benchmarks or go test | ||
| 36 | + modules: go.mod, dependencies, versions or building | ||
| 37 | + wants_code: | ||
| 38 | + type: noul | ||
| 39 | + instructions: The message asks for code, an example, a function or a snippet. | ||
| 40 | + | ||
| 41 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 42 | +bashTool: false | ||
| 43 | +editTools: false | ||
| 44 | +planTool: false | ||
| 45 | +fetchContentTool: false | ||
| 46 | +askUserTool: false | ||
| 47 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 48 | +agentsMd: | ||
| 49 | + enabled: false | ||
added
demos/decision-chat-golang/agent.yaml +63 -0 | new file mode 100644 | ||
| @@ -0,0 +1,63 @@ | ||
| 1 | +# A Go assistant helped by a decider. Before each question reaches the chat | |
| 2 | +# model, a preGeneration hook — a Go program, hooks/ask-decider — sends it to a | |
| 3 | +# decision model (agent.decider.yaml) and adds its answers under the question. | |
| 4 | +# The system prompt tells the chat model what to do with them. | |
| 5 | +# | |
| 6 | +# you ──► question ──► hook (Go) ──► decider (d1-3B, /v1/systemone) | |
| 7 | +# │◄── answers (level, topic, wants_code) | |
| 8 | +# ▼ | |
| 9 | +# question + answers ──► chat model (Qwen3.5-4B) ──► answer | |
| 10 | +# | |
| 11 | +# cd demos/decision-chat-golang | |
| 12 | +# mm tui agent.yaml # or: mm agent.yaml, or mm -config agent.yaml -p "…" | |
| 13 | +# | |
| 14 | +# The hook runs with `go run`: Go must be on the PATH. Build it once to save | |
| 15 | +# the compile check on each question — see the README. | |
| 16 | +provider: llmman | |
| 17 | +model: hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | |
| 18 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 19 | +fallback: http://host.docker.internal:17434/v1 | |
| 20 | + | |
| 21 | +system: | | |
| 22 | + You are a Go programming assistant. You answer questions about Go; you have | |
| 23 | + no tools. | |
| 24 | + | |
| 25 | + Under each question you find a block "[context added by a hook]": what a | |
| 26 | + decision model read in the question. Shape your answer with it, and never | |
| 27 | + mention the block: | |
| 28 | + | |
| 29 | + - level beginner: explain in plain words, one idea at a time, and say why. | |
| 30 | + level intermediate: get to the point, a short explanation. level expert: | |
| 31 | + precise and short, name the exact rule or function, skip the basics. | |
| 32 | + - wants_code yes: give a complete, runnable Go example in a code block. | |
| 33 | + wants_code no: no code block unless one line of code makes it clearer. | |
| 34 | + - topic concurrency: say how to check the code with `go test -race`. | |
| 35 | + topic errors: wrap with `fmt.Errorf("…: %w", err)` and test with | |
| 36 | + `errors.Is` / `errors.As` when it applies. topic testing: prefer | |
| 37 | + table-driven tests. topic modules: give the exact `go` commands. | |
| 38 | + | |
| 39 | +sampling: | |
| 40 | + temperature: 0.2 | |
| 41 | + max_tokens: 1536 | |
| 42 | + # Qwen3.5 thinks by default; with rules like these it can loop until the limit. | |
| 43 | + chat_template_kwargs: | |
| 44 | + enable_thinking: false | |
| 45 | + | |
| 46 | +# The chat model answers from what it knows: no tools, no skills. | |
| 47 | +bashTool: false | |
| 48 | +editTools: false | |
| 49 | +planTool: false | |
| 50 | +fetchContentTool: false | |
| 51 | +askUserTool: false | |
| 52 | +unloadModels: false | |
| 53 | +skillsDir: no-skills | |
| 54 | +agentsMd: | |
| 55 | + enabled: false | |
| 56 | + | |
| 57 | +# Shows a 🪝 line for each hook run: which hook ran and how much context it added. | |
| 58 | +displayHooks: true | |
| 59 | + | |
| 60 | +hooks: | |
| 61 | + preGeneration: | |
| 62 | + - command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && go run . | |
| 63 | + timeout: 60s # the first call loads the decision model (and go run compiles once) | |
| new file mode 100644 | |||
| @@ -0,0 +1,63 @@ | |||
| 1 | +# A Go assistant helped by a decider. Before each question reaches the chat | ||
| 2 | +# model, a preGeneration hook — a Go program, hooks/ask-decider — sends it to a | ||
| 3 | +# decision model (agent.decider.yaml) and adds its answers under the question. | ||
| 4 | +# The system prompt tells the chat model what to do with them. | ||
| 5 | +# | ||
| 6 | +# you ──► question ──► hook (Go) ──► decider (d1-3B, /v1/systemone) | ||
| 7 | +# │◄── answers (level, topic, wants_code) | ||
| 8 | +# ▼ | ||
| 9 | +# question + answers ──► chat model (Qwen3.5-4B) ──► answer | ||
| 10 | +# | ||
| 11 | +# cd demos/decision-chat-golang | ||
| 12 | +# mm tui agent.yaml # or: mm agent.yaml, or mm -config agent.yaml -p "…" | ||
| 13 | +# | ||
| 14 | +# The hook runs with `go run`: Go must be on the PATH. Build it once to save | ||
| 15 | +# the compile check on each question — see the README. | ||
| 16 | +provider: llmman | ||
| 17 | +model: hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | ||
| 18 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 19 | +fallback: http://host.docker.internal:17434/v1 | ||
| 20 | + | ||
| 21 | +system: | | ||
| 22 | + You are a Go programming assistant. You answer questions about Go; you have | ||
| 23 | + no tools. | ||
| 24 | + | ||
| 25 | + Under each question you find a block "[context added by a hook]": what a | ||
| 26 | + decision model read in the question. Shape your answer with it, and never | ||
| 27 | + mention the block: | ||
| 28 | + | ||
| 29 | + - level beginner: explain in plain words, one idea at a time, and say why. | ||
| 30 | + level intermediate: get to the point, a short explanation. level expert: | ||
| 31 | + precise and short, name the exact rule or function, skip the basics. | ||
| 32 | + - wants_code yes: give a complete, runnable Go example in a code block. | ||
| 33 | + wants_code no: no code block unless one line of code makes it clearer. | ||
| 34 | + - topic concurrency: say how to check the code with `go test -race`. | ||
| 35 | + topic errors: wrap with `fmt.Errorf("…: %w", err)` and test with | ||
| 36 | + `errors.Is` / `errors.As` when it applies. topic testing: prefer | ||
| 37 | + table-driven tests. topic modules: give the exact `go` commands. | ||
| 38 | + | ||
| 39 | +sampling: | ||
| 40 | + temperature: 0.2 | ||
| 41 | + max_tokens: 1536 | ||
| 42 | + # Qwen3.5 thinks by default; with rules like these it can loop until the limit. | ||
| 43 | + chat_template_kwargs: | ||
| 44 | + enable_thinking: false | ||
| 45 | + | ||
| 46 | +# The chat model answers from what it knows: no tools, no skills. | ||
| 47 | +bashTool: false | ||
| 48 | +editTools: false | ||
| 49 | +planTool: false | ||
| 50 | +fetchContentTool: false | ||
| 51 | +askUserTool: false | ||
| 52 | +unloadModels: false | ||
| 53 | +skillsDir: no-skills | ||
| 54 | +agentsMd: | ||
| 55 | + enabled: false | ||
| 56 | + | ||
| 57 | +# Shows a 🪝 line for each hook run: which hook ran and how much context it added. | ||
| 58 | +displayHooks: true | ||
| 59 | + | ||
| 60 | +hooks: | ||
| 61 | + preGeneration: | ||
| 62 | + - command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && go run . | ||
| 63 | + timeout: 60s # the first call loads the decision model (and go run compiles once) | ||
added
demos/decision-chat-golang/decision-chat-golang-flow.drawio +34 -0 | new file mode 100644 | ||
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| 32 | + <text x="1020.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | |
| 33 | + <text x="1020.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B · no tools</text> | |
| 34 | + <text x="1020.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#01579B">system: what to do with each answer</text> | |
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| 37 | + <text x="455.0" y="424.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | |
| 38 | + <text x="455.0" y="442.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | |
| 39 | + <text x="455.0" y="459.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | |
| 40 | + <text x="455.0" y="476.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | |
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| 42 | + <text x="550.6" y="364" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | |
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| 44 | + <text x="905.0" y="362" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">3 typed questions · agent.decider.yaml</text> | |
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| 46 | + <text x="750.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">level · choice</text> | |
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| 48 | + <text x="910.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">topic · choice</text> | |
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| 50 | + <text x="1070.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">wants_code · noul</text> | |
| 51 | + <text x="905" y="465" text-anchor="middle" font-size="12" fill="#37474F" font-family="DejaVu Sans Mono, monospace">level: intermediate (confidence 0.22)</text> | |
| 52 | + <text x="905" y="484" text-anchor="middle" font-size="11" fill="#37474F" font-family="DejaVu Sans Mono, monospace">topic: concurrency (confidence 0.97) · wants_code: yes (0.92)</text> | |
| 53 | + <text x="905" y="506" text-anchor="middle" font-size="10.5" fill="#78909C" font-style="italic">what the chat model reads under the question</text> | |
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| 57 | + <text x="730" y="197" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question + answers</text> | |
| 58 | + <text x="730" y="213" text-anchor="middle" font-size="10.5" fill="#78909C">[context added by a hook]</text> | |
| 59 | + <rect x="478.0" y="290.0" width="134.0" height="40" rx="5" fill="#FFFFFF"/> | |
| 60 | + <text x="545" y="307" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">mm -config … -p</text> | |
| 61 | + <text x="545" y="323" text-anchor="middle" font-size="10.5" fill="#78909C">← answers (JSON)</text> | |
| 62 | + <rect x="441.8" y="88.0" width="316.4" height="24" rx="5" fill="#FFFFFF"/> | |
| 63 | + <text x="600" y="104.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">answer, shaped by the decider's reading</text> | |
| 64 | + <text x="600" y="572" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">Same flow as demos/decision-chat; the hook is a Go program in its own module</text> | |
| 65 | + <text x="600" y="592" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">(hooks/ask-decider/go.mod), tested with go test, kept out of mini-me's go build ./...</text> | |
| 66 | +</svg> | |
| new file mode 100644 | |||
| @@ -0,0 +1,66 @@ | |||
| 1 | +<svg xmlns="http://www.w3.org/2000/svg" width="1200" height="640" viewBox="0 0 1200 640" font-family="DejaVu Sans, Verdana, sans-serif"> | ||
| 2 | + <defs> | ||
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| 9 | + <filter id="shadow" x="-30%" y="-30%" width="160%" height="160%"><feDropShadow dx="2" dy="3" stdDeviation="4" flood-color="#000000" flood-opacity="0.25"/></filter> | ||
| 10 | + <marker id="arrow" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="8" markerHeight="8" orient="auto-start-reverse"><path d="M0,0 L10,5 L0,10 z" fill="#37474F"/></marker> | ||
| 11 | + </defs> | ||
| 12 | + <rect x="0" y="0" width="1200" height="640" fill="url(#gBg)"/> | ||
| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-chat-golang — a Go assistant, a Go hook</text> | ||
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">a preGeneration hook written in Go asks the decision model, then hands its answers to the chat model</text> | ||
| 15 | + <path d="M230,200 L330,200" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | ||
| 16 | + <path d="M580,200 L880,200" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | ||
| 17 | + <path d="M455,260 L455,360" fill="none" stroke="#37474F" stroke-width="2.2" marker-start="url(#arrow)" marker-end="url(#arrow)"/> | ||
| 18 | + <path d="M580,430 L650,430" fill="none" stroke="#37474F" stroke-width="2.2" stroke-dasharray="6,4" marker-end="url(#arrow)"/> | ||
| 19 | + <path d="M1020,140 L1020,100 L135,100 L135,140" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | ||
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| 21 | + <text x="135.0" y="180.0" text-anchor="middle" font-size="22">🧑</text> | ||
| 22 | + <text x="135.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#0D47A1">User</text> | ||
| 23 | + <text x="135.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">asks about Go</text> | ||
| 24 | + <text x="135.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">terminal · -tui · editor</text> | ||
| 25 | + <g filter="url(#shadow)"><rect x="330" y="140" width="250" height="120" rx="16" fill="url(#gYellow)" stroke="#F9A825" stroke-width="2"/></g> | ||
| 26 | + <text x="455.0" y="180.0" text-anchor="middle" font-size="22">⚙️</text> | ||
| 27 | + <text x="455.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">preGeneration hook</text> | ||
| 28 | + <text x="455.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/ask-decider (Go)</text> | ||
| 29 | + <text x="455.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#E65100">go run . · decider failed → nothing</text> | ||
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| 32 | + <text x="1020.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | ||
| 33 | + <text x="1020.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B · no tools</text> | ||
| 34 | + <text x="1020.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#01579B">system: what to do with each answer</text> | ||
| 35 | + <g filter="url(#shadow)"><rect x="330" y="360" width="250" height="140" rx="16" fill="url(#gPurple)" stroke="#6A1B9A" stroke-width="3"/></g> | ||
| 36 | + <text x="455.0" y="401.5" text-anchor="middle" font-size="22">⚖️</text> | ||
| 37 | + <text x="455.0" y="424.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 38 | + <text x="455.0" y="442.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | ||
| 39 | + <text x="455.0" y="459.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 40 | + <text x="455.0" y="476.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | ||
| 41 | + <rect x="511.2" y="348" width="78.8" height="24" rx="12" fill="#6A1B9A"/> | ||
| 42 | + <text x="550.6" y="364" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | ||
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| 44 | + <text x="905.0" y="362" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">3 typed questions · agent.decider.yaml</text> | ||
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| 46 | + <text x="750.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">level · choice</text> | ||
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| 48 | + <text x="910.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">topic · choice</text> | ||
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| 50 | + <text x="1070.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">wants_code · noul</text> | ||
| 51 | + <text x="905" y="465" text-anchor="middle" font-size="12" fill="#37474F" font-family="DejaVu Sans Mono, monospace">level: intermediate (confidence 0.22)</text> | ||
| 52 | + <text x="905" y="484" text-anchor="middle" font-size="11" fill="#37474F" font-family="DejaVu Sans Mono, monospace">topic: concurrency (confidence 0.97) · wants_code: yes (0.92)</text> | ||
| 53 | + <text x="905" y="506" text-anchor="middle" font-size="10.5" fill="#78909C" font-style="italic">what the chat model reads under the question</text> | ||
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| 57 | + <text x="730" y="197" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question + answers</text> | ||
| 58 | + <text x="730" y="213" text-anchor="middle" font-size="10.5" fill="#78909C">[context added by a hook]</text> | ||
| 59 | + <rect x="478.0" y="290.0" width="134.0" height="40" rx="5" fill="#FFFFFF"/> | ||
| 60 | + <text x="545" y="307" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">mm -config … -p</text> | ||
| 61 | + <text x="545" y="323" text-anchor="middle" font-size="10.5" fill="#78909C">← answers (JSON)</text> | ||
| 62 | + <rect x="441.8" y="88.0" width="316.4" height="24" rx="5" fill="#FFFFFF"/> | ||
| 63 | + <text x="600" y="104.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">answer, shaped by the decider's reading</text> | ||
| 64 | + <text x="600" y="572" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">Same flow as demos/decision-chat; the hook is a Go program in its own module</text> | ||
| 65 | + <text x="600" y="592" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">(hooks/ask-decider/go.mod), tested with go test, kept out of mini-me's go build ./...</text> | ||
| 66 | +</svg> | ||
added
demos/decision-chat-golang/hooks/ask-decider/.gitignore +2 -0 | new file mode 100644 | ||
| @@ -0,0 +1,2 @@ | ||
| 1 | +# Built by `go build -o ask-decider .` (see the README); not committed. | |
| 2 | +/ask-decider | |
| new file mode 100644 | |||
| @@ -0,0 +1,2 @@ | |||
| 1 | +# Built by `go build -o ask-decider .` (see the README); not committed. | ||
| 2 | +/ask-decider | ||
added
demos/decision-chat-golang/hooks/ask-decider/dump.go +43 -0 | new file mode 100644 | ||
| @@ -0,0 +1,43 @@ | ||
| 1 | +package main | |
| 2 | + | |
| 3 | +import ( | |
| 4 | + "encoding/json" | |
| 5 | + "os" | |
| 6 | + "path/filepath" | |
| 7 | + "strings" | |
| 8 | + "time" | |
| 9 | +) | |
| 10 | + | |
| 11 | +// record is what one run of the hook keeps when DECIDER_DUMP is set: enough | |
| 12 | +// to see what the decider was asked, what it answered, and what the chat | |
| 13 | +// model was given. | |
| 14 | +type record struct { | |
| 15 | + Time time.Time `json:"time"` | |
| 16 | + Decider string `json:"decider"` | |
| 17 | + Prompt string `json:"prompt"` | |
| 18 | + Response json.RawMessage `json:"response,omitempty"` // the server's JSON, untouched | |
| 19 | + Context string `json:"context,omitempty"` // what the chat model reads under the question | |
| 20 | + Error string `json:"error,omitempty"` // why nothing was handed over | |
| 21 | +} | |
| 22 | + | |
| 23 | +// dump writes rec, indented, to a new file of folder named after its time and | |
| 24 | +// its decider — 20261024-081530.123-spell.json — creating folder if needed. | |
| 25 | +// | |
| 26 | +// dump(".mm/decider", record{Time: time.Now(), Decider: "spell.yaml", Prompt: "…"}) | |
| 27 | +func dump(folder string, rec record) error { | |
| 28 | + if err := os.MkdirAll(folder, 0o755); err != nil { | |
| 29 | + return err | |
| 30 | + } | |
| 31 | + data, err := json.MarshalIndent(rec, "", " ") | |
| 32 | + if err != nil { | |
| 33 | + return err | |
| 34 | + } | |
| 35 | + return os.WriteFile(filepath.Join(folder, dumpName(rec)), append(data, '\n'), 0o644) | |
| 36 | +} | |
| 37 | + | |
| 38 | +// dumpName is the file name of a record: its time to the millisecond, then | |
| 39 | +// the decider file's name without its folder and extension. | |
| 40 | +func dumpName(rec record) string { | |
| 41 | + decider := strings.TrimSuffix(filepath.Base(rec.Decider), filepath.Ext(rec.Decider)) | |
| 42 | + return rec.Time.Format("20060102-150405.000") + "-" + decider + ".json" | |
| 43 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,43 @@ | |||
| 1 | +package main | ||
| 2 | + | ||
| 3 | +import ( | ||
| 4 | + "encoding/json" | ||
| 5 | + "os" | ||
| 6 | + "path/filepath" | ||
| 7 | + "strings" | ||
| 8 | + "time" | ||
| 9 | +) | ||
| 10 | + | ||
| 11 | +// record is what one run of the hook keeps when DECIDER_DUMP is set: enough | ||
| 12 | +// to see what the decider was asked, what it answered, and what the chat | ||
| 13 | +// model was given. | ||
| 14 | +type record struct { | ||
| 15 | + Time time.Time `json:"time"` | ||
| 16 | + Decider string `json:"decider"` | ||
| 17 | + Prompt string `json:"prompt"` | ||
| 18 | + Response json.RawMessage `json:"response,omitempty"` // the server's JSON, untouched | ||
| 19 | + Context string `json:"context,omitempty"` // what the chat model reads under the question | ||
| 20 | + Error string `json:"error,omitempty"` // why nothing was handed over | ||
| 21 | +} | ||
| 22 | + | ||
| 23 | +// dump writes rec, indented, to a new file of folder named after its time and | ||
| 24 | +// its decider — 20261024-081530.123-spell.json — creating folder if needed. | ||
| 25 | +// | ||
| 26 | +// dump(".mm/decider", record{Time: time.Now(), Decider: "spell.yaml", Prompt: "…"}) | ||
| 27 | +func dump(folder string, rec record) error { | ||
| 28 | + if err := os.MkdirAll(folder, 0o755); err != nil { | ||
| 29 | + return err | ||
| 30 | + } | ||
| 31 | + data, err := json.MarshalIndent(rec, "", " ") | ||
| 32 | + if err != nil { | ||
| 33 | + return err | ||
| 34 | + } | ||
| 35 | + return os.WriteFile(filepath.Join(folder, dumpName(rec)), append(data, '\n'), 0o644) | ||
| 36 | +} | ||
| 37 | + | ||
| 38 | +// dumpName is the file name of a record: its time to the millisecond, then | ||
| 39 | +// the decider file's name without its folder and extension. | ||
| 40 | +func dumpName(rec record) string { | ||
| 41 | + decider := strings.TrimSuffix(filepath.Base(rec.Decider), filepath.Ext(rec.Decider)) | ||
| 42 | + return rec.Time.Format("20060102-150405.000") + "-" + decider + ".json" | ||
| 43 | +} | ||
added
demos/decision-chat-golang/hooks/ask-decider/dump_test.go +68 -0 | new file mode 100644 | ||
| @@ -0,0 +1,68 @@ | ||
| 1 | +package main | |
| 2 | + | |
| 3 | +import ( | |
| 4 | + "encoding/json" | |
| 5 | + "os" | |
| 6 | + "path/filepath" | |
| 7 | + "testing" | |
| 8 | + "time" | |
| 9 | +) | |
| 10 | + | |
| 11 | +func TestDumpNameIsTheTimeThenTheDecider(t *testing.T) { | |
| 12 | + at := time.Date(2026, 10, 24, 8, 15, 30, 123_000_000, time.UTC) | |
| 13 | + got := dumpName(record{Time: at, Decider: "../deciders/spell.yaml"}) | |
| 14 | + if got != "20261024-081530.123-spell.json" { | |
| 15 | + t.Fatalf("got %q", got) | |
| 16 | + } | |
| 17 | +} | |
| 18 | + | |
| 19 | +func TestDumpWritesTheResponseUntouchedInANewFolder(t *testing.T) { | |
| 20 | + folder := filepath.Join(t.TempDir(), "logs", "decider") | |
| 21 | + rec := record{ | |
| 22 | + Time: time.Date(2026, 10, 24, 8, 15, 30, 0, time.UTC), | |
| 23 | + Decider: "spell.yaml", | |
| 24 | + Prompt: "An ogre is raising its club.", | |
| 25 | + Response: json.RawMessage(`{"answers":{"spell":{"type":"choice","choice":"shield","confidence":0.85}}}`), | |
| 26 | + Context: "spell: shield (confidence 0.85)", | |
| 27 | + } | |
| 28 | + if err := dump(folder, rec); err != nil { | |
| 29 | + t.Fatal(err) | |
| 30 | + } | |
| 31 | + data, err := os.ReadFile(filepath.Join(folder, "20261024-081530.000-spell.json")) | |
| 32 | + if err != nil { | |
| 33 | + t.Fatal(err) | |
| 34 | + } | |
| 35 | + var back struct { | |
| 36 | + Prompt string `json:"prompt"` | |
| 37 | + Response struct { | |
| 38 | + Answers map[string]answer `json:"answers"` | |
| 39 | + } `json:"response"` | |
| 40 | + Context string `json:"context"` | |
| 41 | + Error string `json:"error"` | |
| 42 | + } | |
| 43 | + if err := json.Unmarshal(data, &back); err != nil { | |
| 44 | + t.Fatalf("not JSON: %v\n%s", err, data) | |
| 45 | + } | |
| 46 | + if back.Prompt != rec.Prompt || back.Context != rec.Context || back.Error != "" { | |
| 47 | + t.Fatalf("fields lost: %+v", back) | |
| 48 | + } | |
| 49 | + if back.Response.Answers["spell"].Choice != "shield" { | |
| 50 | + t.Fatalf("response not kept: %s", data) | |
| 51 | + } | |
| 52 | +} | |
| 53 | + | |
| 54 | +func TestDumpKeepsTheErrorWhenTheDeciderFailed(t *testing.T) { | |
| 55 | + folder := t.TempDir() | |
| 56 | + rec := record{Time: time.Unix(0, 0), Decider: "missing.yaml", Prompt: "q", Error: "exit status 1: config error"} | |
| 57 | + if err := dump(folder, rec); err != nil { | |
| 58 | + t.Fatal(err) | |
| 59 | + } | |
| 60 | + data, _ := os.ReadFile(filepath.Join(folder, dumpName(rec))) | |
| 61 | + var back map[string]any | |
| 62 | + if err := json.Unmarshal(data, &back); err != nil { | |
| 63 | + t.Fatal(err) | |
| 64 | + } | |
| 65 | + if back["error"] != rec.Error || back["response"] != nil { | |
| 66 | + t.Fatalf("got %s", data) | |
| 67 | + } | |
| 68 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,68 @@ | |||
| 1 | +package main | ||
| 2 | + | ||
| 3 | +import ( | ||
| 4 | + "encoding/json" | ||
| 5 | + "os" | ||
| 6 | + "path/filepath" | ||
| 7 | + "testing" | ||
| 8 | + "time" | ||
| 9 | +) | ||
| 10 | + | ||
| 11 | +func TestDumpNameIsTheTimeThenTheDecider(t *testing.T) { | ||
| 12 | + at := time.Date(2026, 10, 24, 8, 15, 30, 123_000_000, time.UTC) | ||
| 13 | + got := dumpName(record{Time: at, Decider: "../deciders/spell.yaml"}) | ||
| 14 | + if got != "20261024-081530.123-spell.json" { | ||
| 15 | + t.Fatalf("got %q", got) | ||
| 16 | + } | ||
| 17 | +} | ||
| 18 | + | ||
| 19 | +func TestDumpWritesTheResponseUntouchedInANewFolder(t *testing.T) { | ||
| 20 | + folder := filepath.Join(t.TempDir(), "logs", "decider") | ||
| 21 | + rec := record{ | ||
| 22 | + Time: time.Date(2026, 10, 24, 8, 15, 30, 0, time.UTC), | ||
| 23 | + Decider: "spell.yaml", | ||
| 24 | + Prompt: "An ogre is raising its club.", | ||
| 25 | + Response: json.RawMessage(`{"answers":{"spell":{"type":"choice","choice":"shield","confidence":0.85}}}`), | ||
| 26 | + Context: "spell: shield (confidence 0.85)", | ||
| 27 | + } | ||
| 28 | + if err := dump(folder, rec); err != nil { | ||
| 29 | + t.Fatal(err) | ||
| 30 | + } | ||
| 31 | + data, err := os.ReadFile(filepath.Join(folder, "20261024-081530.000-spell.json")) | ||
| 32 | + if err != nil { | ||
| 33 | + t.Fatal(err) | ||
| 34 | + } | ||
| 35 | + var back struct { | ||
| 36 | + Prompt string `json:"prompt"` | ||
| 37 | + Response struct { | ||
| 38 | + Answers map[string]answer `json:"answers"` | ||
| 39 | + } `json:"response"` | ||
| 40 | + Context string `json:"context"` | ||
| 41 | + Error string `json:"error"` | ||
| 42 | + } | ||
| 43 | + if err := json.Unmarshal(data, &back); err != nil { | ||
| 44 | + t.Fatalf("not JSON: %v\n%s", err, data) | ||
| 45 | + } | ||
| 46 | + if back.Prompt != rec.Prompt || back.Context != rec.Context || back.Error != "" { | ||
| 47 | + t.Fatalf("fields lost: %+v", back) | ||
| 48 | + } | ||
| 49 | + if back.Response.Answers["spell"].Choice != "shield" { | ||
| 50 | + t.Fatalf("response not kept: %s", data) | ||
| 51 | + } | ||
| 52 | +} | ||
| 53 | + | ||
| 54 | +func TestDumpKeepsTheErrorWhenTheDeciderFailed(t *testing.T) { | ||
| 55 | + folder := t.TempDir() | ||
| 56 | + rec := record{Time: time.Unix(0, 0), Decider: "missing.yaml", Prompt: "q", Error: "exit status 1: config error"} | ||
| 57 | + if err := dump(folder, rec); err != nil { | ||
| 58 | + t.Fatal(err) | ||
| 59 | + } | ||
| 60 | + data, _ := os.ReadFile(filepath.Join(folder, dumpName(rec))) | ||
| 61 | + var back map[string]any | ||
| 62 | + if err := json.Unmarshal(data, &back); err != nil { | ||
| 63 | + t.Fatal(err) | ||
| 64 | + } | ||
| 65 | + if back["error"] != rec.Error || back["response"] != nil { | ||
| 66 | + t.Fatalf("got %s", data) | ||
| 67 | + } | ||
| 68 | +} | ||
added
demos/decision-chat-golang/hooks/ask-decider/go.mod +5 -0 | new file mode 100644 | ||
| @@ -0,0 +1,5 @@ | ||
| 1 | +// The demo's preGeneration hook. Its own module, so that `go build ./...` in | |
| 2 | +// mini-me does not build it. | |
| 3 | +module askdecider | |
| 4 | + | |
| 5 | +go 1.24 | |
| new file mode 100644 | |||
| @@ -0,0 +1,5 @@ | |||
| 1 | +// The demo's preGeneration hook. Its own module, so that `go build ./...` in | ||
| 2 | +// mini-me does not build it. | ||
| 3 | +module askdecider | ||
| 4 | + | ||
| 5 | +go 1.24 | ||
added
demos/decision-chat-golang/hooks/ask-decider/main.go +194 -0 | new file mode 100644 | ||
| @@ -0,0 +1,194 @@ | ||
| 1 | +// Command ask-decider is the preGeneration hook of demos/decision-chat-golang. | |
| 2 | +// | |
| 3 | +// It reads the hook input on stdin, sends the user's question to the decider | |
| 4 | +// (run as `mm -config <decider> -p "<question>"`), and writes a reply whose | |
| 5 | +// context holds one line per answer: | |
| 6 | +// | |
| 7 | +// level: beginner (confidence 0.91) | |
| 8 | +// topic: concurrency (confidence 0.88) | |
| 9 | +// wants_code: yes (0.97) | |
| 10 | +// | |
| 11 | +// The lines are built from whatever questions the decider declares, in their | |
| 12 | +// order, so changing the decider's questions needs no change here. Set | |
| 13 | +// DECIDER_RAW=1 to hand over the server's JSON answers instead of the lines. | |
| 14 | +// | |
| 15 | +// The decider file is the first argument, relative to the folder of the agent | |
| 16 | +// file that declares the hook (MM_CONFIG_DIR); without one, agent.decider.yaml: | |
| 17 | +// | |
| 18 | +// command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && go run . spell.yaml | |
| 19 | +// | |
| 20 | +// Set DECIDER_DUMP to a folder (relative to MM_CONFIG_DIR) to keep, for each | |
| 21 | +// question, a timestamped JSON file with the question, the decider's whole | |
| 22 | +// response, the context handed over, or the error — see dump.go: | |
| 23 | +// | |
| 24 | +// command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml | |
| 25 | +// | |
| 26 | +// MM_BIN is the running mm (set by mm for its hooks); MM_CONFIG_DIR is the | |
| 27 | +// folder of agent.yaml. A decider that fails adds nothing: the program writes | |
| 28 | +// nothing and the chat model reads the question alone. | |
| 29 | +package main | |
| 30 | + | |
| 31 | +import ( | |
| 32 | + "bytes" | |
| 33 | + "encoding/json" | |
| 34 | + "fmt" | |
| 35 | + "os" | |
| 36 | + "os/exec" | |
| 37 | + "path/filepath" | |
| 38 | + "strconv" | |
| 39 | + "strings" | |
| 40 | + "time" | |
| 41 | +) | |
| 42 | + | |
| 43 | +// hookInput is the part of the preGeneration input this hook reads. | |
| 44 | +type hookInput struct { | |
| 45 | + Prompt string `json:"prompt"` | |
| 46 | +} | |
| 47 | + | |
| 48 | +// answer is one answer of /v1/systemone; which fields are set depends on Type. | |
| 49 | +type answer struct { | |
| 50 | + Type string `json:"type"` | |
| 51 | + Choice string `json:"choice"` | |
| 52 | + Confidence float64 `json:"confidence"` | |
| 53 | + Noul float64 `json:"noul"` | |
| 54 | + Score float64 `json:"score"` | |
| 55 | + Legend map[string]string `json:"legend"` | |
| 56 | +} | |
| 57 | + | |
| 58 | +// named keeps an answer with its question's name, in the decider's order. | |
| 59 | +type named struct { | |
| 60 | + Name string | |
| 61 | + Answer answer | |
| 62 | +} | |
| 63 | + | |
| 64 | +func main() { | |
| 65 | + var input hookInput | |
| 66 | + if err := json.NewDecoder(os.Stdin).Decode(&input); err != nil { | |
| 67 | + return | |
| 68 | + } | |
| 69 | + rec := record{Time: time.Now(), Decider: deciderFile(os.Args[1:]), Prompt: input.Prompt} | |
| 70 | + if folder := os.Getenv("DECIDER_DUMP"); folder != "" { | |
| 71 | + defer func() { | |
| 72 | + if err := dump(inConfigDir(folder), rec); err != nil { | |
| 73 | + fmt.Fprintln(os.Stderr, "ask-decider: dump:", err) | |
| 74 | + } | |
| 75 | + }() | |
| 76 | + } | |
| 77 | + payload, err := askDecider(rec.Decider, input.Prompt) | |
| 78 | + if err != nil { | |
| 79 | + rec.Error = err.Error() | |
| 80 | + return // empty stdout = continue, the question unchanged | |
| 81 | + } | |
| 82 | + rec.Response = payload | |
| 83 | + context, err := contextFor(payload, os.Getenv("DECIDER_RAW") != "") | |
| 84 | + if err != nil { | |
| 85 | + rec.Error = err.Error() | |
| 86 | + return | |
| 87 | + } | |
| 88 | + rec.Context = context | |
| 89 | + reply, _ := json.Marshal(map[string]string{"context": context}) | |
| 90 | + fmt.Println(string(reply)) | |
| 91 | +} | |
| 92 | + | |
| 93 | +// inConfigDir resolves a path relative to MM_CONFIG_DIR, the folder of the | |
| 94 | +// agent file that declares the hook (../.. from here when it is not set). | |
| 95 | +func inConfigDir(path string) string { | |
| 96 | + if filepath.IsAbs(path) { | |
| 97 | + return path | |
| 98 | + } | |
| 99 | + dir := os.Getenv("MM_CONFIG_DIR") | |
| 100 | + if dir == "" { | |
| 101 | + dir = "../.." | |
| 102 | + } | |
| 103 | + return filepath.Join(dir, path) | |
| 104 | +} | |
| 105 | + | |
| 106 | +// deciderFile returns the decider's agent file named by the arguments, or | |
| 107 | +// agent.decider.yaml when there is none. | |
| 108 | +func deciderFile(args []string) string { | |
| 109 | + if len(args) > 0 && args[0] != "" { | |
| 110 | + return args[0] | |
| 111 | + } | |
| 112 | + return "agent.decider.yaml" | |
| 113 | +} | |
| 114 | + | |
| 115 | +// askDecider runs the decider file (relative to MM_CONFIG_DIR unless it is | |
| 116 | +// absolute) on the question and returns its stdout, the server's JSON. | |
| 117 | +func askDecider(file, question string) ([]byte, error) { | |
| 118 | + mm := os.Getenv("MM_BIN") | |
| 119 | + if mm == "" { | |
| 120 | + mm = "mm" | |
| 121 | + } | |
| 122 | + var stderr bytes.Buffer | |
| 123 | + cmd := exec.Command(mm, "-config", inConfigDir(file), "-p", question) | |
| 124 | + cmd.Stderr = &stderr | |
| 125 | + out, err := cmd.Output() | |
| 126 | + if err != nil { | |
| 127 | + return nil, fmt.Errorf("%w: %s", err, strings.TrimSpace(stderr.String())) | |
| 128 | + } | |
| 129 | + return out, nil | |
| 130 | +} | |
| 131 | + | |
| 132 | +// contextFor turns the decider's JSON into the text the chat model reads: | |
| 133 | +// one line per answer, or the raw answers object when raw is true. | |
| 134 | +func contextFor(payload []byte, raw bool) (string, error) { | |
| 135 | + var envelope struct { | |
| 136 | + Answers json.RawMessage `json:"answers"` | |
| 137 | + } | |
| 138 | + if err := json.Unmarshal(payload, &envelope); err != nil { | |
| 139 | + return "", err | |
| 140 | + } | |
| 141 | + if raw { | |
| 142 | + return string(envelope.Answers), nil | |
| 143 | + } | |
| 144 | + answers, err := inOrder(envelope.Answers) | |
| 145 | + if err != nil { | |
| 146 | + return "", err | |
| 147 | + } | |
| 148 | + lines := make([]string, len(answers)) | |
| 149 | + for i, a := range answers { | |
| 150 | + lines[i] = line(a.Name, a.Answer) | |
| 151 | + } | |
| 152 | + return strings.Join(lines, "\n"), nil | |
| 153 | +} | |
| 154 | + | |
| 155 | +// inOrder decodes the answers object keeping the order of its keys, which is | |
| 156 | +// the order of the decider's questions (a Go map would lose it). | |
| 157 | +func inOrder(object json.RawMessage) ([]named, error) { | |
| 158 | + decoder := json.NewDecoder(bytes.NewReader(object)) | |
| 159 | + if _, err := decoder.Token(); err != nil { // { | |
| 160 | + return nil, err | |
| 161 | + } | |
| 162 | + var out []named | |
| 163 | + for decoder.More() { | |
| 164 | + key, err := decoder.Token() | |
| 165 | + if err != nil { | |
| 166 | + return nil, err | |
| 167 | + } | |
| 168 | + var a answer | |
| 169 | + if err := decoder.Decode(&a); err != nil { | |
| 170 | + return nil, err | |
| 171 | + } | |
| 172 | + out = append(out, named{Name: fmt.Sprint(key), Answer: a}) | |
| 173 | + } | |
| 174 | + return out, nil | |
| 175 | +} | |
| 176 | + | |
| 177 | +// line writes one answer the way the chat model's system prompt reads it. | |
| 178 | +func line(name string, a answer) string { | |
| 179 | + switch a.Type { | |
| 180 | + case "choice": | |
| 181 | + return fmt.Sprintf("%s: %s (confidence %.2f)", name, a.Choice, a.Confidence) | |
| 182 | + case "noul": | |
| 183 | + verdict := "no" | |
| 184 | + if a.Noul >= 0.5 { | |
| 185 | + verdict = "yes" | |
| 186 | + } | |
| 187 | + return fmt.Sprintf("%s: %s (%.2f)", name, verdict, a.Noul) | |
| 188 | + case "score": | |
| 189 | + level := a.Legend[strconv.Itoa(int(a.Score+0.5))] | |
| 190 | + return fmt.Sprintf("%s: %s (score %.2f)", name, level, a.Score) | |
| 191 | + default: | |
| 192 | + return fmt.Sprintf("%s: (unknown answer type %q)", name, a.Type) | |
| 193 | + } | |
| 194 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,194 @@ | |||
| 1 | +// Command ask-decider is the preGeneration hook of demos/decision-chat-golang. | ||
| 2 | +// | ||
| 3 | +// It reads the hook input on stdin, sends the user's question to the decider | ||
| 4 | +// (run as `mm -config <decider> -p "<question>"`), and writes a reply whose | ||
| 5 | +// context holds one line per answer: | ||
| 6 | +// | ||
| 7 | +// level: beginner (confidence 0.91) | ||
| 8 | +// topic: concurrency (confidence 0.88) | ||
| 9 | +// wants_code: yes (0.97) | ||
| 10 | +// | ||
| 11 | +// The lines are built from whatever questions the decider declares, in their | ||
| 12 | +// order, so changing the decider's questions needs no change here. Set | ||
| 13 | +// DECIDER_RAW=1 to hand over the server's JSON answers instead of the lines. | ||
| 14 | +// | ||
| 15 | +// The decider file is the first argument, relative to the folder of the agent | ||
| 16 | +// file that declares the hook (MM_CONFIG_DIR); without one, agent.decider.yaml: | ||
| 17 | +// | ||
| 18 | +// command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && go run . spell.yaml | ||
| 19 | +// | ||
| 20 | +// Set DECIDER_DUMP to a folder (relative to MM_CONFIG_DIR) to keep, for each | ||
| 21 | +// question, a timestamped JSON file with the question, the decider's whole | ||
| 22 | +// response, the context handed over, or the error — see dump.go: | ||
| 23 | +// | ||
| 24 | +// command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml | ||
| 25 | +// | ||
| 26 | +// MM_BIN is the running mm (set by mm for its hooks); MM_CONFIG_DIR is the | ||
| 27 | +// folder of agent.yaml. A decider that fails adds nothing: the program writes | ||
| 28 | +// nothing and the chat model reads the question alone. | ||
| 29 | +package main | ||
| 30 | + | ||
| 31 | +import ( | ||
| 32 | + "bytes" | ||
| 33 | + "encoding/json" | ||
| 34 | + "fmt" | ||
| 35 | + "os" | ||
| 36 | + "os/exec" | ||
| 37 | + "path/filepath" | ||
| 38 | + "strconv" | ||
| 39 | + "strings" | ||
| 40 | + "time" | ||
| 41 | +) | ||
| 42 | + | ||
| 43 | +// hookInput is the part of the preGeneration input this hook reads. | ||
| 44 | +type hookInput struct { | ||
| 45 | + Prompt string `json:"prompt"` | ||
| 46 | +} | ||
| 47 | + | ||
| 48 | +// answer is one answer of /v1/systemone; which fields are set depends on Type. | ||
| 49 | +type answer struct { | ||
| 50 | + Type string `json:"type"` | ||
| 51 | + Choice string `json:"choice"` | ||
| 52 | + Confidence float64 `json:"confidence"` | ||
| 53 | + Noul float64 `json:"noul"` | ||
| 54 | + Score float64 `json:"score"` | ||
| 55 | + Legend map[string]string `json:"legend"` | ||
| 56 | +} | ||
| 57 | + | ||
| 58 | +// named keeps an answer with its question's name, in the decider's order. | ||
| 59 | +type named struct { | ||
| 60 | + Name string | ||
| 61 | + Answer answer | ||
| 62 | +} | ||
| 63 | + | ||
| 64 | +func main() { | ||
| 65 | + var input hookInput | ||
| 66 | + if err := json.NewDecoder(os.Stdin).Decode(&input); err != nil { | ||
| 67 | + return | ||
| 68 | + } | ||
| 69 | + rec := record{Time: time.Now(), Decider: deciderFile(os.Args[1:]), Prompt: input.Prompt} | ||
| 70 | + if folder := os.Getenv("DECIDER_DUMP"); folder != "" { | ||
| 71 | + defer func() { | ||
| 72 | + if err := dump(inConfigDir(folder), rec); err != nil { | ||
| 73 | + fmt.Fprintln(os.Stderr, "ask-decider: dump:", err) | ||
| 74 | + } | ||
| 75 | + }() | ||
| 76 | + } | ||
| 77 | + payload, err := askDecider(rec.Decider, input.Prompt) | ||
| 78 | + if err != nil { | ||
| 79 | + rec.Error = err.Error() | ||
| 80 | + return // empty stdout = continue, the question unchanged | ||
| 81 | + } | ||
| 82 | + rec.Response = payload | ||
| 83 | + context, err := contextFor(payload, os.Getenv("DECIDER_RAW") != "") | ||
| 84 | + if err != nil { | ||
| 85 | + rec.Error = err.Error() | ||
| 86 | + return | ||
| 87 | + } | ||
| 88 | + rec.Context = context | ||
| 89 | + reply, _ := json.Marshal(map[string]string{"context": context}) | ||
| 90 | + fmt.Println(string(reply)) | ||
| 91 | +} | ||
| 92 | + | ||
| 93 | +// inConfigDir resolves a path relative to MM_CONFIG_DIR, the folder of the | ||
| 94 | +// agent file that declares the hook (../.. from here when it is not set). | ||
| 95 | +func inConfigDir(path string) string { | ||
| 96 | + if filepath.IsAbs(path) { | ||
| 97 | + return path | ||
| 98 | + } | ||
| 99 | + dir := os.Getenv("MM_CONFIG_DIR") | ||
| 100 | + if dir == "" { | ||
| 101 | + dir = "../.." | ||
| 102 | + } | ||
| 103 | + return filepath.Join(dir, path) | ||
| 104 | +} | ||
| 105 | + | ||
| 106 | +// deciderFile returns the decider's agent file named by the arguments, or | ||
| 107 | +// agent.decider.yaml when there is none. | ||
| 108 | +func deciderFile(args []string) string { | ||
| 109 | + if len(args) > 0 && args[0] != "" { | ||
| 110 | + return args[0] | ||
| 111 | + } | ||
| 112 | + return "agent.decider.yaml" | ||
| 113 | +} | ||
| 114 | + | ||
| 115 | +// askDecider runs the decider file (relative to MM_CONFIG_DIR unless it is | ||
| 116 | +// absolute) on the question and returns its stdout, the server's JSON. | ||
| 117 | +func askDecider(file, question string) ([]byte, error) { | ||
| 118 | + mm := os.Getenv("MM_BIN") | ||
| 119 | + if mm == "" { | ||
| 120 | + mm = "mm" | ||
| 121 | + } | ||
| 122 | + var stderr bytes.Buffer | ||
| 123 | + cmd := exec.Command(mm, "-config", inConfigDir(file), "-p", question) | ||
| 124 | + cmd.Stderr = &stderr | ||
| 125 | + out, err := cmd.Output() | ||
| 126 | + if err != nil { | ||
| 127 | + return nil, fmt.Errorf("%w: %s", err, strings.TrimSpace(stderr.String())) | ||
| 128 | + } | ||
| 129 | + return out, nil | ||
| 130 | +} | ||
| 131 | + | ||
| 132 | +// contextFor turns the decider's JSON into the text the chat model reads: | ||
| 133 | +// one line per answer, or the raw answers object when raw is true. | ||
| 134 | +func contextFor(payload []byte, raw bool) (string, error) { | ||
| 135 | + var envelope struct { | ||
| 136 | + Answers json.RawMessage `json:"answers"` | ||
| 137 | + } | ||
| 138 | + if err := json.Unmarshal(payload, &envelope); err != nil { | ||
| 139 | + return "", err | ||
| 140 | + } | ||
| 141 | + if raw { | ||
| 142 | + return string(envelope.Answers), nil | ||
| 143 | + } | ||
| 144 | + answers, err := inOrder(envelope.Answers) | ||
| 145 | + if err != nil { | ||
| 146 | + return "", err | ||
| 147 | + } | ||
| 148 | + lines := make([]string, len(answers)) | ||
| 149 | + for i, a := range answers { | ||
| 150 | + lines[i] = line(a.Name, a.Answer) | ||
| 151 | + } | ||
| 152 | + return strings.Join(lines, "\n"), nil | ||
| 153 | +} | ||
| 154 | + | ||
| 155 | +// inOrder decodes the answers object keeping the order of its keys, which is | ||
| 156 | +// the order of the decider's questions (a Go map would lose it). | ||
| 157 | +func inOrder(object json.RawMessage) ([]named, error) { | ||
| 158 | + decoder := json.NewDecoder(bytes.NewReader(object)) | ||
| 159 | + if _, err := decoder.Token(); err != nil { // { | ||
| 160 | + return nil, err | ||
| 161 | + } | ||
| 162 | + var out []named | ||
| 163 | + for decoder.More() { | ||
| 164 | + key, err := decoder.Token() | ||
| 165 | + if err != nil { | ||
| 166 | + return nil, err | ||
| 167 | + } | ||
| 168 | + var a answer | ||
| 169 | + if err := decoder.Decode(&a); err != nil { | ||
| 170 | + return nil, err | ||
| 171 | + } | ||
| 172 | + out = append(out, named{Name: fmt.Sprint(key), Answer: a}) | ||
| 173 | + } | ||
| 174 | + return out, nil | ||
| 175 | +} | ||
| 176 | + | ||
| 177 | +// line writes one answer the way the chat model's system prompt reads it. | ||
| 178 | +func line(name string, a answer) string { | ||
| 179 | + switch a.Type { | ||
| 180 | + case "choice": | ||
| 181 | + return fmt.Sprintf("%s: %s (confidence %.2f)", name, a.Choice, a.Confidence) | ||
| 182 | + case "noul": | ||
| 183 | + verdict := "no" | ||
| 184 | + if a.Noul >= 0.5 { | ||
| 185 | + verdict = "yes" | ||
| 186 | + } | ||
| 187 | + return fmt.Sprintf("%s: %s (%.2f)", name, verdict, a.Noul) | ||
| 188 | + case "score": | ||
| 189 | + level := a.Legend[strconv.Itoa(int(a.Score+0.5))] | ||
| 190 | + return fmt.Sprintf("%s: %s (score %.2f)", name, level, a.Score) | ||
| 191 | + default: | ||
| 192 | + return fmt.Sprintf("%s: (unknown answer type %q)", name, a.Type) | ||
| 193 | + } | ||
| 194 | +} | ||
added
demos/decision-chat-golang/hooks/ask-decider/main_test.go +61 -0 | new file mode 100644 | ||
| @@ -0,0 +1,61 @@ | ||
| 1 | +package main | |
| 2 | + | |
| 3 | +import "testing" | |
| 4 | + | |
| 5 | +// A payload as /v1/systemone returns it, keys deliberately not in | |
| 6 | +// alphabetical order: the lines must follow the decider's order. | |
| 7 | +const payload = `{"model":"d1","answers":{ | |
| 8 | + "topic":{"type":"choice","choice":"concurrency","probabilities":{"basics":0.05,"concurrency":0.95},"confidence":0.91}, | |
| 9 | + "wants_code":{"type":"noul","noul":0.97}, | |
| 10 | + "level":{"type":"score","score":1.6,"legend":{"0":"low","1":"medium","2":"high"},"probabilities":{"0":0.1,"1":0.2,"2":0.7},"confidence":0.6}, | |
| 11 | + "calm":{"type":"noul","noul":0.12}},"usage":{"input_tokens":10,"output_tokens":0}}` | |
| 12 | + | |
| 13 | +func TestContextForWritesOneLinePerAnswerInTheDecidersOrder(t *testing.T) { | |
| 14 | + got, err := contextFor([]byte(payload), false) | |
| 15 | + if err != nil { | |
| 16 | + t.Fatal(err) | |
| 17 | + } | |
| 18 | + want := "topic: concurrency (confidence 0.91)\n" + | |
| 19 | + "wants_code: yes (0.97)\n" + | |
| 20 | + "level: high (score 1.60)\n" + | |
| 21 | + "calm: no (0.12)" | |
| 22 | + if got != want { | |
| 23 | + t.Fatalf("got\n%s\nwant\n%s", got, want) | |
| 24 | + } | |
| 25 | +} | |
| 26 | + | |
| 27 | +func TestContextForRawHandsOverTheAnswersObject(t *testing.T) { | |
| 28 | + got, err := contextFor([]byte(`{"answers":{"x":{"type":"noul","noul":0.5}}}`), true) | |
| 29 | + if err != nil { | |
| 30 | + t.Fatal(err) | |
| 31 | + } | |
| 32 | + if got != `{"x":{"type":"noul","noul":0.5}}` { | |
| 33 | + t.Fatalf("got %s", got) | |
| 34 | + } | |
| 35 | +} | |
| 36 | + | |
| 37 | +func TestContextForRejectsWhatIsNotJSON(t *testing.T) { | |
| 38 | + if _, err := contextFor([]byte("decision: server unreachable"), false); err == nil { | |
| 39 | + t.Fatal("want an error") | |
| 40 | + } | |
| 41 | +} | |
| 42 | + | |
| 43 | +func TestLineRoundsTheScoreToTheNearestLevel(t *testing.T) { | |
| 44 | + legend := map[string]string{"0": "low", "1": "medium", "2": "high"} | |
| 45 | + cases := map[float64]string{0.2: "low", 1.49: "medium", 1.5: "high"} | |
| 46 | + for score, level := range cases { | |
| 47 | + got := line("s", answer{Type: "score", Score: score, Legend: legend}) | |
| 48 | + if want := "s: " + level; got[:len(want)] != want { | |
| 49 | + t.Errorf("score %.2f: got %q, want the level %q", score, got, level) | |
| 50 | + } | |
| 51 | + } | |
| 52 | +} | |
| 53 | + | |
| 54 | +func TestDeciderFileDefaultsToAgentDeciderYaml(t *testing.T) { | |
| 55 | + if got := deciderFile(nil); got != "agent.decider.yaml" { | |
| 56 | + t.Fatalf("no argument: got %q", got) | |
| 57 | + } | |
| 58 | + if got := deciderFile([]string{"spell.yaml"}); got != "spell.yaml" { | |
| 59 | + t.Fatalf("one argument: got %q", got) | |
| 60 | + } | |
| 61 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,61 @@ | |||
| 1 | +package main | ||
| 2 | + | ||
| 3 | +import "testing" | ||
| 4 | + | ||
| 5 | +// A payload as /v1/systemone returns it, keys deliberately not in | ||
| 6 | +// alphabetical order: the lines must follow the decider's order. | ||
| 7 | +const payload = `{"model":"d1","answers":{ | ||
| 8 | + "topic":{"type":"choice","choice":"concurrency","probabilities":{"basics":0.05,"concurrency":0.95},"confidence":0.91}, | ||
| 9 | + "wants_code":{"type":"noul","noul":0.97}, | ||
| 10 | + "level":{"type":"score","score":1.6,"legend":{"0":"low","1":"medium","2":"high"},"probabilities":{"0":0.1,"1":0.2,"2":0.7},"confidence":0.6}, | ||
| 11 | + "calm":{"type":"noul","noul":0.12}},"usage":{"input_tokens":10,"output_tokens":0}}` | ||
| 12 | + | ||
| 13 | +func TestContextForWritesOneLinePerAnswerInTheDecidersOrder(t *testing.T) { | ||
| 14 | + got, err := contextFor([]byte(payload), false) | ||
| 15 | + if err != nil { | ||
| 16 | + t.Fatal(err) | ||
| 17 | + } | ||
| 18 | + want := "topic: concurrency (confidence 0.91)\n" + | ||
| 19 | + "wants_code: yes (0.97)\n" + | ||
| 20 | + "level: high (score 1.60)\n" + | ||
| 21 | + "calm: no (0.12)" | ||
| 22 | + if got != want { | ||
| 23 | + t.Fatalf("got\n%s\nwant\n%s", got, want) | ||
| 24 | + } | ||
| 25 | +} | ||
| 26 | + | ||
| 27 | +func TestContextForRawHandsOverTheAnswersObject(t *testing.T) { | ||
| 28 | + got, err := contextFor([]byte(`{"answers":{"x":{"type":"noul","noul":0.5}}}`), true) | ||
| 29 | + if err != nil { | ||
| 30 | + t.Fatal(err) | ||
| 31 | + } | ||
| 32 | + if got != `{"x":{"type":"noul","noul":0.5}}` { | ||
| 33 | + t.Fatalf("got %s", got) | ||
| 34 | + } | ||
| 35 | +} | ||
| 36 | + | ||
| 37 | +func TestContextForRejectsWhatIsNotJSON(t *testing.T) { | ||
| 38 | + if _, err := contextFor([]byte("decision: server unreachable"), false); err == nil { | ||
| 39 | + t.Fatal("want an error") | ||
| 40 | + } | ||
| 41 | +} | ||
| 42 | + | ||
| 43 | +func TestLineRoundsTheScoreToTheNearestLevel(t *testing.T) { | ||
| 44 | + legend := map[string]string{"0": "low", "1": "medium", "2": "high"} | ||
| 45 | + cases := map[float64]string{0.2: "low", 1.49: "medium", 1.5: "high"} | ||
| 46 | + for score, level := range cases { | ||
| 47 | + got := line("s", answer{Type: "score", Score: score, Legend: legend}) | ||
| 48 | + if want := "s: " + level; got[:len(want)] != want { | ||
| 49 | + t.Errorf("score %.2f: got %q, want the level %q", score, got, level) | ||
| 50 | + } | ||
| 51 | + } | ||
| 52 | +} | ||
| 53 | + | ||
| 54 | +func TestDeciderFileDefaultsToAgentDeciderYaml(t *testing.T) { | ||
| 55 | + if got := deciderFile(nil); got != "agent.decider.yaml" { | ||
| 56 | + t.Fatalf("no argument: got %q", got) | ||
| 57 | + } | ||
| 58 | + if got := deciderFile([]string{"spell.yaml"}); got != "spell.yaml" { | ||
| 59 | + t.Fatalf("one argument: got %q", got) | ||
| 60 | + } | ||
| 61 | +} | ||
added
demos/decision-chat/README.en.md +85 -0 | new file mode 100644 | ||
| @@ -0,0 +1,85 @@ | ||
| 1 | +# Demo: a chat agent helped by a decider | |
| 2 | + | |
| 3 | +*[Version française](README.fr.md)* | |
| 4 | + | |
| 5 | +A chat agent (Qwen3.5-4B on llmman, a git helper with no tools) and a decider (LiquidAI d1-3B, `agent.decider.yaml`). Before each question reaches the chat model, a `preGeneration` hook, `hooks/ask-decider.js`, sends it to the decider and adds its answers under the question. The chat model's system prompt says what to do with them: here, adapt the answer to the person asking. | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | +Editable source: `decision-chat-flow.drawio` (draw.io); `decision-chat-flow.svg` is the same picture. | |
| 10 | + | |
| 11 | +| Question (`agent.decider.yaml`) | Type | What the system prompt (`agent.yaml`) does with it | | |
| 12 | +|---------------------------------|------|-----------------------------------------------------| | |
| 13 | +| `level` | choice: `beginner`, `intermediate`, `expert` | beginner: explain every command in plain words; intermediate: one sentence per command; expert: the command, one line at most | | |
| 14 | +| `hurry` | noul | yes: three lines at most, the command first | | |
| 15 | +| `upset` | noul | yes: one calm sentence first, then help | | |
| 16 | + | |
| 17 | +What the chat model reads under the question: | |
| 18 | + | |
| 19 | +``` | |
| 20 | +[context added by a hook] | |
| 21 | +level: beginner (confidence 0.94) | |
| 22 | +hurry: no (0.03) | |
| 23 | +upset: no (0.03) | |
| 24 | +``` | |
| 25 | + | |
| 26 | +## Run it | |
| 27 | + | |
| 28 | +Pull the models into llmman once: | |
| 29 | + | |
| 30 | +```bash | |
| 31 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 32 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | |
| 33 | +``` | |
| 34 | + | |
| 35 | +Then, from this directory: | |
| 36 | + | |
| 37 | +```bash | |
| 38 | +mm tui agent.yaml # or mm agent.yaml | |
| 39 | +mm -config agent.yaml -p "quick: undo my last commit but keep the changes" | |
| 40 | +mm -config agent.decider.yaml -p "quick: undo my last commit…" # the decider alone, its JSON | |
| 41 | +``` | |
| 42 | + | |
| 43 | +`displayHooks: true` shows one `🪝` line per turn: the hook ran and how much context it added. | |
| 44 | + | |
| 45 | +## Make it your own | |
| 46 | + | |
| 47 | +Three places, each with one job: | |
| 48 | + | |
| 49 | +1. **The questions** — `agent.decider.yaml`, `decision.questions`. Add, remove or rename them freely: the hook turns every answer into a line (`name: choice (confidence …)`, `name: yes|no (…)`, `name: level (score …)`) without knowing their names. | |
| 50 | +2. **What the chat model does with them** — `agent.yaml`, `system`. One rule per answer, written as the lines read: "level beginner: …", "upset yes: …". | |
| 51 | +3. **The hand-over** — `hooks/ask-decider.js` (the same hook in Go: [`decision-chat-golang`](../decision-chat-golang/README.en.md)). `DECIDER_RAW=1` passes the server's JSON (`answers`) instead of the lines. To act without the chat model, return another reply: `{"action":"stop","response":"…"}` ends the turn with your text — see the [hooks reference](../../docs/en/reference/hooks.md#reply). | |
| 52 | + | |
| 53 | +Some ideas with the same three files: the language to answer in (choice), a question outside the agent's subject (noul → stop the turn), the team that should answer (choice → a line in the answer), a request for code (noul → "give a code block"). | |
| 54 | + | |
| 55 | +## What was measured (2026-10-24, from the sandbox, llmman on the host) | |
| 56 | + | |
| 57 | +The decider on four questions: | |
| 58 | + | |
| 59 | +| Question | level | hurry | upset | | |
| 60 | +|----------|-------|-------|-------| | |
| 61 | +| I'm new to git and I don't really get it: what does git stash do? | beginner (0.94) | no (0.03) | no (0.03) | | |
| 62 | +| quick: undo my last commit but keep the changes | expert (0.38) | yes (0.98) | no (0.14) | | |
| 63 | +| I did a git reset --hard and I think I lost my whole afternoon of work, I'm panicking, please help | beginner (0.05) | no (0.35) | yes (0.99) | | |
| 64 | +| What is the difference between git rebase --onto and git rebase -i? | expert (0.35) | no (0.10) | no (0.06) | | |
| 65 | + | |
| 66 | +The first wording of `hurry`, "The person is in a hurry or asks for a short answer", scored 0.5 to 0.7 on calm questions too (0.67 on the git stash one). Asked about the words — "The message contains a word asking for speed, such as quick, fast, asap or now" — it gave 0.03 and 0.10 on the calm ones, 0.98 and 0.99 on "quick" and "asap". A decider answers better about what is in the text than about an intention. | |
| 67 | + | |
| 68 | +The chat model's answers, with the hook (each turn 1 to 6 s, the decider included): | |
| 69 | + | |
| 70 | +- **git stash, beginner**: three paragraphs in plain words ("like putting your unfinished work in a temporary box"), every command explained, no code block. | |
| 71 | +- **quick undo, hurry**: `` `git reset --soft HEAD~1` `` and nothing else. | |
| 72 | +- **reset --hard, upset**: starts with "I know this is incredibly frustrating and scary, but don't panic; we can try to recover your work.", then `git reflog`. | |
| 73 | +- **rebase --onto vs -i, expert**: two dense sentences, no command list — closer to "intermediate" than to "one line at most"; the decider's confidence was low (0.35). | |
| 74 | + | |
| 75 | +Without the hook (same system prompt, `hooks:` removed; the first three questions), Qwen3.5-4B already adapted on these explicit questions: the same one-line command for "quick", a reassuring first sentence for the panicked user, a shorter git stash answer with two code blocks. The hook does not make the chat model smarter here; it makes the reading explicit, the same for every question, and visible in one line — and the rules are yours to change. Its gain is clearer when the chat model is smaller, or when the hook acts on the answer itself (stop the turn, pick an agent) instead of passing it on. | |
| 76 | + | |
| 77 | +Qwen3.5-4B thinks by default: on "answer in three lines at most" it went round in circles until the token limit (no answer after 162 s). `agent.yaml` turns thinking off (`enable_thinking: false`). | |
| 78 | + | |
| 79 | +## Read more | |
| 80 | + | |
| 81 | +- [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | |
| 82 | +- [Hooks reference — `preGeneration`](../../docs/en/reference/hooks.md#pregeneration) | |
| 83 | +- [Decision models — explanation](../../docs/en/explanation/decision-models.md) | |
| 84 | +- [`decision-chat-golang`](../decision-chat-golang/README.en.md): the same flow for Go programming, with the hook written in Go | |
| 85 | +- The other decision demos: [`decision-skills`](../decision-skills/README.en.md) (skill routing), [`decision-tools`](../decision-tools/README.en.md) (tool routing), [`decision-commands`](../decision-commands/README.en.md) (command triage), [`decision-only`](../decision-only/README.en.md) (a decider alone) | |
| new file mode 100644 | |||
| @@ -0,0 +1,85 @@ | |||
| 1 | +# Demo: a chat agent helped by a decider | ||
| 2 | + | ||
| 3 | +*[Version française](README.fr.md)* | ||
| 4 | + | ||
| 5 | +A chat agent (Qwen3.5-4B on llmman, a git helper with no tools) and a decider (LiquidAI d1-3B, `agent.decider.yaml`). Before each question reaches the chat model, a `preGeneration` hook, `hooks/ask-decider.js`, sends it to the decider and adds its answers under the question. The chat model's system prompt says what to do with them: here, adapt the answer to the person asking. | ||
| 6 | + | ||
| 7 | + | ||
| 8 | + | ||
| 9 | +Editable source: `decision-chat-flow.drawio` (draw.io); `decision-chat-flow.svg` is the same picture. | ||
| 10 | + | ||
| 11 | +| Question (`agent.decider.yaml`) | Type | What the system prompt (`agent.yaml`) does with it | | ||
| 12 | +|---------------------------------|------|-----------------------------------------------------| | ||
| 13 | +| `level` | choice: `beginner`, `intermediate`, `expert` | beginner: explain every command in plain words; intermediate: one sentence per command; expert: the command, one line at most | | ||
| 14 | +| `hurry` | noul | yes: three lines at most, the command first | | ||
| 15 | +| `upset` | noul | yes: one calm sentence first, then help | | ||
| 16 | + | ||
| 17 | +What the chat model reads under the question: | ||
| 18 | + | ||
| 19 | +``` | ||
| 20 | +[context added by a hook] | ||
| 21 | +level: beginner (confidence 0.94) | ||
| 22 | +hurry: no (0.03) | ||
| 23 | +upset: no (0.03) | ||
| 24 | +``` | ||
| 25 | + | ||
| 26 | +## Run it | ||
| 27 | + | ||
| 28 | +Pull the models into llmman once: | ||
| 29 | + | ||
| 30 | +```bash | ||
| 31 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 32 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | ||
| 33 | +``` | ||
| 34 | + | ||
| 35 | +Then, from this directory: | ||
| 36 | + | ||
| 37 | +```bash | ||
| 38 | +mm tui agent.yaml # or mm agent.yaml | ||
| 39 | +mm -config agent.yaml -p "quick: undo my last commit but keep the changes" | ||
| 40 | +mm -config agent.decider.yaml -p "quick: undo my last commit…" # the decider alone, its JSON | ||
| 41 | +``` | ||
| 42 | + | ||
| 43 | +`displayHooks: true` shows one `🪝` line per turn: the hook ran and how much context it added. | ||
| 44 | + | ||
| 45 | +## Make it your own | ||
| 46 | + | ||
| 47 | +Three places, each with one job: | ||
| 48 | + | ||
| 49 | +1. **The questions** — `agent.decider.yaml`, `decision.questions`. Add, remove or rename them freely: the hook turns every answer into a line (`name: choice (confidence …)`, `name: yes|no (…)`, `name: level (score …)`) without knowing their names. | ||
| 50 | +2. **What the chat model does with them** — `agent.yaml`, `system`. One rule per answer, written as the lines read: "level beginner: …", "upset yes: …". | ||
| 51 | +3. **The hand-over** — `hooks/ask-decider.js` (the same hook in Go: [`decision-chat-golang`](../decision-chat-golang/README.en.md)). `DECIDER_RAW=1` passes the server's JSON (`answers`) instead of the lines. To act without the chat model, return another reply: `{"action":"stop","response":"…"}` ends the turn with your text — see the [hooks reference](../../docs/en/reference/hooks.md#reply). | ||
| 52 | + | ||
| 53 | +Some ideas with the same three files: the language to answer in (choice), a question outside the agent's subject (noul → stop the turn), the team that should answer (choice → a line in the answer), a request for code (noul → "give a code block"). | ||
| 54 | + | ||
| 55 | +## What was measured (2026-10-24, from the sandbox, llmman on the host) | ||
| 56 | + | ||
| 57 | +The decider on four questions: | ||
| 58 | + | ||
| 59 | +| Question | level | hurry | upset | | ||
| 60 | +|----------|-------|-------|-------| | ||
| 61 | +| I'm new to git and I don't really get it: what does git stash do? | beginner (0.94) | no (0.03) | no (0.03) | | ||
| 62 | +| quick: undo my last commit but keep the changes | expert (0.38) | yes (0.98) | no (0.14) | | ||
| 63 | +| I did a git reset --hard and I think I lost my whole afternoon of work, I'm panicking, please help | beginner (0.05) | no (0.35) | yes (0.99) | | ||
| 64 | +| What is the difference between git rebase --onto and git rebase -i? | expert (0.35) | no (0.10) | no (0.06) | | ||
| 65 | + | ||
| 66 | +The first wording of `hurry`, "The person is in a hurry or asks for a short answer", scored 0.5 to 0.7 on calm questions too (0.67 on the git stash one). Asked about the words — "The message contains a word asking for speed, such as quick, fast, asap or now" — it gave 0.03 and 0.10 on the calm ones, 0.98 and 0.99 on "quick" and "asap". A decider answers better about what is in the text than about an intention. | ||
| 67 | + | ||
| 68 | +The chat model's answers, with the hook (each turn 1 to 6 s, the decider included): | ||
| 69 | + | ||
| 70 | +- **git stash, beginner**: three paragraphs in plain words ("like putting your unfinished work in a temporary box"), every command explained, no code block. | ||
| 71 | +- **quick undo, hurry**: `` `git reset --soft HEAD~1` `` and nothing else. | ||
| 72 | +- **reset --hard, upset**: starts with "I know this is incredibly frustrating and scary, but don't panic; we can try to recover your work.", then `git reflog`. | ||
| 73 | +- **rebase --onto vs -i, expert**: two dense sentences, no command list — closer to "intermediate" than to "one line at most"; the decider's confidence was low (0.35). | ||
| 74 | + | ||
| 75 | +Without the hook (same system prompt, `hooks:` removed; the first three questions), Qwen3.5-4B already adapted on these explicit questions: the same one-line command for "quick", a reassuring first sentence for the panicked user, a shorter git stash answer with two code blocks. The hook does not make the chat model smarter here; it makes the reading explicit, the same for every question, and visible in one line — and the rules are yours to change. Its gain is clearer when the chat model is smaller, or when the hook acts on the answer itself (stop the turn, pick an agent) instead of passing it on. | ||
| 76 | + | ||
| 77 | +Qwen3.5-4B thinks by default: on "answer in three lines at most" it went round in circles until the token limit (no answer after 162 s). `agent.yaml` turns thinking off (`enable_thinking: false`). | ||
| 78 | + | ||
| 79 | +## Read more | ||
| 80 | + | ||
| 81 | +- [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | ||
| 82 | +- [Hooks reference — `preGeneration`](../../docs/en/reference/hooks.md#pregeneration) | ||
| 83 | +- [Decision models — explanation](../../docs/en/explanation/decision-models.md) | ||
| 84 | +- [`decision-chat-golang`](../decision-chat-golang/README.en.md): the same flow for Go programming, with the hook written in Go | ||
| 85 | +- The other decision demos: [`decision-skills`](../decision-skills/README.en.md) (skill routing), [`decision-tools`](../decision-tools/README.en.md) (tool routing), [`decision-commands`](../decision-commands/README.en.md) (command triage), [`decision-only`](../decision-only/README.en.md) (a decider alone) | ||
added
demos/decision-chat/README.fr.md +85 -0 | new file mode 100644 | ||
| @@ -0,0 +1,85 @@ | ||
| 1 | +# Démo : un agent de chat aidé par un décideur | |
| 2 | + | |
| 3 | +*[English version](README.en.md)* | |
| 4 | + | |
| 5 | +Un agent de chat (Qwen3.5-4B sur llmman, un assistant git sans outils) et un décideur (LiquidAI d1-3B, `agent.decider.yaml`). Avant que chaque question n'arrive au modèle de chat, un hook `preGeneration`, `hooks/ask-decider.js`, l'envoie au décideur et ajoute ses réponses sous la question. Le prompt système du modèle de chat dit quoi en faire : ici, adapter la réponse à la personne qui demande. | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | +Source modifiable : `decision-chat-flow.drawio` (draw.io) ; `decision-chat-flow.svg` est la même image. | |
| 10 | + | |
| 11 | +| Question (`agent.decider.yaml`) | Type | Ce qu'en fait le prompt système (`agent.yaml`) | | |
| 12 | +|---------------------------------|------|-------------------------------------------------| | |
| 13 | +| `level` | choice : `beginner`, `intermediate`, `expert` | débutant : expliquer chaque commande simplement ; intermédiaire : une phrase par commande ; expert : la commande, une ligne au plus | | |
| 14 | +| `hurry` | noul | oui : trois lignes au plus, la commande d'abord | | |
| 15 | +| `upset` | noul | oui : d'abord une phrase calme, puis l'aide | | |
| 16 | + | |
| 17 | +Ce que le modèle de chat lit sous la question : | |
| 18 | + | |
| 19 | +``` | |
| 20 | +[context added by a hook] | |
| 21 | +level: beginner (confidence 0.94) | |
| 22 | +hurry: no (0.03) | |
| 23 | +upset: no (0.03) | |
| 24 | +``` | |
| 25 | + | |
| 26 | +## La lancer | |
| 27 | + | |
| 28 | +Téléchargez les modèles dans llmman une fois : | |
| 29 | + | |
| 30 | +```bash | |
| 31 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 32 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | |
| 33 | +``` | |
| 34 | + | |
| 35 | +Puis, depuis ce dossier : | |
| 36 | + | |
| 37 | +```bash | |
| 38 | +mm tui agent.yaml # ou mm agent.yaml | |
| 39 | +mm -config agent.yaml -p "quick: undo my last commit but keep the changes" | |
| 40 | +mm -config agent.decider.yaml -p "quick: undo my last commit…" # le décideur seul, son JSON | |
| 41 | +``` | |
| 42 | + | |
| 43 | +`displayHooks: true` affiche une ligne `🪝` par tour : le hook a tourné, et combien de contexte il a ajouté. | |
| 44 | + | |
| 45 | +## L'adapter | |
| 46 | + | |
| 47 | +Trois endroits, chacun son rôle : | |
| 48 | + | |
| 49 | +1. **Les questions** — `agent.decider.yaml`, `decision.questions`. Ajoutez-en, retirez-en, renommez-les : le hook transforme chaque réponse en ligne (`nom: choix (confidence …)`, `nom: yes|no (…)`, `nom: niveau (score …)`) sans connaître leurs noms. | |
| 50 | +2. **Ce qu'en fait le modèle de chat** — `agent.yaml`, `system`. Une règle par réponse, écrite comme les lignes se lisent : « level beginner: … », « upset yes: … ». | |
| 51 | +3. **La transmission** — `hooks/ask-decider.js` (le même hook en Go : [`decision-chat-golang`](../decision-chat-golang/README.fr.md)). `DECIDER_RAW=1` transmet le JSON du serveur (`answers`) au lieu des lignes. Pour agir sans le modèle de chat, renvoyez une autre réponse : `{"action":"stop","response":"…"}` termine le tour avec votre texte — voir la [référence des hooks](../../docs/fr/reference/hooks.md#réponse). | |
| 52 | + | |
| 53 | +Quelques idées avec les trois mêmes fichiers : la langue de la réponse (choice), une question hors du sujet de l'agent (noul → arrêter le tour), l'équipe qui doit répondre (choice → une ligne dans la réponse), une demande de code (noul → « donne un bloc de code »). | |
| 54 | + | |
| 55 | +## Ce qui a été mesuré (2026-10-24, depuis le sandbox, llmman sur l'hôte) | |
| 56 | + | |
| 57 | +Le décideur sur quatre questions : | |
| 58 | + | |
| 59 | +| Question | level | hurry | upset | | |
| 60 | +|----------|-------|-------|-------| | |
| 61 | +| I'm new to git and I don't really get it: what does git stash do? | beginner (0.94) | no (0.03) | no (0.03) | | |
| 62 | +| quick: undo my last commit but keep the changes | expert (0.38) | yes (0.98) | no (0.14) | | |
| 63 | +| I did a git reset --hard and I think I lost my whole afternoon of work, I'm panicking, please help | beginner (0.05) | no (0.35) | yes (0.99) | | |
| 64 | +| What is the difference between git rebase --onto and git rebase -i? | expert (0.35) | no (0.10) | no (0.06) | | |
| 65 | + | |
| 66 | +La première formulation de `hurry`, « The person is in a hurry or asks for a short answer », donnait de 0,5 à 0,7 sur des questions calmes aussi (0,67 sur celle de git stash). Interrogé sur les mots — « The message contains a word asking for speed, such as quick, fast, asap or now » — il a donné 0,03 et 0,10 sur les questions calmes, 0,98 et 0,99 sur « quick » et « asap ». Un décideur répond mieux sur ce qui est dans le texte que sur une intention. | |
| 67 | + | |
| 68 | +Les réponses du modèle de chat, avec le hook (chaque tour de 1 à 6 s, décideur compris) : | |
| 69 | + | |
| 70 | +- **git stash, débutant** : trois paragraphes en mots simples (« like putting your unfinished work in a temporary box »), chaque commande expliquée, sans bloc de code. | |
| 71 | +- **annulation rapide, pressé** : `` `git reset --soft HEAD~1` `` et rien d'autre. | |
| 72 | +- **reset --hard, contrarié** : commence par « I know this is incredibly frustrating and scary, but don't panic; we can try to recover your work. », puis `git reflog`. | |
| 73 | +- **rebase --onto contre -i, expert** : deux phrases denses, sans liste de commandes — plus proche d'« intermediate » que d'« une ligne au plus » ; la confiance du décideur était basse (0,35). | |
| 74 | + | |
| 75 | +Sans le hook (même prompt système, `hooks:` retiré ; les trois premières questions), Qwen3.5-4B s'adaptait déjà sur ces questions explicites : la même commande seule pour « quick », une première phrase rassurante pour la personne paniquée, une réponse git stash plus courte avec deux blocs de code. Ici, le hook ne rend pas le modèle de chat plus malin ; il rend la lecture explicite, identique pour chaque question, visible en une ligne — et les règles sont à vous. Son gain est plus net avec un modèle de chat plus petit, ou quand le hook agit lui-même sur la réponse (arrêter le tour, choisir un agent) au lieu de la transmettre. | |
| 76 | + | |
| 77 | +Qwen3.5-4B réfléchit par défaut : sur « trois lignes au plus », il a tourné en rond jusqu'à la limite de tokens (aucune réponse après 162 s). `agent.yaml` coupe la réflexion (`enable_thinking: false`). | |
| 78 | + | |
| 79 | +## Pour aller plus loin | |
| 80 | + | |
| 81 | +- [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | |
| 82 | +- [Référence des hooks — `preGeneration`](../../docs/fr/reference/hooks.md#pregeneration) | |
| 83 | +- [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md) | |
| 84 | +- [`decision-chat-golang`](../decision-chat-golang/README.fr.md) : le même flux pour la programmation Go, avec le hook écrit en Go | |
| 85 | +- Les autres démos de décision : [`decision-skills`](../decision-skills/README.fr.md) (routage des skills), [`decision-tools`](../decision-tools/README.fr.md) (routage des outils), [`decision-commands`](../decision-commands/README.fr.md) (tri des commandes), [`decision-only`](../decision-only/README.fr.md) (un décideur seul) | |
| new file mode 100644 | |||
| @@ -0,0 +1,85 @@ | |||
| 1 | +# Démo : un agent de chat aidé par un décideur | ||
| 2 | + | ||
| 3 | +*[English version](README.en.md)* | ||
| 4 | + | ||
| 5 | +Un agent de chat (Qwen3.5-4B sur llmman, un assistant git sans outils) et un décideur (LiquidAI d1-3B, `agent.decider.yaml`). Avant que chaque question n'arrive au modèle de chat, un hook `preGeneration`, `hooks/ask-decider.js`, l'envoie au décideur et ajoute ses réponses sous la question. Le prompt système du modèle de chat dit quoi en faire : ici, adapter la réponse à la personne qui demande. | ||
| 6 | + | ||
| 7 | + | ||
| 8 | + | ||
| 9 | +Source modifiable : `decision-chat-flow.drawio` (draw.io) ; `decision-chat-flow.svg` est la même image. | ||
| 10 | + | ||
| 11 | +| Question (`agent.decider.yaml`) | Type | Ce qu'en fait le prompt système (`agent.yaml`) | | ||
| 12 | +|---------------------------------|------|-------------------------------------------------| | ||
| 13 | +| `level` | choice : `beginner`, `intermediate`, `expert` | débutant : expliquer chaque commande simplement ; intermédiaire : une phrase par commande ; expert : la commande, une ligne au plus | | ||
| 14 | +| `hurry` | noul | oui : trois lignes au plus, la commande d'abord | | ||
| 15 | +| `upset` | noul | oui : d'abord une phrase calme, puis l'aide | | ||
| 16 | + | ||
| 17 | +Ce que le modèle de chat lit sous la question : | ||
| 18 | + | ||
| 19 | +``` | ||
| 20 | +[context added by a hook] | ||
| 21 | +level: beginner (confidence 0.94) | ||
| 22 | +hurry: no (0.03) | ||
| 23 | +upset: no (0.03) | ||
| 24 | +``` | ||
| 25 | + | ||
| 26 | +## La lancer | ||
| 27 | + | ||
| 28 | +Téléchargez les modèles dans llmman une fois : | ||
| 29 | + | ||
| 30 | +```bash | ||
| 31 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 32 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | ||
| 33 | +``` | ||
| 34 | + | ||
| 35 | +Puis, depuis ce dossier : | ||
| 36 | + | ||
| 37 | +```bash | ||
| 38 | +mm tui agent.yaml # ou mm agent.yaml | ||
| 39 | +mm -config agent.yaml -p "quick: undo my last commit but keep the changes" | ||
| 40 | +mm -config agent.decider.yaml -p "quick: undo my last commit…" # le décideur seul, son JSON | ||
| 41 | +``` | ||
| 42 | + | ||
| 43 | +`displayHooks: true` affiche une ligne `🪝` par tour : le hook a tourné, et combien de contexte il a ajouté. | ||
| 44 | + | ||
| 45 | +## L'adapter | ||
| 46 | + | ||
| 47 | +Trois endroits, chacun son rôle : | ||
| 48 | + | ||
| 49 | +1. **Les questions** — `agent.decider.yaml`, `decision.questions`. Ajoutez-en, retirez-en, renommez-les : le hook transforme chaque réponse en ligne (`nom: choix (confidence …)`, `nom: yes|no (…)`, `nom: niveau (score …)`) sans connaître leurs noms. | ||
| 50 | +2. **Ce qu'en fait le modèle de chat** — `agent.yaml`, `system`. Une règle par réponse, écrite comme les lignes se lisent : « level beginner: … », « upset yes: … ». | ||
| 51 | +3. **La transmission** — `hooks/ask-decider.js` (le même hook en Go : [`decision-chat-golang`](../decision-chat-golang/README.fr.md)). `DECIDER_RAW=1` transmet le JSON du serveur (`answers`) au lieu des lignes. Pour agir sans le modèle de chat, renvoyez une autre réponse : `{"action":"stop","response":"…"}` termine le tour avec votre texte — voir la [référence des hooks](../../docs/fr/reference/hooks.md#réponse). | ||
| 52 | + | ||
| 53 | +Quelques idées avec les trois mêmes fichiers : la langue de la réponse (choice), une question hors du sujet de l'agent (noul → arrêter le tour), l'équipe qui doit répondre (choice → une ligne dans la réponse), une demande de code (noul → « donne un bloc de code »). | ||
| 54 | + | ||
| 55 | +## Ce qui a été mesuré (2026-10-24, depuis le sandbox, llmman sur l'hôte) | ||
| 56 | + | ||
| 57 | +Le décideur sur quatre questions : | ||
| 58 | + | ||
| 59 | +| Question | level | hurry | upset | | ||
| 60 | +|----------|-------|-------|-------| | ||
| 61 | +| I'm new to git and I don't really get it: what does git stash do? | beginner (0.94) | no (0.03) | no (0.03) | | ||
| 62 | +| quick: undo my last commit but keep the changes | expert (0.38) | yes (0.98) | no (0.14) | | ||
| 63 | +| I did a git reset --hard and I think I lost my whole afternoon of work, I'm panicking, please help | beginner (0.05) | no (0.35) | yes (0.99) | | ||
| 64 | +| What is the difference between git rebase --onto and git rebase -i? | expert (0.35) | no (0.10) | no (0.06) | | ||
| 65 | + | ||
| 66 | +La première formulation de `hurry`, « The person is in a hurry or asks for a short answer », donnait de 0,5 à 0,7 sur des questions calmes aussi (0,67 sur celle de git stash). Interrogé sur les mots — « The message contains a word asking for speed, such as quick, fast, asap or now » — il a donné 0,03 et 0,10 sur les questions calmes, 0,98 et 0,99 sur « quick » et « asap ». Un décideur répond mieux sur ce qui est dans le texte que sur une intention. | ||
| 67 | + | ||
| 68 | +Les réponses du modèle de chat, avec le hook (chaque tour de 1 à 6 s, décideur compris) : | ||
| 69 | + | ||
| 70 | +- **git stash, débutant** : trois paragraphes en mots simples (« like putting your unfinished work in a temporary box »), chaque commande expliquée, sans bloc de code. | ||
| 71 | +- **annulation rapide, pressé** : `` `git reset --soft HEAD~1` `` et rien d'autre. | ||
| 72 | +- **reset --hard, contrarié** : commence par « I know this is incredibly frustrating and scary, but don't panic; we can try to recover your work. », puis `git reflog`. | ||
| 73 | +- **rebase --onto contre -i, expert** : deux phrases denses, sans liste de commandes — plus proche d'« intermediate » que d'« une ligne au plus » ; la confiance du décideur était basse (0,35). | ||
| 74 | + | ||
| 75 | +Sans le hook (même prompt système, `hooks:` retiré ; les trois premières questions), Qwen3.5-4B s'adaptait déjà sur ces questions explicites : la même commande seule pour « quick », une première phrase rassurante pour la personne paniquée, une réponse git stash plus courte avec deux blocs de code. Ici, le hook ne rend pas le modèle de chat plus malin ; il rend la lecture explicite, identique pour chaque question, visible en une ligne — et les règles sont à vous. Son gain est plus net avec un modèle de chat plus petit, ou quand le hook agit lui-même sur la réponse (arrêter le tour, choisir un agent) au lieu de la transmettre. | ||
| 76 | + | ||
| 77 | +Qwen3.5-4B réfléchit par défaut : sur « trois lignes au plus », il a tourné en rond jusqu'à la limite de tokens (aucune réponse après 162 s). `agent.yaml` coupe la réflexion (`enable_thinking: false`). | ||
| 78 | + | ||
| 79 | +## Pour aller plus loin | ||
| 80 | + | ||
| 81 | +- [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | ||
| 82 | +- [Référence des hooks — `preGeneration`](../../docs/fr/reference/hooks.md#pregeneration) | ||
| 83 | +- [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md) | ||
| 84 | +- [`decision-chat-golang`](../decision-chat-golang/README.fr.md) : le même flux pour la programmation Go, avec le hook écrit en Go | ||
| 85 | +- Les autres démos de décision : [`decision-skills`](../decision-skills/README.fr.md) (routage des skills), [`decision-tools`](../decision-tools/README.fr.md) (routage des outils), [`decision-commands`](../decision-commands/README.fr.md) (tri des commandes), [`decision-only`](../decision-only/README.fr.md) (un décideur seul) | ||
added
demos/decision-chat/agent.decider.yaml +45 -0 | new file mode 100644 | ||
| @@ -0,0 +1,45 @@ | ||
| 1 | +# The decider of hooks/ask-decider.js: every message it receives is a question | |
| 2 | +# the user asked the chat agent; it answers three typed questions about the | |
| 3 | +# person asking, in one forward pass, and writes no text. | |
| 4 | +# | |
| 5 | +# mm -config agent.decider.yaml -p "quick: undo my last commit but keep the changes" | |
| 6 | +# | |
| 7 | +# Change, add or remove questions here: the hook passes every answer on to the | |
| 8 | +# chat model, whatever its name and type. Then say in agent.yaml's `system` | |
| 9 | +# what the chat model should do with it. | |
| 10 | +# | |
| 11 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 12 | +provider: llmman | |
| 13 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 14 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 15 | +fallback: http://host.docker.internal:17434/v1 | |
| 16 | + | |
| 17 | +decision: | |
| 18 | + # The first call loads the model (2 to 13 s); a warm one takes 0.2–0.5 s. | |
| 19 | + timeout: 60s | |
| 20 | + questions: | |
| 21 | + level: | |
| 22 | + type: choice | |
| 23 | + instructions: How familiar is the person with git? | |
| 24 | + criteria: | |
| 25 | + beginner: New to git, unsure of the basic words such as commit, branch or staging | |
| 26 | + intermediate: Uses git every day, but not its less common commands | |
| 27 | + expert: Knows git well and asks about a precise command or option | |
| 28 | + hurry: | |
| 29 | + type: noul | |
| 30 | + # Asked about the words, not the intention: "the person is in a hurry" | |
| 31 | + # scored 0.5 to 0.7 on calm questions too. | |
| 32 | + instructions: The message contains a word asking for speed, such as quick, fast, asap or now. | |
| 33 | + upset: | |
| 34 | + type: noul | |
| 35 | + instructions: The person is worried, stressed or upset. | |
| 36 | + | |
| 37 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 38 | +bashTool: false | |
| 39 | +editTools: false | |
| 40 | +planTool: false | |
| 41 | +fetchContentTool: false | |
| 42 | +askUserTool: false | |
| 43 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 44 | +agentsMd: | |
| 45 | + enabled: false | |
| new file mode 100644 | |||
| @@ -0,0 +1,45 @@ | |||
| 1 | +# The decider of hooks/ask-decider.js: every message it receives is a question | ||
| 2 | +# the user asked the chat agent; it answers three typed questions about the | ||
| 3 | +# person asking, in one forward pass, and writes no text. | ||
| 4 | +# | ||
| 5 | +# mm -config agent.decider.yaml -p "quick: undo my last commit but keep the changes" | ||
| 6 | +# | ||
| 7 | +# Change, add or remove questions here: the hook passes every answer on to the | ||
| 8 | +# chat model, whatever its name and type. Then say in agent.yaml's `system` | ||
| 9 | +# what the chat model should do with it. | ||
| 10 | +# | ||
| 11 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 12 | +provider: llmman | ||
| 13 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 14 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 15 | +fallback: http://host.docker.internal:17434/v1 | ||
| 16 | + | ||
| 17 | +decision: | ||
| 18 | + # The first call loads the model (2 to 13 s); a warm one takes 0.2–0.5 s. | ||
| 19 | + timeout: 60s | ||
| 20 | + questions: | ||
| 21 | + level: | ||
| 22 | + type: choice | ||
| 23 | + instructions: How familiar is the person with git? | ||
| 24 | + criteria: | ||
| 25 | + beginner: New to git, unsure of the basic words such as commit, branch or staging | ||
| 26 | + intermediate: Uses git every day, but not its less common commands | ||
| 27 | + expert: Knows git well and asks about a precise command or option | ||
| 28 | + hurry: | ||
| 29 | + type: noul | ||
| 30 | + # Asked about the words, not the intention: "the person is in a hurry" | ||
| 31 | + # scored 0.5 to 0.7 on calm questions too. | ||
| 32 | + instructions: The message contains a word asking for speed, such as quick, fast, asap or now. | ||
| 33 | + upset: | ||
| 34 | + type: noul | ||
| 35 | + instructions: The person is worried, stressed or upset. | ||
| 36 | + | ||
| 37 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 38 | +bashTool: false | ||
| 39 | +editTools: false | ||
| 40 | +planTool: false | ||
| 41 | +fetchContentTool: false | ||
| 42 | +askUserTool: false | ||
| 43 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 44 | +agentsMd: | ||
| 45 | + enabled: false | ||
added
demos/decision-chat/agent.yaml +57 -0 | new file mode 100644 | ||
| @@ -0,0 +1,57 @@ | ||
| 1 | +# A chat agent helped by a decider. Before each question reaches the chat | |
| 2 | +# model, a preGeneration hook sends it to a decision model (agent.decider.yaml) | |
| 3 | +# and adds its answers under the question. The system prompt tells the chat | |
| 4 | +# model what to do with them: here, adapt the answer to the person asking. | |
| 5 | +# | |
| 6 | +# you ──► question ──► hook ──► decider (d1-3B, /v1/systemone) | |
| 7 | +# │◄── answers (level, hurry, upset) | |
| 8 | +# ▼ | |
| 9 | +# question + answers ──► chat model (Qwen3.5-4B) ──► answer | |
| 10 | +# | |
| 11 | +# cd demos/decision-chat | |
| 12 | +# mm tui agent.yaml # or: mm agent.yaml, or mm -config agent.yaml -p "…" | |
| 13 | +provider: llmman | |
| 14 | +model: hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | |
| 15 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 16 | +fallback: http://host.docker.internal:17434/v1 | |
| 17 | + | |
| 18 | +system: | | |
| 19 | + You are a git helper. You answer questions about git; you have no tools. | |
| 20 | + | |
| 21 | + Under each question you find a block "[context added by a hook]": what a | |
| 22 | + decision model read in the question about the person asking. Shape your | |
| 23 | + answer with it, and never mention the block: | |
| 24 | + | |
| 25 | + - level beginner: explain every command you give in plain words, avoid | |
| 26 | + jargon, and say what the command changes. level intermediate: give the | |
| 27 | + commands with one sentence each. level expert: the command alone, then | |
| 28 | + one line at most. | |
| 29 | + - hurry yes: answer in three lines at most, the command first. | |
| 30 | + - upset yes: start with one short, calm sentence that reassures the person, | |
| 31 | + then help. | |
| 32 | + | |
| 33 | +sampling: | |
| 34 | + temperature: 0.2 | |
| 35 | + max_tokens: 1024 | |
| 36 | + # Qwen3.5 thinks by default; on "answer in three lines" it looped until the limit. | |
| 37 | + chat_template_kwargs: | |
| 38 | + enable_thinking: false | |
| 39 | + | |
| 40 | +# The chat model answers from what it knows: no tools, no skills. | |
| 41 | +bashTool: false | |
| 42 | +editTools: false | |
| 43 | +planTool: false | |
| 44 | +fetchContentTool: false | |
| 45 | +askUserTool: false | |
| 46 | +unloadModels: false | |
| 47 | +skillsDir: no-skills | |
| 48 | +agentsMd: | |
| 49 | + enabled: false | |
| 50 | + | |
| 51 | +# Shows a ⚓ line for each hook run: which hook ran and how much context it added. | |
| 52 | +displayHooks: true | |
| 53 | + | |
| 54 | +hooks: | |
| 55 | + preGeneration: | |
| 56 | + - command: node "$MM_CONFIG_DIR/hooks/ask-decider.js" | |
| 57 | + timeout: 60s # the first call loads the decision model | |
| new file mode 100644 | |||
| @@ -0,0 +1,57 @@ | |||
| 1 | +# A chat agent helped by a decider. Before each question reaches the chat | ||
| 2 | +# model, a preGeneration hook sends it to a decision model (agent.decider.yaml) | ||
| 3 | +# and adds its answers under the question. The system prompt tells the chat | ||
| 4 | +# model what to do with them: here, adapt the answer to the person asking. | ||
| 5 | +# | ||
| 6 | +# you ──► question ──► hook ──► decider (d1-3B, /v1/systemone) | ||
| 7 | +# │◄── answers (level, hurry, upset) | ||
| 8 | +# ▼ | ||
| 9 | +# question + answers ──► chat model (Qwen3.5-4B) ──► answer | ||
| 10 | +# | ||
| 11 | +# cd demos/decision-chat | ||
| 12 | +# mm tui agent.yaml # or: mm agent.yaml, or mm -config agent.yaml -p "…" | ||
| 13 | +provider: llmman | ||
| 14 | +model: hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | ||
| 15 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 16 | +fallback: http://host.docker.internal:17434/v1 | ||
| 17 | + | ||
| 18 | +system: | | ||
| 19 | + You are a git helper. You answer questions about git; you have no tools. | ||
| 20 | + | ||
| 21 | + Under each question you find a block "[context added by a hook]": what a | ||
| 22 | + decision model read in the question about the person asking. Shape your | ||
| 23 | + answer with it, and never mention the block: | ||
| 24 | + | ||
| 25 | + - level beginner: explain every command you give in plain words, avoid | ||
| 26 | + jargon, and say what the command changes. level intermediate: give the | ||
| 27 | + commands with one sentence each. level expert: the command alone, then | ||
| 28 | + one line at most. | ||
| 29 | + - hurry yes: answer in three lines at most, the command first. | ||
| 30 | + - upset yes: start with one short, calm sentence that reassures the person, | ||
| 31 | + then help. | ||
| 32 | + | ||
| 33 | +sampling: | ||
| 34 | + temperature: 0.2 | ||
| 35 | + max_tokens: 1024 | ||
| 36 | + # Qwen3.5 thinks by default; on "answer in three lines" it looped until the limit. | ||
| 37 | + chat_template_kwargs: | ||
| 38 | + enable_thinking: false | ||
| 39 | + | ||
| 40 | +# The chat model answers from what it knows: no tools, no skills. | ||
| 41 | +bashTool: false | ||
| 42 | +editTools: false | ||
| 43 | +planTool: false | ||
| 44 | +fetchContentTool: false | ||
| 45 | +askUserTool: false | ||
| 46 | +unloadModels: false | ||
| 47 | +skillsDir: no-skills | ||
| 48 | +agentsMd: | ||
| 49 | + enabled: false | ||
| 50 | + | ||
| 51 | +# Shows a ⚓ line for each hook run: which hook ran and how much context it added. | ||
| 52 | +displayHooks: true | ||
| 53 | + | ||
| 54 | +hooks: | ||
| 55 | + preGeneration: | ||
| 56 | + - command: node "$MM_CONFIG_DIR/hooks/ask-decider.js" | ||
| 57 | + timeout: 60s # the first call loads the decision model | ||
added
demos/decision-chat/decision-chat-flow.drawio +34 -0 | new file mode 100644 | ||
| @@ -0,0 +1,34 @@ | ||
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| 34 | +</mxfile> | |
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| 11 | + </defs> | |
| 12 | + <rect x="0" y="0" width="1200" height="640" fill="url(#gBg)"/> | |
| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-chat — a decider reads the question first</text> | |
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">a preGeneration hook asks the decision model, then hands its answers to the chat model</text> | |
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| 22 | + <text x="135.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#0D47A1">User</text> | |
| 23 | + <text x="135.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">asks a question</text> | |
| 24 | + <text x="135.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">terminal · -tui · editor</text> | |
| 25 | + <g filter="url(#shadow)"><rect x="330" y="140" width="250" height="120" rx="16" fill="url(#gYellow)" stroke="#F9A825" stroke-width="2"/></g> | |
| 26 | + <text x="455.0" y="180.0" text-anchor="middle" font-size="22">⚙️</text> | |
| 27 | + <text x="455.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">preGeneration hook</text> | |
| 28 | + <text x="455.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/ask-decider.js</text> | |
| 29 | + <text x="455.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#E65100">decider failed → question alone</text> | |
| 30 | + <g filter="url(#shadow)"><rect x="880" y="140" width="280" height="120" rx="16" fill="url(#gBlue2)" stroke="#0277BD" stroke-width="2"/></g> | |
| 31 | + <text x="1020.0" y="180.0" text-anchor="middle" font-size="22">🤖</text> | |
| 32 | + <text x="1020.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | |
| 33 | + <text x="1020.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B · no tools</text> | |
| 34 | + <text x="1020.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#01579B">system: what to do with each answer</text> | |
| 35 | + <g filter="url(#shadow)"><rect x="330" y="360" width="250" height="140" rx="16" fill="url(#gPurple)" stroke="#6A1B9A" stroke-width="3"/></g> | |
| 36 | + <text x="455.0" y="401.5" text-anchor="middle" font-size="22">⚖️</text> | |
| 37 | + <text x="455.0" y="424.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | |
| 38 | + <text x="455.0" y="442.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | |
| 39 | + <text x="455.0" y="459.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | |
| 40 | + <text x="455.0" y="476.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | |
| 41 | + <rect x="511.2" y="348" width="78.8" height="24" rx="12" fill="#6A1B9A"/> | |
| 42 | + <text x="550.6" y="364" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | |
| 43 | + <rect x="650" y="340" width="510" height="180" rx="10" fill="#FAFAFA" fill-opacity="0.7" stroke="#90A4AE" stroke-width="2" stroke-dasharray="7,5"/> | |
| 44 | + <text x="905.0" y="362" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">3 typed questions · agent.decider.yaml</text> | |
| 45 | + <g filter="url(#shadow)"><rect x="680" y="380" width="140" height="50" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | |
| 46 | + <text x="750.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">level · choice</text> | |
| 47 | + <g filter="url(#shadow)"><rect x="840" y="380" width="140" height="50" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | |
| 48 | + <text x="910.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">hurry · noul</text> | |
| 49 | + <g filter="url(#shadow)"><rect x="1000" y="380" width="140" height="50" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | |
| 50 | + <text x="1070.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">upset · noul</text> | |
| 51 | + <text x="905" y="465" text-anchor="middle" font-size="12" fill="#37474F" font-family="DejaVu Sans Mono, monospace">level: beginner (confidence 0.94)</text> | |
| 52 | + <text x="905" y="484" text-anchor="middle" font-size="12" fill="#37474F" font-family="DejaVu Sans Mono, monospace">hurry: no (0.03) · upset: no (0.03)</text> | |
| 53 | + <text x="905" y="506" text-anchor="middle" font-size="10.5" fill="#78909C" font-style="italic">what the chat model reads under the question</text> | |
| 54 | + <rect x="241.0" y="216.0" width="78" height="24" rx="5" fill="#FFFFFF"/> | |
| 55 | + <text x="280" y="232.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question</text> | |
| 56 | + <rect x="641.25" y="180.0" width="177.5" height="40" rx="5" fill="#FFFFFF"/> | |
| 57 | + <text x="730" y="197" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question + answers</text> | |
| 58 | + <text x="730" y="213" text-anchor="middle" font-size="10.5" fill="#78909C">[context added by a hook]</text> | |
| 59 | + <rect x="481.8" y="290.0" width="126.39999999999999" height="40" rx="5" fill="#FFFFFF"/> | |
| 60 | + <text x="545" y="307" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question alone</text> | |
| 61 | + <text x="545" y="323" text-anchor="middle" font-size="10.5" fill="#78909C">← answers (JSON)</text> | |
| 62 | + <rect x="441.8" y="88.0" width="316.4" height="24" rx="5" fill="#FFFFFF"/> | |
| 63 | + <text x="600" y="104.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">answer, shaped by the decider's reading</text> | |
| 64 | + <text x="600" y="572" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">Change the questions in agent.decider.yaml and the rules in agent.yaml's system prompt:</text> | |
| 65 | + <text x="600" y="592" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">the hook passes every answer on, whatever its name and type.</text> | |
| 66 | +</svg> | |
| new file mode 100644 | |||
| @@ -0,0 +1,66 @@ | |||
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| 11 | + </defs> | ||
| 12 | + <rect x="0" y="0" width="1200" height="640" fill="url(#gBg)"/> | ||
| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-chat — a decider reads the question first</text> | ||
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">a preGeneration hook asks the decision model, then hands its answers to the chat model</text> | ||
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| 16 | + <path d="M580,200 L880,200" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | ||
| 17 | + <path d="M455,260 L455,360" fill="none" stroke="#37474F" stroke-width="2.2" marker-start="url(#arrow)" marker-end="url(#arrow)"/> | ||
| 18 | + <path d="M580,430 L650,430" fill="none" stroke="#37474F" stroke-width="2.2" stroke-dasharray="6,4" marker-end="url(#arrow)"/> | ||
| 19 | + <path d="M1020,140 L1020,100 L135,100 L135,140" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | ||
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| 21 | + <text x="135.0" y="180.0" text-anchor="middle" font-size="22">🧑</text> | ||
| 22 | + <text x="135.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#0D47A1">User</text> | ||
| 23 | + <text x="135.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">asks a question</text> | ||
| 24 | + <text x="135.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">terminal · -tui · editor</text> | ||
| 25 | + <g filter="url(#shadow)"><rect x="330" y="140" width="250" height="120" rx="16" fill="url(#gYellow)" stroke="#F9A825" stroke-width="2"/></g> | ||
| 26 | + <text x="455.0" y="180.0" text-anchor="middle" font-size="22">⚙️</text> | ||
| 27 | + <text x="455.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">preGeneration hook</text> | ||
| 28 | + <text x="455.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/ask-decider.js</text> | ||
| 29 | + <text x="455.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#E65100">decider failed → question alone</text> | ||
| 30 | + <g filter="url(#shadow)"><rect x="880" y="140" width="280" height="120" rx="16" fill="url(#gBlue2)" stroke="#0277BD" stroke-width="2"/></g> | ||
| 31 | + <text x="1020.0" y="180.0" text-anchor="middle" font-size="22">🤖</text> | ||
| 32 | + <text x="1020.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | ||
| 33 | + <text x="1020.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B · no tools</text> | ||
| 34 | + <text x="1020.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#01579B">system: what to do with each answer</text> | ||
| 35 | + <g filter="url(#shadow)"><rect x="330" y="360" width="250" height="140" rx="16" fill="url(#gPurple)" stroke="#6A1B9A" stroke-width="3"/></g> | ||
| 36 | + <text x="455.0" y="401.5" text-anchor="middle" font-size="22">⚖️</text> | ||
| 37 | + <text x="455.0" y="424.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 38 | + <text x="455.0" y="442.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | ||
| 39 | + <text x="455.0" y="459.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 40 | + <text x="455.0" y="476.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | ||
| 41 | + <rect x="511.2" y="348" width="78.8" height="24" rx="12" fill="#6A1B9A"/> | ||
| 42 | + <text x="550.6" y="364" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | ||
| 43 | + <rect x="650" y="340" width="510" height="180" rx="10" fill="#FAFAFA" fill-opacity="0.7" stroke="#90A4AE" stroke-width="2" stroke-dasharray="7,5"/> | ||
| 44 | + <text x="905.0" y="362" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">3 typed questions · agent.decider.yaml</text> | ||
| 45 | + <g filter="url(#shadow)"><rect x="680" y="380" width="140" height="50" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 46 | + <text x="750.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">level · choice</text> | ||
| 47 | + <g filter="url(#shadow)"><rect x="840" y="380" width="140" height="50" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 48 | + <text x="910.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">hurry · noul</text> | ||
| 49 | + <g filter="url(#shadow)"><rect x="1000" y="380" width="140" height="50" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 50 | + <text x="1070.0" y="410.0" text-anchor="middle" font-size="13" font-weight="700" fill="#263238">upset · noul</text> | ||
| 51 | + <text x="905" y="465" text-anchor="middle" font-size="12" fill="#37474F" font-family="DejaVu Sans Mono, monospace">level: beginner (confidence 0.94)</text> | ||
| 52 | + <text x="905" y="484" text-anchor="middle" font-size="12" fill="#37474F" font-family="DejaVu Sans Mono, monospace">hurry: no (0.03) · upset: no (0.03)</text> | ||
| 53 | + <text x="905" y="506" text-anchor="middle" font-size="10.5" fill="#78909C" font-style="italic">what the chat model reads under the question</text> | ||
| 54 | + <rect x="241.0" y="216.0" width="78" height="24" rx="5" fill="#FFFFFF"/> | ||
| 55 | + <text x="280" y="232.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question</text> | ||
| 56 | + <rect x="641.25" y="180.0" width="177.5" height="40" rx="5" fill="#FFFFFF"/> | ||
| 57 | + <text x="730" y="197" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question + answers</text> | ||
| 58 | + <text x="730" y="213" text-anchor="middle" font-size="10.5" fill="#78909C">[context added by a hook]</text> | ||
| 59 | + <rect x="481.8" y="290.0" width="126.39999999999999" height="40" rx="5" fill="#FFFFFF"/> | ||
| 60 | + <text x="545" y="307" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question alone</text> | ||
| 61 | + <text x="545" y="323" text-anchor="middle" font-size="10.5" fill="#78909C">← answers (JSON)</text> | ||
| 62 | + <rect x="441.8" y="88.0" width="316.4" height="24" rx="5" fill="#FFFFFF"/> | ||
| 63 | + <text x="600" y="104.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">answer, shaped by the decider's reading</text> | ||
| 64 | + <text x="600" y="572" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">Change the questions in agent.decider.yaml and the rules in agent.yaml's system prompt:</text> | ||
| 65 | + <text x="600" y="592" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">the hook passes every answer on, whatever its name and type.</text> | ||
| 66 | +</svg> | ||
added
demos/decision-chat/hooks/ask-decider.js +52 -0 | new file mode 100644 | ||
| @@ -0,0 +1,52 @@ | ||
| 1 | +#!/usr/bin/env node | |
| 2 | +// preGeneration hook: sends the user's question to the decider | |
| 3 | +// (../agent.decider.yaml), then hands its answers to the chat model as a | |
| 4 | +// context added under the question, one line per answer: | |
| 5 | +// | |
| 6 | +// level: beginner (confidence 0.91) | |
| 7 | +// hurry: no (0.08) | |
| 8 | +// upset: yes (0.87) | |
| 9 | +// | |
| 10 | +// The lines are built from whatever questions the decider declares, so | |
| 11 | +// changing agent.decider.yaml needs no change here. Set DECIDER_RAW=1 to hand | |
| 12 | +// over the server's JSON payload instead of the lines. | |
| 13 | +// | |
| 14 | +// MM_BIN is the running mm (set by mm for its hooks). A decider that fails | |
| 15 | +// adds nothing: the chat model reads the question alone. | |
| 16 | + | |
| 17 | +const { execFileSync } = require("child_process"); | |
| 18 | +const fs = require("fs"); | |
| 19 | +const path = require("path"); | |
| 20 | + | |
| 21 | +// line turns one answer of /v1/systemone into a short line for the chat model. | |
| 22 | +function line(name, answer) { | |
| 23 | + switch (answer.type) { | |
| 24 | + case "choice": | |
| 25 | + return `${name}: ${answer.choice} (confidence ${answer.confidence.toFixed(2)})`; | |
| 26 | + case "noul": | |
| 27 | + return `${name}: ${answer.noul >= 0.5 ? "yes" : "no"} (${answer.noul.toFixed(2)})`; | |
| 28 | + case "score": | |
| 29 | + return `${name}: ${answer.legend[String(Math.round(answer.score))]} (score ${answer.score.toFixed(2)})`; | |
| 30 | + default: | |
| 31 | + return `${name}: ${JSON.stringify(answer)}`; | |
| 32 | + } | |
| 33 | +} | |
| 34 | + | |
| 35 | +const input = JSON.parse(fs.readFileSync(0, "utf8")); | |
| 36 | +const decider = path.join(process.env.MM_CONFIG_DIR || __dirname, "agent.decider.yaml"); | |
| 37 | + | |
| 38 | +let payload; | |
| 39 | +try { | |
| 40 | + const out = execFileSync(process.env.MM_BIN || "mm", ["-config", decider, "-p", input.prompt || ""], { | |
| 41 | + encoding: "utf8", | |
| 42 | + stdio: ["ignore", "pipe", "pipe"], | |
| 43 | + }); | |
| 44 | + payload = JSON.parse(out); | |
| 45 | +} catch { | |
| 46 | + process.exit(0); // empty stdout = continue, the question unchanged | |
| 47 | +} | |
| 48 | + | |
| 49 | +const context = process.env.DECIDER_RAW | |
| 50 | + ? JSON.stringify(payload.answers) | |
| 51 | + : Object.entries(payload.answers).map(([name, answer]) => line(name, answer)).join("\n"); | |
| 52 | +console.log(JSON.stringify({ context })); | |
| new file mode 100644 | |||
| @@ -0,0 +1,52 @@ | |||
| 1 | +#!/usr/bin/env node | ||
| 2 | +// preGeneration hook: sends the user's question to the decider | ||
| 3 | +// (../agent.decider.yaml), then hands its answers to the chat model as a | ||
| 4 | +// context added under the question, one line per answer: | ||
| 5 | +// | ||
| 6 | +// level: beginner (confidence 0.91) | ||
| 7 | +// hurry: no (0.08) | ||
| 8 | +// upset: yes (0.87) | ||
| 9 | +// | ||
| 10 | +// The lines are built from whatever questions the decider declares, so | ||
| 11 | +// changing agent.decider.yaml needs no change here. Set DECIDER_RAW=1 to hand | ||
| 12 | +// over the server's JSON payload instead of the lines. | ||
| 13 | +// | ||
| 14 | +// MM_BIN is the running mm (set by mm for its hooks). A decider that fails | ||
| 15 | +// adds nothing: the chat model reads the question alone. | ||
| 16 | + | ||
| 17 | +const { execFileSync } = require("child_process"); | ||
| 18 | +const fs = require("fs"); | ||
| 19 | +const path = require("path"); | ||
| 20 | + | ||
| 21 | +// line turns one answer of /v1/systemone into a short line for the chat model. | ||
| 22 | +function line(name, answer) { | ||
| 23 | + switch (answer.type) { | ||
| 24 | + case "choice": | ||
| 25 | + return `${name}: ${answer.choice} (confidence ${answer.confidence.toFixed(2)})`; | ||
| 26 | + case "noul": | ||
| 27 | + return `${name}: ${answer.noul >= 0.5 ? "yes" : "no"} (${answer.noul.toFixed(2)})`; | ||
| 28 | + case "score": | ||
| 29 | + return `${name}: ${answer.legend[String(Math.round(answer.score))]} (score ${answer.score.toFixed(2)})`; | ||
| 30 | + default: | ||
| 31 | + return `${name}: ${JSON.stringify(answer)}`; | ||
| 32 | + } | ||
| 33 | +} | ||
| 34 | + | ||
| 35 | +const input = JSON.parse(fs.readFileSync(0, "utf8")); | ||
| 36 | +const decider = path.join(process.env.MM_CONFIG_DIR || __dirname, "agent.decider.yaml"); | ||
| 37 | + | ||
| 38 | +let payload; | ||
| 39 | +try { | ||
| 40 | + const out = execFileSync(process.env.MM_BIN || "mm", ["-config", decider, "-p", input.prompt || ""], { | ||
| 41 | + encoding: "utf8", | ||
| 42 | + stdio: ["ignore", "pipe", "pipe"], | ||
| 43 | + }); | ||
| 44 | + payload = JSON.parse(out); | ||
| 45 | +} catch { | ||
| 46 | + process.exit(0); // empty stdout = continue, the question unchanged | ||
| 47 | +} | ||
| 48 | + | ||
| 49 | +const context = process.env.DECIDER_RAW | ||
| 50 | + ? JSON.stringify(payload.answers) | ||
| 51 | + : Object.entries(payload.answers).map(([name, answer]) => line(name, answer)).join("\n"); | ||
| 52 | +console.log(JSON.stringify({ context })); | ||
modified
demos/decision-commands/README.en.md +4 -0 | @@ -10,6 +10,10 @@ A shell assistant (Qwen3.5-4B on llmman) running with `yolo: false`: every `bash | ||
| 10 | 10 | | `dangerous`, confidence ≥ 0.8, destructive ≥ 0.7 | `deny` | the command does not run; the model reads why | |
| 11 | 11 | | anything else, or the decider failed | nothing | you are asked, as usual | |
| 12 | 12 | |
| 13 | + | |
| 14 | + | |
| 15 | +Editable source: `decision-commands-flow.drawio` (draw.io); `decision-commands-flow.svg` is the same picture. | |
| 16 | + | |
| 13 | 17 | ## Run it |
| 14 | 18 | |
| 15 | 19 | Pull the models into llmman once: |
| @@ -10,6 +10,10 @@ A shell assistant (Qwen3.5-4B on llmman) running with `yolo: false`: every `bash | |||
| 10 | | `dangerous`, confidence ≥ 0.8, destructive ≥ 0.7 | `deny` | the command does not run; the model reads why | | 10 | | `dangerous`, confidence ≥ 0.8, destructive ≥ 0.7 | `deny` | the command does not run; the model reads why | |
| 11 | | anything else, or the decider failed | nothing | you are asked, as usual | | 11 | | anything else, or the decider failed | nothing | you are asked, as usual | |
| 12 | 12 | ||
| 13 | + | ||
| 14 | + | ||
| 15 | +Editable source: `decision-commands-flow.drawio` (draw.io); `decision-commands-flow.svg` is the same picture. | ||
| 16 | + | ||
| 13 | ## Run it | 17 | ## Run it |
| 14 | 18 | ||
| 15 | Pull the models into llmman once: | 19 | Pull the models into llmman once: |
modified
demos/decision-commands/README.fr.md +4 -0 | @@ -10,6 +10,10 @@ Un assistant shell (Qwen3.5-4B sur llmman) qui tourne avec `yolo: false` : chaqu | ||
| 10 | 10 | | `dangerous`, confiance ≥ 0,8, destructive ≥ 0,7 | `deny` | la commande ne s'exécute pas ; le modèle lit pourquoi | |
| 11 | 11 | | tout le reste, ou le décideur a échoué | rien | la question vous est posée, comme d'habitude | |
| 12 | 12 | |
| 13 | + | |
| 14 | + | |
| 15 | +Source modifiable : `decision-commands-flow.drawio` (draw.io) ; `decision-commands-flow.svg` est la même image. | |
| 16 | + | |
| 13 | 17 | ## La lancer |
| 14 | 18 | |
| 15 | 19 | Téléchargez les modèles dans llmman une fois : |
| @@ -10,6 +10,10 @@ Un assistant shell (Qwen3.5-4B sur llmman) qui tourne avec `yolo: false` : chaqu | |||
| 10 | | `dangerous`, confiance ≥ 0,8, destructive ≥ 0,7 | `deny` | la commande ne s'exécute pas ; le modèle lit pourquoi | | 10 | | `dangerous`, confiance ≥ 0,8, destructive ≥ 0,7 | `deny` | la commande ne s'exécute pas ; le modèle lit pourquoi | |
| 11 | | tout le reste, ou le décideur a échoué | rien | la question vous est posée, comme d'habitude | | 11 | | tout le reste, ou le décideur a échoué | rien | la question vous est posée, comme d'habitude | |
| 12 | 12 | ||
| 13 | + | ||
| 14 | + | ||
| 15 | +Source modifiable : `decision-commands-flow.drawio` (draw.io) ; `decision-commands-flow.svg` est la même image. | ||
| 16 | + | ||
| 13 | ## La lancer | 17 | ## La lancer |
| 14 | 18 | ||
| 15 | Téléchargez les modèles dans llmman une fois : | 19 | Téléchargez les modèles dans llmman une fois : |
added
demos/decision-commands/decision-commands-flow.drawio +32 -0 | new file mode 100644 | ||
| @@ -0,0 +1,32 @@ | ||
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| new file mode 100644 | |||
| @@ -0,0 +1,32 @@ | |||
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| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-commands — the decider answers the permission prompt</text> | |
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">with yolo: false every bash call would ask you; a preToolCall hook asks the decision model first</text> | |
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| 21 | + <text x="150.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | |
| 22 | + <text x="150.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B</text> | |
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| 27 | + <text x="500.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/triage.js · matcher ^bash$</text> | |
| 28 | + <text x="500.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#E65100">decider failed → you are asked</text> | |
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| 39 | + <text x="500.0" y="464.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | |
| 40 | + <text x="500.0" y="482.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | |
| 41 | + <text x="500.0" y="499.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | |
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| 44 | + <text x="620.6" y="404" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | |
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| 59 | + <text x="600" y="348" text-anchor="middle" font-size="10.5" fill="#78909C">← risk · destructive</text> | |
| 60 | + <text x="400" y="610" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">The hook only answers what is clear; every other command still asks you.</text> | |
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| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-commands — the decider answers the permission prompt</text> | ||
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">with yolo: false every bash call would ask you; a preToolCall hook asks the decision model first</text> | ||
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| 20 | + <text x="150.0" y="190.0" text-anchor="middle" font-size="22">🤖</text> | ||
| 21 | + <text x="150.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | ||
| 22 | + <text x="150.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B</text> | ||
| 23 | + <text x="150.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#01579B">yolo: false</text> | ||
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| 26 | + <text x="500.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">preToolCall hook</text> | ||
| 27 | + <text x="500.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/triage.js · matcher ^bash$</text> | ||
| 28 | + <text x="500.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#E65100">decider failed → you are asked</text> | ||
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| 30 | + <text x="950.0" y="142" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">the hook's answer</text> | ||
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| 32 | + <text x="950.0" y="186.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">allow → runs, nobody asked</text> | ||
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| 34 | + <text x="950.0" y="242.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">deny → does not run, the model reads why</text> | ||
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| 36 | + <text x="950.0" y="298.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#0D47A1">nothing → you are asked, as usual</text> | ||
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| 39 | + <text x="500.0" y="464.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 40 | + <text x="500.0" y="482.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | ||
| 41 | + <text x="500.0" y="499.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 42 | + <text x="500.0" y="516.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | ||
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| 44 | + <text x="620.6" y="404" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | ||
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| 46 | + <text x="950.0" y="402" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">the questions · agent.decider.yaml</text> | ||
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| 48 | + <text x="851.0" y="448.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">risk · choice</text> | ||
| 49 | + <g filter="url(#shadow)"><rect x="958.0" y="420" width="182.0" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 50 | + <text x="1049.0" y="448.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">destructive · noul</text> | ||
| 51 | + <text x="950" y="500" text-anchor="middle" font-size="11.5" fill="#37474F">allow: read-only ≥ 0.8 and destructive < 0.3</text> | ||
| 52 | + <text x="950" y="520" text-anchor="middle" font-size="11.5" fill="#37474F">deny: dangerous ≥ 0.8 and destructive ≥ 0.7</text> | ||
| 53 | + <text x="950" y="545" text-anchor="middle" font-size="11.5" fill="#37474F" font-style="italic">anything else: the usual prompt</text> | ||
| 54 | + <rect x="270.0" y="190.0" width="70" height="40" rx="5" fill="#FFFFFF"/> | ||
| 55 | + <text x="305" y="207" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">bash</text> | ||
| 56 | + <text x="305" y="223" text-anchor="middle" font-size="10.5" fill="#78909C">{command}</text> | ||
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| 58 | + <text x="600" y="332" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">the command alone</text> | ||
| 59 | + <text x="600" y="348" text-anchor="middle" font-size="10.5" fill="#78909C">← risk · destructive</text> | ||
| 60 | + <text x="400" y="610" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">The hook only answers what is clear; every other command still asks you.</text> | ||
| 61 | +</svg> | ||
added
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| @@ -0,0 +1,80 @@ | ||
| 1 | +# Demo: a Dungeon Master helped by a decider that picks the spell | |
| 2 | + | |
| 3 | +*[Version française](README.fr.md)* | |
| 4 | + | |
| 5 | +A novice wizard describes a situation; a decider (LiquidAI d1-3B, `spell.yaml`, ACP name `sidekick`) picks one of the wizard's five spells, and a chat agent playing the Dungeon Master (Qwen3.5-4B, `dungeon_master.yaml`) explains the choice. A `preGeneration` hook written in Go, `hooks/ask-decider/` — the hook of [`decision-chat-golang`](../decision-chat-golang/README.en.md) — sends each message to the decider and adds its answer under the message. | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | +Editable source: `decision-dnd-flow.drawio` (draw.io); `decision-dnd-flow.svg` is the same picture. | |
| 10 | + | |
| 11 | +| File | Role | | |
| 12 | +|------|------| | |
| 13 | +| `spell.yaml` | the decider: one `choice` question, `spell` — `fireball`, `arcane_bolt`, `shield`, `misty_step`, `sleep`, each described by **when** to cast it | | |
| 14 | +| `dungeon_master.yaml` | the chat agent, its system prompt (below), and its `preGeneration` hook: `cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml` | | |
| 15 | +| `hooks/ask-decider/` | the Go hook (its own module): runs the decider named by its argument, writes `spell: <name> (confidence <c>)` under the message | | |
| 16 | + | |
| 17 | +## Run it | |
| 18 | + | |
| 19 | +Pull the models into llmman once: | |
| 20 | + | |
| 21 | +```bash | |
| 22 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 23 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | |
| 24 | +``` | |
| 25 | + | |
| 26 | +Then, from this directory (Go must be on the PATH): | |
| 27 | + | |
| 28 | +```bash | |
| 29 | +mm tui dungeon_master.yaml | |
| 30 | +mm -config dungeon_master.yaml -p "An ogre is raising its club to hit me right now." | |
| 31 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." # the decider alone, its JSON | |
| 32 | +``` | |
| 33 | + | |
| 34 | +## See what the decider answered | |
| 35 | + | |
| 36 | +- **The decider alone**: `mm -config spell.yaml -p "…"` prints the server's JSON (add `| jq`). | |
| 37 | +- **One JSON file per question**: `DECIDER_DUMP=.mm/decider` in the hook's command (on in `dungeon_master.yaml`; remove it to stop). Each question leaves `.mm/decider/<time>-spell.json` with the question, the decider's whole response, the line handed to the Dungeon Master — or the error when the decider failed. `.mm/` is git-ignored. | |
| 38 | +- **What the Dungeon Master read**: `AGENT_TRACE=true mm dungeon_master.yaml`, then the last user message of `.mm/traces/…request.json`. | |
| 39 | + | |
| 40 | +## What was measured (2026-10-24, from the sandbox, llmman on the host) | |
| 41 | + | |
| 42 | +The decider: | |
| 43 | + | |
| 44 | +| Situation | spell | | |
| 45 | +|-----------|-------| | |
| 46 | +| Five goblins are standing in a tight group 40 feet away. My friends are behind me. | fireball (0.50) | | |
| 47 | +| An ogre is raising its club to hit me right now. | shield (0.85) | | |
| 48 | +| Two wolves have grabbed me and the rest of the party is far away. | misty_step (0.47) | | |
| 49 | +| One goblin is left, almost dead, hiding behind a crate. | arcane_bolt (0.58) | | |
| 50 | +| Six kobolds are sneaking toward our camp; the paladin wants to question them alive. | fireball (0.44) — wrong, `sleep` fits | | |
| 51 | + | |
| 52 | +**With the first system prompt** ("help the novice wizard choose… Display all the data provided and the confidence score"), the Dungeon Master went its own way: 7 to 31 s per answer, long analyses, and it followed the decider's pick once out of five (the ogre). It read the confidence as the chance the spell succeeds ("0.50 suggests it might not be the most precise choice"), recommended spells the wizard does not have (Magic Missile, Ray of Frost, Disintegrate, Hold Person), and gave them confidences of its own ("Magic Missile (Confidence: 0.90)"). On the kobolds it was right to reject `fireball`. | |
| 53 | + | |
| 54 | +**With a system prompt that says what the line means** — the one now in `dungeon_master.yaml` — the five spells and no other, the confidence is how sure the decider is of its pick, three short parts: | |
| 55 | + | |
| 56 | +```yaml | |
| 57 | +system: | | |
| 58 | + You are the Dungeon Master. You help a novice wizard choose a spell for the | |
| 59 | + situation the player describes. The wizard knows exactly five spells: | |
| 60 | + fireball, arcane_bolt, shield, misty_step and sleep. Never suggest another. | |
| 61 | + | |
| 62 | + Under each message you find a block "[context added by a hook]" with the | |
| 63 | + line "spell: <name> (confidence <c>)". It comes from a decision model that | |
| 64 | + read the situation: <name> is the spell it picked among the five, and <c> | |
| 65 | + is how sure it is of that pick (0 to 1) — not the chance the spell works. | |
| 66 | + | |
| 67 | + Answer in three short parts: the spell and the confidence; one sentence on | |
| 68 | + why it fits the situation; if the confidence is below 0.5, the other one of | |
| 69 | + the five you would consider, and why. | |
| 70 | +``` | |
| 71 | + | |
| 72 | +2 to 4 s per answer, three lines each, only the five spells, and the decider's pick kept on the four situations where it was right, with an alternative when the confidence was under 0.5. On the kobolds, it answered "spell: sleep (confidence 0.85)": the right spell, but presented as the decider's answer with a confidence the decider never gave (it said fireball, 0.44). A chat model can quietly rewrite what it is handed; when the pick matters, show the decider's line to the player yourself (the debug dump, or the hook's own output), not only through the chat model. | |
| 73 | + | |
| 74 | +The Dungeon Master's D&D rules are not checked here: some sentences are wrong ("its range might be too short" for a fireball at 40 feet). | |
| 75 | + | |
| 76 | +## Read more | |
| 77 | + | |
| 78 | +- [How to write the questions of a decider](../../docs/en/how-to/write-decision-questions.md) — the spell example and three others | |
| 79 | +- [`decision-chat-golang`](../decision-chat-golang/README.en.md) — the same hook, the same flow, for Go programming | |
| 80 | +- [Hooks reference — `preGeneration`](../../docs/en/reference/hooks.md#pregeneration) | |
| new file mode 100644 | |||
| @@ -0,0 +1,80 @@ | |||
| 1 | +# Demo: a Dungeon Master helped by a decider that picks the spell | ||
| 2 | + | ||
| 3 | +*[Version française](README.fr.md)* | ||
| 4 | + | ||
| 5 | +A novice wizard describes a situation; a decider (LiquidAI d1-3B, `spell.yaml`, ACP name `sidekick`) picks one of the wizard's five spells, and a chat agent playing the Dungeon Master (Qwen3.5-4B, `dungeon_master.yaml`) explains the choice. A `preGeneration` hook written in Go, `hooks/ask-decider/` — the hook of [`decision-chat-golang`](../decision-chat-golang/README.en.md) — sends each message to the decider and adds its answer under the message. | ||
| 6 | + | ||
| 7 | + | ||
| 8 | + | ||
| 9 | +Editable source: `decision-dnd-flow.drawio` (draw.io); `decision-dnd-flow.svg` is the same picture. | ||
| 10 | + | ||
| 11 | +| File | Role | | ||
| 12 | +|------|------| | ||
| 13 | +| `spell.yaml` | the decider: one `choice` question, `spell` — `fireball`, `arcane_bolt`, `shield`, `misty_step`, `sleep`, each described by **when** to cast it | | ||
| 14 | +| `dungeon_master.yaml` | the chat agent, its system prompt (below), and its `preGeneration` hook: `cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml` | | ||
| 15 | +| `hooks/ask-decider/` | the Go hook (its own module): runs the decider named by its argument, writes `spell: <name> (confidence <c>)` under the message | | ||
| 16 | + | ||
| 17 | +## Run it | ||
| 18 | + | ||
| 19 | +Pull the models into llmman once: | ||
| 20 | + | ||
| 21 | +```bash | ||
| 22 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 23 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | ||
| 24 | +``` | ||
| 25 | + | ||
| 26 | +Then, from this directory (Go must be on the PATH): | ||
| 27 | + | ||
| 28 | +```bash | ||
| 29 | +mm tui dungeon_master.yaml | ||
| 30 | +mm -config dungeon_master.yaml -p "An ogre is raising its club to hit me right now." | ||
| 31 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." # the decider alone, its JSON | ||
| 32 | +``` | ||
| 33 | + | ||
| 34 | +## See what the decider answered | ||
| 35 | + | ||
| 36 | +- **The decider alone**: `mm -config spell.yaml -p "…"` prints the server's JSON (add `| jq`). | ||
| 37 | +- **One JSON file per question**: `DECIDER_DUMP=.mm/decider` in the hook's command (on in `dungeon_master.yaml`; remove it to stop). Each question leaves `.mm/decider/<time>-spell.json` with the question, the decider's whole response, the line handed to the Dungeon Master — or the error when the decider failed. `.mm/` is git-ignored. | ||
| 38 | +- **What the Dungeon Master read**: `AGENT_TRACE=true mm dungeon_master.yaml`, then the last user message of `.mm/traces/…request.json`. | ||
| 39 | + | ||
| 40 | +## What was measured (2026-10-24, from the sandbox, llmman on the host) | ||
| 41 | + | ||
| 42 | +The decider: | ||
| 43 | + | ||
| 44 | +| Situation | spell | | ||
| 45 | +|-----------|-------| | ||
| 46 | +| Five goblins are standing in a tight group 40 feet away. My friends are behind me. | fireball (0.50) | | ||
| 47 | +| An ogre is raising its club to hit me right now. | shield (0.85) | | ||
| 48 | +| Two wolves have grabbed me and the rest of the party is far away. | misty_step (0.47) | | ||
| 49 | +| One goblin is left, almost dead, hiding behind a crate. | arcane_bolt (0.58) | | ||
| 50 | +| Six kobolds are sneaking toward our camp; the paladin wants to question them alive. | fireball (0.44) — wrong, `sleep` fits | | ||
| 51 | + | ||
| 52 | +**With the first system prompt** ("help the novice wizard choose… Display all the data provided and the confidence score"), the Dungeon Master went its own way: 7 to 31 s per answer, long analyses, and it followed the decider's pick once out of five (the ogre). It read the confidence as the chance the spell succeeds ("0.50 suggests it might not be the most precise choice"), recommended spells the wizard does not have (Magic Missile, Ray of Frost, Disintegrate, Hold Person), and gave them confidences of its own ("Magic Missile (Confidence: 0.90)"). On the kobolds it was right to reject `fireball`. | ||
| 53 | + | ||
| 54 | +**With a system prompt that says what the line means** — the one now in `dungeon_master.yaml` — the five spells and no other, the confidence is how sure the decider is of its pick, three short parts: | ||
| 55 | + | ||
| 56 | +```yaml | ||
| 57 | +system: | | ||
| 58 | + You are the Dungeon Master. You help a novice wizard choose a spell for the | ||
| 59 | + situation the player describes. The wizard knows exactly five spells: | ||
| 60 | + fireball, arcane_bolt, shield, misty_step and sleep. Never suggest another. | ||
| 61 | + | ||
| 62 | + Under each message you find a block "[context added by a hook]" with the | ||
| 63 | + line "spell: <name> (confidence <c>)". It comes from a decision model that | ||
| 64 | + read the situation: <name> is the spell it picked among the five, and <c> | ||
| 65 | + is how sure it is of that pick (0 to 1) — not the chance the spell works. | ||
| 66 | + | ||
| 67 | + Answer in three short parts: the spell and the confidence; one sentence on | ||
| 68 | + why it fits the situation; if the confidence is below 0.5, the other one of | ||
| 69 | + the five you would consider, and why. | ||
| 70 | +``` | ||
| 71 | + | ||
| 72 | +2 to 4 s per answer, three lines each, only the five spells, and the decider's pick kept on the four situations where it was right, with an alternative when the confidence was under 0.5. On the kobolds, it answered "spell: sleep (confidence 0.85)": the right spell, but presented as the decider's answer with a confidence the decider never gave (it said fireball, 0.44). A chat model can quietly rewrite what it is handed; when the pick matters, show the decider's line to the player yourself (the debug dump, or the hook's own output), not only through the chat model. | ||
| 73 | + | ||
| 74 | +The Dungeon Master's D&D rules are not checked here: some sentences are wrong ("its range might be too short" for a fireball at 40 feet). | ||
| 75 | + | ||
| 76 | +## Read more | ||
| 77 | + | ||
| 78 | +- [How to write the questions of a decider](../../docs/en/how-to/write-decision-questions.md) — the spell example and three others | ||
| 79 | +- [`decision-chat-golang`](../decision-chat-golang/README.en.md) — the same hook, the same flow, for Go programming | ||
| 80 | +- [Hooks reference — `preGeneration`](../../docs/en/reference/hooks.md#pregeneration) | ||
added
demos/decision-dnd/README.fr.md +80 -0 | new file mode 100644 | ||
| @@ -0,0 +1,80 @@ | ||
| 1 | +# Démo : un maître du jeu aidé par un décideur qui choisit le sort | |
| 2 | + | |
| 3 | +*[English version](README.en.md)* | |
| 4 | + | |
| 5 | +Un magicien débutant décrit une situation ; un décideur (LiquidAI d1-3B, `spell.yaml`, nom ACP `sidekick`) choisit l'un des cinq sorts du magicien, et un agent de chat qui joue le maître du jeu (Qwen3.5-4B, `dungeon_master.yaml`) explique ce choix. Un hook `preGeneration` écrit en Go, `hooks/ask-decider/` — le hook de [`decision-chat-golang`](../decision-chat-golang/README.fr.md) — envoie chaque message au décideur et ajoute sa réponse sous le message. | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | +Source modifiable : `decision-dnd-flow.drawio` (draw.io) ; `decision-dnd-flow.svg` est la même image. | |
| 10 | + | |
| 11 | +| Fichier | Rôle | | |
| 12 | +|---------|------| | |
| 13 | +| `spell.yaml` | le décideur : une question `choice`, `spell` — `fireball`, `arcane_bolt`, `shield`, `misty_step`, `sleep`, chacun décrit par **quand** le lancer | | |
| 14 | +| `dungeon_master.yaml` | l'agent de chat, son prompt système (plus bas), et son hook `preGeneration` : `cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml` | | |
| 15 | +| `hooks/ask-decider/` | le hook Go (un module à part) : lance le décideur nommé en argument, écrit `spell: <nom> (confidence <c>)` sous le message | | |
| 16 | + | |
| 17 | +## La lancer | |
| 18 | + | |
| 19 | +Téléchargez les modèles dans llmman une fois : | |
| 20 | + | |
| 21 | +```bash | |
| 22 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 23 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | |
| 24 | +``` | |
| 25 | + | |
| 26 | +Puis, depuis ce dossier (Go doit être dans le PATH) : | |
| 27 | + | |
| 28 | +```bash | |
| 29 | +mm tui dungeon_master.yaml | |
| 30 | +mm -config dungeon_master.yaml -p "An ogre is raising its club to hit me right now." | |
| 31 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." # le décideur seul, son JSON | |
| 32 | +``` | |
| 33 | + | |
| 34 | +## Voir ce que le décideur a répondu | |
| 35 | + | |
| 36 | +- **Le décideur seul** : `mm -config spell.yaml -p "…"` affiche le JSON du serveur (ajoutez `| jq`). | |
| 37 | +- **Un fichier JSON par question** : `DECIDER_DUMP=.mm/decider` dans la commande du hook (activé dans `dungeon_master.yaml` ; retirez-le pour arrêter). Chaque question laisse `.mm/decider/<heure>-spell.json` avec la question, la réponse complète du décideur, la ligne transmise au maître du jeu — ou l'erreur quand le décideur a échoué. `.mm/` est ignoré par git. | |
| 38 | +- **Ce que le maître du jeu a lu** : `AGENT_TRACE=true mm dungeon_master.yaml`, puis le dernier message utilisateur de `.mm/traces/…request.json`. | |
| 39 | + | |
| 40 | +## Ce qui a été mesuré (2026-10-24, depuis le sandbox, llmman sur l'hôte) | |
| 41 | + | |
| 42 | +Le décideur : | |
| 43 | + | |
| 44 | +| Situation | spell | | |
| 45 | +|-----------|-------| | |
| 46 | +| Five goblins are standing in a tight group 40 feet away. My friends are behind me. | fireball (0.50) | | |
| 47 | +| An ogre is raising its club to hit me right now. | shield (0.85) | | |
| 48 | +| Two wolves have grabbed me and the rest of the party is far away. | misty_step (0.47) | | |
| 49 | +| One goblin is left, almost dead, hiding behind a crate. | arcane_bolt (0.58) | | |
| 50 | +| Six kobolds are sneaking toward our camp; the paladin wants to question them alive. | fireball (0.44) — faux, `sleep` convient | | |
| 51 | + | |
| 52 | +**Avec le premier prompt système** (« help the novice wizard choose… Display all the data provided and the confidence score »), le maître du jeu a fait à sa façon : de 7 à 31 s par réponse, de longues analyses, et il a suivi le choix du décideur une fois sur cinq (l'ogre). Il a lu la confiance comme la chance que le sort réussisse (« 0.50 suggests it might not be the most precise choice »), recommandé des sorts que le magicien n'a pas (Magic Missile, Ray of Frost, Disintegrate, Hold Person), et leur a donné ses propres confiances (« Magic Missile (Confidence: 0.90) »). Sur les kobolds, il a eu raison de rejeter `fireball`. | |
| 53 | + | |
| 54 | +**Avec un prompt système qui dit ce que signifie la ligne** — celui qui est maintenant dans `dungeon_master.yaml` — les cinq sorts et aucun autre, la confiance est la certitude du décideur sur son choix, trois parties courtes : | |
| 55 | + | |
| 56 | +```yaml | |
| 57 | +system: | | |
| 58 | + You are the Dungeon Master. You help a novice wizard choose a spell for the | |
| 59 | + situation the player describes. The wizard knows exactly five spells: | |
| 60 | + fireball, arcane_bolt, shield, misty_step and sleep. Never suggest another. | |
| 61 | + | |
| 62 | + Under each message you find a block "[context added by a hook]" with the | |
| 63 | + line "spell: <name> (confidence <c>)". It comes from a decision model that | |
| 64 | + read the situation: <name> is the spell it picked among the five, and <c> | |
| 65 | + is how sure it is of that pick (0 to 1) — not the chance the spell works. | |
| 66 | + | |
| 67 | + Answer in three short parts: the spell and the confidence; one sentence on | |
| 68 | + why it fits the situation; if the confidence is below 0.5, the other one of | |
| 69 | + the five you would consider, and why. | |
| 70 | +``` | |
| 71 | + | |
| 72 | +De 2 à 4 s par réponse, trois lignes chacune, seulement les cinq sorts, et le choix du décideur conservé dans les quatre situations où il était juste, avec une alternative quand la confiance était sous 0,5. Sur les kobolds, il a répondu « spell: sleep (confidence 0.85) » : le bon sort, mais présenté comme la réponse du décideur avec une confiance que le décideur n'a jamais donnée (il avait dit fireball, 0,44). Un modèle de chat peut réécrire sans le dire ce qu'on lui transmet ; quand le choix compte, montrez vous-même la ligne du décideur au joueur (la sauvegarde de débogage, ou la sortie du hook), pas seulement à travers le modèle de chat. | |
| 73 | + | |
| 74 | +Les règles de D&D du maître du jeu ne sont pas vérifiées ici : certaines phrases sont fausses (« its range might be too short » pour une boule de feu à 40 pieds). | |
| 75 | + | |
| 76 | +## Pour aller plus loin | |
| 77 | + | |
| 78 | +- [Écrire les questions d'un décideur](../../docs/fr/how-to/write-decision-questions.md) — l'exemple des sorts et trois autres | |
| 79 | +- [`decision-chat-golang`](../decision-chat-golang/README.fr.md) — le même hook, le même flux, pour la programmation Go | |
| 80 | +- [Référence des hooks — `preGeneration`](../../docs/fr/reference/hooks.md#pregeneration) | |
| new file mode 100644 | |||
| @@ -0,0 +1,80 @@ | |||
| 1 | +# Démo : un maître du jeu aidé par un décideur qui choisit le sort | ||
| 2 | + | ||
| 3 | +*[English version](README.en.md)* | ||
| 4 | + | ||
| 5 | +Un magicien débutant décrit une situation ; un décideur (LiquidAI d1-3B, `spell.yaml`, nom ACP `sidekick`) choisit l'un des cinq sorts du magicien, et un agent de chat qui joue le maître du jeu (Qwen3.5-4B, `dungeon_master.yaml`) explique ce choix. Un hook `preGeneration` écrit en Go, `hooks/ask-decider/` — le hook de [`decision-chat-golang`](../decision-chat-golang/README.fr.md) — envoie chaque message au décideur et ajoute sa réponse sous le message. | ||
| 6 | + | ||
| 7 | + | ||
| 8 | + | ||
| 9 | +Source modifiable : `decision-dnd-flow.drawio` (draw.io) ; `decision-dnd-flow.svg` est la même image. | ||
| 10 | + | ||
| 11 | +| Fichier | Rôle | | ||
| 12 | +|---------|------| | ||
| 13 | +| `spell.yaml` | le décideur : une question `choice`, `spell` — `fireball`, `arcane_bolt`, `shield`, `misty_step`, `sleep`, chacun décrit par **quand** le lancer | | ||
| 14 | +| `dungeon_master.yaml` | l'agent de chat, son prompt système (plus bas), et son hook `preGeneration` : `cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml` | | ||
| 15 | +| `hooks/ask-decider/` | le hook Go (un module à part) : lance le décideur nommé en argument, écrit `spell: <nom> (confidence <c>)` sous le message | | ||
| 16 | + | ||
| 17 | +## La lancer | ||
| 18 | + | ||
| 19 | +Téléchargez les modèles dans llmman une fois : | ||
| 20 | + | ||
| 21 | +```bash | ||
| 22 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 23 | +llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | ||
| 24 | +``` | ||
| 25 | + | ||
| 26 | +Puis, depuis ce dossier (Go doit être dans le PATH) : | ||
| 27 | + | ||
| 28 | +```bash | ||
| 29 | +mm tui dungeon_master.yaml | ||
| 30 | +mm -config dungeon_master.yaml -p "An ogre is raising its club to hit me right now." | ||
| 31 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." # le décideur seul, son JSON | ||
| 32 | +``` | ||
| 33 | + | ||
| 34 | +## Voir ce que le décideur a répondu | ||
| 35 | + | ||
| 36 | +- **Le décideur seul** : `mm -config spell.yaml -p "…"` affiche le JSON du serveur (ajoutez `| jq`). | ||
| 37 | +- **Un fichier JSON par question** : `DECIDER_DUMP=.mm/decider` dans la commande du hook (activé dans `dungeon_master.yaml` ; retirez-le pour arrêter). Chaque question laisse `.mm/decider/<heure>-spell.json` avec la question, la réponse complète du décideur, la ligne transmise au maître du jeu — ou l'erreur quand le décideur a échoué. `.mm/` est ignoré par git. | ||
| 38 | +- **Ce que le maître du jeu a lu** : `AGENT_TRACE=true mm dungeon_master.yaml`, puis le dernier message utilisateur de `.mm/traces/…request.json`. | ||
| 39 | + | ||
| 40 | +## Ce qui a été mesuré (2026-10-24, depuis le sandbox, llmman sur l'hôte) | ||
| 41 | + | ||
| 42 | +Le décideur : | ||
| 43 | + | ||
| 44 | +| Situation | spell | | ||
| 45 | +|-----------|-------| | ||
| 46 | +| Five goblins are standing in a tight group 40 feet away. My friends are behind me. | fireball (0.50) | | ||
| 47 | +| An ogre is raising its club to hit me right now. | shield (0.85) | | ||
| 48 | +| Two wolves have grabbed me and the rest of the party is far away. | misty_step (0.47) | | ||
| 49 | +| One goblin is left, almost dead, hiding behind a crate. | arcane_bolt (0.58) | | ||
| 50 | +| Six kobolds are sneaking toward our camp; the paladin wants to question them alive. | fireball (0.44) — faux, `sleep` convient | | ||
| 51 | + | ||
| 52 | +**Avec le premier prompt système** (« help the novice wizard choose… Display all the data provided and the confidence score »), le maître du jeu a fait à sa façon : de 7 à 31 s par réponse, de longues analyses, et il a suivi le choix du décideur une fois sur cinq (l'ogre). Il a lu la confiance comme la chance que le sort réussisse (« 0.50 suggests it might not be the most precise choice »), recommandé des sorts que le magicien n'a pas (Magic Missile, Ray of Frost, Disintegrate, Hold Person), et leur a donné ses propres confiances (« Magic Missile (Confidence: 0.90) »). Sur les kobolds, il a eu raison de rejeter `fireball`. | ||
| 53 | + | ||
| 54 | +**Avec un prompt système qui dit ce que signifie la ligne** — celui qui est maintenant dans `dungeon_master.yaml` — les cinq sorts et aucun autre, la confiance est la certitude du décideur sur son choix, trois parties courtes : | ||
| 55 | + | ||
| 56 | +```yaml | ||
| 57 | +system: | | ||
| 58 | + You are the Dungeon Master. You help a novice wizard choose a spell for the | ||
| 59 | + situation the player describes. The wizard knows exactly five spells: | ||
| 60 | + fireball, arcane_bolt, shield, misty_step and sleep. Never suggest another. | ||
| 61 | + | ||
| 62 | + Under each message you find a block "[context added by a hook]" with the | ||
| 63 | + line "spell: <name> (confidence <c>)". It comes from a decision model that | ||
| 64 | + read the situation: <name> is the spell it picked among the five, and <c> | ||
| 65 | + is how sure it is of that pick (0 to 1) — not the chance the spell works. | ||
| 66 | + | ||
| 67 | + Answer in three short parts: the spell and the confidence; one sentence on | ||
| 68 | + why it fits the situation; if the confidence is below 0.5, the other one of | ||
| 69 | + the five you would consider, and why. | ||
| 70 | +``` | ||
| 71 | + | ||
| 72 | +De 2 à 4 s par réponse, trois lignes chacune, seulement les cinq sorts, et le choix du décideur conservé dans les quatre situations où il était juste, avec une alternative quand la confiance était sous 0,5. Sur les kobolds, il a répondu « spell: sleep (confidence 0.85) » : le bon sort, mais présenté comme la réponse du décideur avec une confiance que le décideur n'a jamais donnée (il avait dit fireball, 0,44). Un modèle de chat peut réécrire sans le dire ce qu'on lui transmet ; quand le choix compte, montrez vous-même la ligne du décideur au joueur (la sauvegarde de débogage, ou la sortie du hook), pas seulement à travers le modèle de chat. | ||
| 73 | + | ||
| 74 | +Les règles de D&D du maître du jeu ne sont pas vérifiées ici : certaines phrases sont fausses (« its range might be too short » pour une boule de feu à 40 pieds). | ||
| 75 | + | ||
| 76 | +## Pour aller plus loin | ||
| 77 | + | ||
| 78 | +- [Écrire les questions d'un décideur](../../docs/fr/how-to/write-decision-questions.md) — l'exemple des sorts et trois autres | ||
| 79 | +- [`decision-chat-golang`](../decision-chat-golang/README.fr.md) — le même hook, le même flux, pour la programmation Go | ||
| 80 | +- [Référence des hooks — `preGeneration`](../../docs/fr/reference/hooks.md#pregeneration) | ||
added
demos/decision-dnd/decision-dnd-flow.drawio +36 -0 | new file mode 100644 | ||
| @@ -0,0 +1,36 @@ | ||
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| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">a Go preGeneration hook asks the decision model, the Dungeon Master explains its choice</text> | |
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| 23 | + <text x="135.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#0D47A1">Player</text> | |
| 24 | + <text x="135.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">describes the situation</text> | |
| 25 | + <text x="135.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">terminal · -tui · editor</text> | |
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| 28 | + <text x="465.0" y="194.5" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">preGeneration hook</text> | |
| 29 | + <text x="465.0" y="212.5" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/ask-decider (Go)</text> | |
| 30 | + <text x="465.0" y="229.5" text-anchor="middle" font-size="11.5" fill="#E65100">go run . spell.yaml</text> | |
| 31 | + <text x="465.0" y="246.5" text-anchor="middle" font-size="11.5" fill="#E65100">DECIDER_DUMP=.mm/decider</text> | |
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| 34 | + <text x="1020.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Dungeon Master</text> | |
| 35 | + <text x="1020.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B · dungeon_master.yaml</text> | |
| 36 | + <text x="1020.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#01579B">shows the data and the confidence</text> | |
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| 39 | + <text x="465.0" y="464.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider · sidekick</text> | |
| 40 | + <text x="465.0" y="482.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · spell.yaml</text> | |
| 41 | + <text x="465.0" y="499.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | |
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| 62 | + <text x="150.0" y="508.0" text-anchor="middle" font-size="11.5" fill="#263238"><time>-spell.json</text> | |
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| 69 | + <text x="575" y="327" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">mm -config spell.yaml -p</text> | |
| 70 | + <text x="575" y="343" text-anchor="middle" font-size="10.5" fill="#78909C">← answers (JSON)</text> | |
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| 75 | + <text x="600" y="625" text-anchor="middle" font-size="12" fill="#455A64" font-style="italic">Change the spells in spell.yaml and the Dungeon Master's role in dungeon_master.yaml: the hook passes any answer on.</text> | |
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| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">a Go preGeneration hook asks the decision model, the Dungeon Master explains its choice</text> | ||
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| 25 | + <text x="135.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">terminal · -tui · editor</text> | ||
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| 28 | + <text x="465.0" y="194.5" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">preGeneration hook</text> | ||
| 29 | + <text x="465.0" y="212.5" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/ask-decider (Go)</text> | ||
| 30 | + <text x="465.0" y="229.5" text-anchor="middle" font-size="11.5" fill="#E65100">go run . spell.yaml</text> | ||
| 31 | + <text x="465.0" y="246.5" text-anchor="middle" font-size="11.5" fill="#E65100">DECIDER_DUMP=.mm/decider</text> | ||
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| 34 | + <text x="1020.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Dungeon Master</text> | ||
| 35 | + <text x="1020.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B · dungeon_master.yaml</text> | ||
| 36 | + <text x="1020.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#01579B">shows the data and the confidence</text> | ||
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| 39 | + <text x="465.0" y="464.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider · sidekick</text> | ||
| 40 | + <text x="465.0" y="482.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · spell.yaml</text> | ||
| 41 | + <text x="465.0" y="499.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 42 | + <text x="465.0" y="516.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one choice, ~0.5 s</text> | ||
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| 49 | + <g filter="url(#shadow)"><rect x="837" y="420" width="145" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 50 | + <text x="909.5" y="448.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">arcane_bolt</text> | ||
| 51 | + <g filter="url(#shadow)"><rect x="994" y="420" width="145" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 52 | + <text x="1066.5" y="448.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">shield</text> | ||
| 53 | + <g filter="url(#shadow)"><rect x="758" y="478" width="145" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 54 | + <text x="830.5" y="506.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">misty_step</text> | ||
| 55 | + <g filter="url(#shadow)"><rect x="915" y="478" width="145" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 56 | + <text x="987.5" y="506.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">sleep</text> | ||
| 57 | + <text x="910" y="558" text-anchor="middle" font-size="12" fill="#37474F" font-family="DejaVu Sans Mono, monospace">spell: fireball (confidence 0.50)</text> | ||
| 58 | + <g filter="url(#shadow)"><rect x="40" y="410" width="220" height="120" rx="16" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 59 | + <text x="150.0" y="450.0" text-anchor="middle" font-size="22">📋</text> | ||
| 60 | + <text x="150.0" y="473.0" text-anchor="middle" font-size="15" font-weight="700" fill="#263238">Debug dump</text> | ||
| 61 | + <text x="150.0" y="491.0" text-anchor="middle" font-size="11.5" fill="#263238">.mm/decider/</text> | ||
| 62 | + <text x="150.0" y="508.0" text-anchor="middle" font-size="11.5" fill="#263238"><time>-spell.json</text> | ||
| 63 | + <rect x="238.0" y="216.0" width="84" height="24" rx="5" fill="#FFFFFF"/> | ||
| 64 | + <text x="280" y="232.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">situation</text> | ||
| 65 | + <rect x="651.25" y="180.0" width="177.5" height="40" rx="5" fill="#FFFFFF"/> | ||
| 66 | + <text x="740" y="197" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">situation + spell</text> | ||
| 67 | + <text x="740" y="213" text-anchor="middle" font-size="10.5" fill="#78909C">[context added by a hook]</text> | ||
| 68 | + <rect x="473.8" y="310.0" width="202.39999999999998" height="40" rx="5" fill="#FFFFFF"/> | ||
| 69 | + <text x="575" y="327" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">mm -config spell.yaml -p</text> | ||
| 70 | + <text x="575" y="343" text-anchor="middle" font-size="10.5" fill="#78909C">← answers (JSON)</text> | ||
| 71 | + <rect x="180.0" y="308.0" width="160" height="24" rx="5" fill="#FFFFFF"/> | ||
| 72 | + <text x="260" y="324.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">one JSON per question</text> | ||
| 73 | + <rect x="433.20000000000005" y="88.0" width="293.59999999999997" height="24" rx="5" fill="#FFFFFF"/> | ||
| 74 | + <text x="580" y="104.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">advice: the spell, why, and how sure</text> | ||
| 75 | + <text x="600" y="625" text-anchor="middle" font-size="12" fill="#455A64" font-style="italic">Change the spells in spell.yaml and the Dungeon Master's role in dungeon_master.yaml: the hook passes any answer on.</text> | ||
| 76 | +</svg> | ||
added
demos/decision-dnd/dungeon_master.yaml +63 -0 | new file mode 100644 | ||
| @@ -0,0 +1,63 @@ | ||
| 1 | +# A Dungeon Master helped by a decider. Before each message reaches the chat | |
| 2 | +# model, a preGeneration hook — a Go program, hooks/ask-decider — sends it to a | |
| 3 | +# decision model (spell.yaml) and adds its pick under the message: | |
| 4 | +# "spell: <name> (confidence <c>)". The system prompt says what that line means. | |
| 5 | +# | |
| 6 | +# player ──► situation ──► hook (Go) ──► decider (d1-3B, spell.yaml) | |
| 7 | +# │◄── spell + confidence | |
| 8 | +# ▼ | |
| 9 | +# situation + spell ──► Dungeon Master (Qwen3.5-4B) ──► advice | |
| 10 | +# | |
| 11 | +# cd demos/decision-dnd | |
| 12 | +# mm tui dungeon_master.yaml # or: mm -config dungeon_master.yaml -p "…" | |
| 13 | +# | |
| 14 | +# The hook runs with `go run`: Go must be on the PATH. DECIDER_DUMP keeps one | |
| 15 | +# JSON file per question in .mm/decider/ (git-ignored) — remove it to stop. | |
| 16 | +provider: llmman | |
| 17 | +model: hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | |
| 18 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 19 | +fallback: http://host.docker.internal:17434/v1 | |
| 20 | + | |
| 21 | +acp: | |
| 22 | + name: dungeon_master | |
| 23 | + title: "dungeon master" | |
| 24 | + | |
| 25 | +system: | | |
| 26 | + You are the Dungeon Master. You help a novice wizard choose a spell for the | |
| 27 | + situation the player describes. The wizard knows exactly five spells: | |
| 28 | + fireball, arcane_bolt, shield, misty_step and sleep. Never suggest another. | |
| 29 | + | |
| 30 | + Under each message you find a block "[context added by a hook]" with the | |
| 31 | + line "spell: <name> (confidence <c>)". It comes from a decision model that | |
| 32 | + read the situation: <name> is the spell it picked among the five, and <c> | |
| 33 | + is how sure it is of that pick (0 to 1) — not the chance the spell works. | |
| 34 | + | |
| 35 | + Answer in three short parts: the spell and the confidence; one sentence on | |
| 36 | + why it fits the situation; if the confidence is below 0.5, the other one of | |
| 37 | + the five you would consider, and why. | |
| 38 | + | |
| 39 | +sampling: | |
| 40 | + temperature: 0.2 | |
| 41 | + max_tokens: 1536 | |
| 42 | + # Qwen3.5 thinks by default; with rules like these it can loop until the limit. | |
| 43 | + chat_template_kwargs: | |
| 44 | + enable_thinking: false | |
| 45 | + | |
| 46 | +# The chat model answers from what it knows: no tools, no skills. | |
| 47 | +bashTool: false | |
| 48 | +editTools: false | |
| 49 | +planTool: false | |
| 50 | +fetchContentTool: false | |
| 51 | +askUserTool: false | |
| 52 | +unloadModels: false | |
| 53 | +skillsDir: no-skills | |
| 54 | +agentsMd: | |
| 55 | + enabled: false | |
| 56 | + | |
| 57 | +# Shows a 🪝 line for each hook run: which hook ran and how much context it added. | |
| 58 | +displayHooks: true | |
| 59 | + | |
| 60 | +hooks: | |
| 61 | + preGeneration: | |
| 62 | + - command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml | |
| 63 | + timeout: 60s # the first call loads the decision model (and go run compiles once) | |
| new file mode 100644 | |||
| @@ -0,0 +1,63 @@ | |||
| 1 | +# A Dungeon Master helped by a decider. Before each message reaches the chat | ||
| 2 | +# model, a preGeneration hook — a Go program, hooks/ask-decider — sends it to a | ||
| 3 | +# decision model (spell.yaml) and adds its pick under the message: | ||
| 4 | +# "spell: <name> (confidence <c>)". The system prompt says what that line means. | ||
| 5 | +# | ||
| 6 | +# player ──► situation ──► hook (Go) ──► decider (d1-3B, spell.yaml) | ||
| 7 | +# │◄── spell + confidence | ||
| 8 | +# ▼ | ||
| 9 | +# situation + spell ──► Dungeon Master (Qwen3.5-4B) ──► advice | ||
| 10 | +# | ||
| 11 | +# cd demos/decision-dnd | ||
| 12 | +# mm tui dungeon_master.yaml # or: mm -config dungeon_master.yaml -p "…" | ||
| 13 | +# | ||
| 14 | +# The hook runs with `go run`: Go must be on the PATH. DECIDER_DUMP keeps one | ||
| 15 | +# JSON file per question in .mm/decider/ (git-ignored) — remove it to stop. | ||
| 16 | +provider: llmman | ||
| 17 | +model: hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M | ||
| 18 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 19 | +fallback: http://host.docker.internal:17434/v1 | ||
| 20 | + | ||
| 21 | +acp: | ||
| 22 | + name: dungeon_master | ||
| 23 | + title: "dungeon master" | ||
| 24 | + | ||
| 25 | +system: | | ||
| 26 | + You are the Dungeon Master. You help a novice wizard choose a spell for the | ||
| 27 | + situation the player describes. The wizard knows exactly five spells: | ||
| 28 | + fireball, arcane_bolt, shield, misty_step and sleep. Never suggest another. | ||
| 29 | + | ||
| 30 | + Under each message you find a block "[context added by a hook]" with the | ||
| 31 | + line "spell: <name> (confidence <c>)". It comes from a decision model that | ||
| 32 | + read the situation: <name> is the spell it picked among the five, and <c> | ||
| 33 | + is how sure it is of that pick (0 to 1) — not the chance the spell works. | ||
| 34 | + | ||
| 35 | + Answer in three short parts: the spell and the confidence; one sentence on | ||
| 36 | + why it fits the situation; if the confidence is below 0.5, the other one of | ||
| 37 | + the five you would consider, and why. | ||
| 38 | + | ||
| 39 | +sampling: | ||
| 40 | + temperature: 0.2 | ||
| 41 | + max_tokens: 1536 | ||
| 42 | + # Qwen3.5 thinks by default; with rules like these it can loop until the limit. | ||
| 43 | + chat_template_kwargs: | ||
| 44 | + enable_thinking: false | ||
| 45 | + | ||
| 46 | +# The chat model answers from what it knows: no tools, no skills. | ||
| 47 | +bashTool: false | ||
| 48 | +editTools: false | ||
| 49 | +planTool: false | ||
| 50 | +fetchContentTool: false | ||
| 51 | +askUserTool: false | ||
| 52 | +unloadModels: false | ||
| 53 | +skillsDir: no-skills | ||
| 54 | +agentsMd: | ||
| 55 | + enabled: false | ||
| 56 | + | ||
| 57 | +# Shows a 🪝 line for each hook run: which hook ran and how much context it added. | ||
| 58 | +displayHooks: true | ||
| 59 | + | ||
| 60 | +hooks: | ||
| 61 | + preGeneration: | ||
| 62 | + - command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml | ||
| 63 | + timeout: 60s # the first call loads the decision model (and go run compiles once) | ||
added
demos/decision-dnd/hooks/ask-decider/.gitignore +2 -0 | new file mode 100644 | ||
| @@ -0,0 +1,2 @@ | ||
| 1 | +# Built by `go build -o ask-decider .` (see the README); not committed. | |
| 2 | +/ask-decider | |
| new file mode 100644 | |||
| @@ -0,0 +1,2 @@ | |||
| 1 | +# Built by `go build -o ask-decider .` (see the README); not committed. | ||
| 2 | +/ask-decider | ||
added
demos/decision-dnd/hooks/ask-decider/dump.go +43 -0 | new file mode 100644 | ||
| @@ -0,0 +1,43 @@ | ||
| 1 | +package main | |
| 2 | + | |
| 3 | +import ( | |
| 4 | + "encoding/json" | |
| 5 | + "os" | |
| 6 | + "path/filepath" | |
| 7 | + "strings" | |
| 8 | + "time" | |
| 9 | +) | |
| 10 | + | |
| 11 | +// record is what one run of the hook keeps when DECIDER_DUMP is set: enough | |
| 12 | +// to see what the decider was asked, what it answered, and what the chat | |
| 13 | +// model was given. | |
| 14 | +type record struct { | |
| 15 | + Time time.Time `json:"time"` | |
| 16 | + Decider string `json:"decider"` | |
| 17 | + Prompt string `json:"prompt"` | |
| 18 | + Response json.RawMessage `json:"response,omitempty"` // the server's JSON, untouched | |
| 19 | + Context string `json:"context,omitempty"` // what the chat model reads under the question | |
| 20 | + Error string `json:"error,omitempty"` // why nothing was handed over | |
| 21 | +} | |
| 22 | + | |
| 23 | +// dump writes rec, indented, to a new file of folder named after its time and | |
| 24 | +// its decider — 20261024-081530.123-spell.json — creating folder if needed. | |
| 25 | +// | |
| 26 | +// dump(".mm/decider", record{Time: time.Now(), Decider: "spell.yaml", Prompt: "…"}) | |
| 27 | +func dump(folder string, rec record) error { | |
| 28 | + if err := os.MkdirAll(folder, 0o755); err != nil { | |
| 29 | + return err | |
| 30 | + } | |
| 31 | + data, err := json.MarshalIndent(rec, "", " ") | |
| 32 | + if err != nil { | |
| 33 | + return err | |
| 34 | + } | |
| 35 | + return os.WriteFile(filepath.Join(folder, dumpName(rec)), append(data, '\n'), 0o644) | |
| 36 | +} | |
| 37 | + | |
| 38 | +// dumpName is the file name of a record: its time to the millisecond, then | |
| 39 | +// the decider file's name without its folder and extension. | |
| 40 | +func dumpName(rec record) string { | |
| 41 | + decider := strings.TrimSuffix(filepath.Base(rec.Decider), filepath.Ext(rec.Decider)) | |
| 42 | + return rec.Time.Format("20060102-150405.000") + "-" + decider + ".json" | |
| 43 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,43 @@ | |||
| 1 | +package main | ||
| 2 | + | ||
| 3 | +import ( | ||
| 4 | + "encoding/json" | ||
| 5 | + "os" | ||
| 6 | + "path/filepath" | ||
| 7 | + "strings" | ||
| 8 | + "time" | ||
| 9 | +) | ||
| 10 | + | ||
| 11 | +// record is what one run of the hook keeps when DECIDER_DUMP is set: enough | ||
| 12 | +// to see what the decider was asked, what it answered, and what the chat | ||
| 13 | +// model was given. | ||
| 14 | +type record struct { | ||
| 15 | + Time time.Time `json:"time"` | ||
| 16 | + Decider string `json:"decider"` | ||
| 17 | + Prompt string `json:"prompt"` | ||
| 18 | + Response json.RawMessage `json:"response,omitempty"` // the server's JSON, untouched | ||
| 19 | + Context string `json:"context,omitempty"` // what the chat model reads under the question | ||
| 20 | + Error string `json:"error,omitempty"` // why nothing was handed over | ||
| 21 | +} | ||
| 22 | + | ||
| 23 | +// dump writes rec, indented, to a new file of folder named after its time and | ||
| 24 | +// its decider — 20261024-081530.123-spell.json — creating folder if needed. | ||
| 25 | +// | ||
| 26 | +// dump(".mm/decider", record{Time: time.Now(), Decider: "spell.yaml", Prompt: "…"}) | ||
| 27 | +func dump(folder string, rec record) error { | ||
| 28 | + if err := os.MkdirAll(folder, 0o755); err != nil { | ||
| 29 | + return err | ||
| 30 | + } | ||
| 31 | + data, err := json.MarshalIndent(rec, "", " ") | ||
| 32 | + if err != nil { | ||
| 33 | + return err | ||
| 34 | + } | ||
| 35 | + return os.WriteFile(filepath.Join(folder, dumpName(rec)), append(data, '\n'), 0o644) | ||
| 36 | +} | ||
| 37 | + | ||
| 38 | +// dumpName is the file name of a record: its time to the millisecond, then | ||
| 39 | +// the decider file's name without its folder and extension. | ||
| 40 | +func dumpName(rec record) string { | ||
| 41 | + decider := strings.TrimSuffix(filepath.Base(rec.Decider), filepath.Ext(rec.Decider)) | ||
| 42 | + return rec.Time.Format("20060102-150405.000") + "-" + decider + ".json" | ||
| 43 | +} | ||
added
demos/decision-dnd/hooks/ask-decider/dump_test.go +68 -0 | new file mode 100644 | ||
| @@ -0,0 +1,68 @@ | ||
| 1 | +package main | |
| 2 | + | |
| 3 | +import ( | |
| 4 | + "encoding/json" | |
| 5 | + "os" | |
| 6 | + "path/filepath" | |
| 7 | + "testing" | |
| 8 | + "time" | |
| 9 | +) | |
| 10 | + | |
| 11 | +func TestDumpNameIsTheTimeThenTheDecider(t *testing.T) { | |
| 12 | + at := time.Date(2026, 10, 24, 8, 15, 30, 123_000_000, time.UTC) | |
| 13 | + got := dumpName(record{Time: at, Decider: "../deciders/spell.yaml"}) | |
| 14 | + if got != "20261024-081530.123-spell.json" { | |
| 15 | + t.Fatalf("got %q", got) | |
| 16 | + } | |
| 17 | +} | |
| 18 | + | |
| 19 | +func TestDumpWritesTheResponseUntouchedInANewFolder(t *testing.T) { | |
| 20 | + folder := filepath.Join(t.TempDir(), "logs", "decider") | |
| 21 | + rec := record{ | |
| 22 | + Time: time.Date(2026, 10, 24, 8, 15, 30, 0, time.UTC), | |
| 23 | + Decider: "spell.yaml", | |
| 24 | + Prompt: "An ogre is raising its club.", | |
| 25 | + Response: json.RawMessage(`{"answers":{"spell":{"type":"choice","choice":"shield","confidence":0.85}}}`), | |
| 26 | + Context: "spell: shield (confidence 0.85)", | |
| 27 | + } | |
| 28 | + if err := dump(folder, rec); err != nil { | |
| 29 | + t.Fatal(err) | |
| 30 | + } | |
| 31 | + data, err := os.ReadFile(filepath.Join(folder, "20261024-081530.000-spell.json")) | |
| 32 | + if err != nil { | |
| 33 | + t.Fatal(err) | |
| 34 | + } | |
| 35 | + var back struct { | |
| 36 | + Prompt string `json:"prompt"` | |
| 37 | + Response struct { | |
| 38 | + Answers map[string]answer `json:"answers"` | |
| 39 | + } `json:"response"` | |
| 40 | + Context string `json:"context"` | |
| 41 | + Error string `json:"error"` | |
| 42 | + } | |
| 43 | + if err := json.Unmarshal(data, &back); err != nil { | |
| 44 | + t.Fatalf("not JSON: %v\n%s", err, data) | |
| 45 | + } | |
| 46 | + if back.Prompt != rec.Prompt || back.Context != rec.Context || back.Error != "" { | |
| 47 | + t.Fatalf("fields lost: %+v", back) | |
| 48 | + } | |
| 49 | + if back.Response.Answers["spell"].Choice != "shield" { | |
| 50 | + t.Fatalf("response not kept: %s", data) | |
| 51 | + } | |
| 52 | +} | |
| 53 | + | |
| 54 | +func TestDumpKeepsTheErrorWhenTheDeciderFailed(t *testing.T) { | |
| 55 | + folder := t.TempDir() | |
| 56 | + rec := record{Time: time.Unix(0, 0), Decider: "missing.yaml", Prompt: "q", Error: "exit status 1: config error"} | |
| 57 | + if err := dump(folder, rec); err != nil { | |
| 58 | + t.Fatal(err) | |
| 59 | + } | |
| 60 | + data, _ := os.ReadFile(filepath.Join(folder, dumpName(rec))) | |
| 61 | + var back map[string]any | |
| 62 | + if err := json.Unmarshal(data, &back); err != nil { | |
| 63 | + t.Fatal(err) | |
| 64 | + } | |
| 65 | + if back["error"] != rec.Error || back["response"] != nil { | |
| 66 | + t.Fatalf("got %s", data) | |
| 67 | + } | |
| 68 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,68 @@ | |||
| 1 | +package main | ||
| 2 | + | ||
| 3 | +import ( | ||
| 4 | + "encoding/json" | ||
| 5 | + "os" | ||
| 6 | + "path/filepath" | ||
| 7 | + "testing" | ||
| 8 | + "time" | ||
| 9 | +) | ||
| 10 | + | ||
| 11 | +func TestDumpNameIsTheTimeThenTheDecider(t *testing.T) { | ||
| 12 | + at := time.Date(2026, 10, 24, 8, 15, 30, 123_000_000, time.UTC) | ||
| 13 | + got := dumpName(record{Time: at, Decider: "../deciders/spell.yaml"}) | ||
| 14 | + if got != "20261024-081530.123-spell.json" { | ||
| 15 | + t.Fatalf("got %q", got) | ||
| 16 | + } | ||
| 17 | +} | ||
| 18 | + | ||
| 19 | +func TestDumpWritesTheResponseUntouchedInANewFolder(t *testing.T) { | ||
| 20 | + folder := filepath.Join(t.TempDir(), "logs", "decider") | ||
| 21 | + rec := record{ | ||
| 22 | + Time: time.Date(2026, 10, 24, 8, 15, 30, 0, time.UTC), | ||
| 23 | + Decider: "spell.yaml", | ||
| 24 | + Prompt: "An ogre is raising its club.", | ||
| 25 | + Response: json.RawMessage(`{"answers":{"spell":{"type":"choice","choice":"shield","confidence":0.85}}}`), | ||
| 26 | + Context: "spell: shield (confidence 0.85)", | ||
| 27 | + } | ||
| 28 | + if err := dump(folder, rec); err != nil { | ||
| 29 | + t.Fatal(err) | ||
| 30 | + } | ||
| 31 | + data, err := os.ReadFile(filepath.Join(folder, "20261024-081530.000-spell.json")) | ||
| 32 | + if err != nil { | ||
| 33 | + t.Fatal(err) | ||
| 34 | + } | ||
| 35 | + var back struct { | ||
| 36 | + Prompt string `json:"prompt"` | ||
| 37 | + Response struct { | ||
| 38 | + Answers map[string]answer `json:"answers"` | ||
| 39 | + } `json:"response"` | ||
| 40 | + Context string `json:"context"` | ||
| 41 | + Error string `json:"error"` | ||
| 42 | + } | ||
| 43 | + if err := json.Unmarshal(data, &back); err != nil { | ||
| 44 | + t.Fatalf("not JSON: %v\n%s", err, data) | ||
| 45 | + } | ||
| 46 | + if back.Prompt != rec.Prompt || back.Context != rec.Context || back.Error != "" { | ||
| 47 | + t.Fatalf("fields lost: %+v", back) | ||
| 48 | + } | ||
| 49 | + if back.Response.Answers["spell"].Choice != "shield" { | ||
| 50 | + t.Fatalf("response not kept: %s", data) | ||
| 51 | + } | ||
| 52 | +} | ||
| 53 | + | ||
| 54 | +func TestDumpKeepsTheErrorWhenTheDeciderFailed(t *testing.T) { | ||
| 55 | + folder := t.TempDir() | ||
| 56 | + rec := record{Time: time.Unix(0, 0), Decider: "missing.yaml", Prompt: "q", Error: "exit status 1: config error"} | ||
| 57 | + if err := dump(folder, rec); err != nil { | ||
| 58 | + t.Fatal(err) | ||
| 59 | + } | ||
| 60 | + data, _ := os.ReadFile(filepath.Join(folder, dumpName(rec))) | ||
| 61 | + var back map[string]any | ||
| 62 | + if err := json.Unmarshal(data, &back); err != nil { | ||
| 63 | + t.Fatal(err) | ||
| 64 | + } | ||
| 65 | + if back["error"] != rec.Error || back["response"] != nil { | ||
| 66 | + t.Fatalf("got %s", data) | ||
| 67 | + } | ||
| 68 | +} | ||
added
demos/decision-dnd/hooks/ask-decider/go.mod +5 -0 | new file mode 100644 | ||
| @@ -0,0 +1,5 @@ | ||
| 1 | +// The demo's preGeneration hook. Its own module, so that `go build ./...` in | |
| 2 | +// mini-me does not build it. | |
| 3 | +module askdecider | |
| 4 | + | |
| 5 | +go 1.27 | |
| new file mode 100644 | |||
| @@ -0,0 +1,5 @@ | |||
| 1 | +// The demo's preGeneration hook. Its own module, so that `go build ./...` in | ||
| 2 | +// mini-me does not build it. | ||
| 3 | +module askdecider | ||
| 4 | + | ||
| 5 | +go 1.27 | ||
added
demos/decision-dnd/hooks/ask-decider/main.go +195 -0 | new file mode 100644 | ||
| @@ -0,0 +1,195 @@ | ||
| 1 | +// Command ask-decider is the preGeneration hook of demos/decision-dnd (a copy of | |
| 2 | +// the one of demos/decision-chat-golang). | |
| 3 | +// | |
| 4 | +// It reads the hook input on stdin, sends the user's question to the decider | |
| 5 | +// (run as `mm -config <decider> -p "<question>"`), and writes a reply whose | |
| 6 | +// context holds one line per answer: | |
| 7 | +// | |
| 8 | +// level: beginner (confidence 0.91) | |
| 9 | +// topic: concurrency (confidence 0.88) | |
| 10 | +// wants_code: yes (0.97) | |
| 11 | +// | |
| 12 | +// The lines are built from whatever questions the decider declares, in their | |
| 13 | +// order, so changing the decider's questions needs no change here. Set | |
| 14 | +// DECIDER_RAW=1 to hand over the server's JSON answers instead of the lines. | |
| 15 | +// | |
| 16 | +// The decider file is the first argument, relative to the folder of the agent | |
| 17 | +// file that declares the hook (MM_CONFIG_DIR); without one, agent.decider.yaml: | |
| 18 | +// | |
| 19 | +// command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && go run . spell.yaml | |
| 20 | +// | |
| 21 | +// Set DECIDER_DUMP to a folder (relative to MM_CONFIG_DIR) to keep, for each | |
| 22 | +// question, a timestamped JSON file with the question, the decider's whole | |
| 23 | +// response, the context handed over, or the error — see dump.go: | |
| 24 | +// | |
| 25 | +// command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml | |
| 26 | +// | |
| 27 | +// MM_BIN is the running mm (set by mm for its hooks); MM_CONFIG_DIR is the | |
| 28 | +// folder of agent.yaml. A decider that fails adds nothing: the program writes | |
| 29 | +// nothing and the chat model reads the question alone. | |
| 30 | +package main | |
| 31 | + | |
| 32 | +import ( | |
| 33 | + "bytes" | |
| 34 | + "encoding/json" | |
| 35 | + "fmt" | |
| 36 | + "os" | |
| 37 | + "os/exec" | |
| 38 | + "path/filepath" | |
| 39 | + "strconv" | |
| 40 | + "strings" | |
| 41 | + "time" | |
| 42 | +) | |
| 43 | + | |
| 44 | +// hookInput is the part of the preGeneration input this hook reads. | |
| 45 | +type hookInput struct { | |
| 46 | + Prompt string `json:"prompt"` | |
| 47 | +} | |
| 48 | + | |
| 49 | +// answer is one answer of /v1/systemone; which fields are set depends on Type. | |
| 50 | +type answer struct { | |
| 51 | + Type string `json:"type"` | |
| 52 | + Choice string `json:"choice"` | |
| 53 | + Confidence float64 `json:"confidence"` | |
| 54 | + Noul float64 `json:"noul"` | |
| 55 | + Score float64 `json:"score"` | |
| 56 | + Legend map[string]string `json:"legend"` | |
| 57 | +} | |
| 58 | + | |
| 59 | +// named keeps an answer with its question's name, in the decider's order. | |
| 60 | +type named struct { | |
| 61 | + Name string | |
| 62 | + Answer answer | |
| 63 | +} | |
| 64 | + | |
| 65 | +func main() { | |
| 66 | + var input hookInput | |
| 67 | + if err := json.NewDecoder(os.Stdin).Decode(&input); err != nil { | |
| 68 | + return | |
| 69 | + } | |
| 70 | + rec := record{Time: time.Now(), Decider: deciderFile(os.Args[1:]), Prompt: input.Prompt} | |
| 71 | + if folder := os.Getenv("DECIDER_DUMP"); folder != "" { | |
| 72 | + defer func() { | |
| 73 | + if err := dump(inConfigDir(folder), rec); err != nil { | |
| 74 | + fmt.Fprintln(os.Stderr, "ask-decider: dump:", err) | |
| 75 | + } | |
| 76 | + }() | |
| 77 | + } | |
| 78 | + payload, err := askDecider(rec.Decider, input.Prompt) | |
| 79 | + if err != nil { | |
| 80 | + rec.Error = err.Error() | |
| 81 | + return // empty stdout = continue, the question unchanged | |
| 82 | + } | |
| 83 | + rec.Response = payload | |
| 84 | + context, err := contextFor(payload, os.Getenv("DECIDER_RAW") != "") | |
| 85 | + if err != nil { | |
| 86 | + rec.Error = err.Error() | |
| 87 | + return | |
| 88 | + } | |
| 89 | + rec.Context = context | |
| 90 | + reply, _ := json.Marshal(map[string]string{"context": context}) | |
| 91 | + fmt.Println(string(reply)) | |
| 92 | +} | |
| 93 | + | |
| 94 | +// inConfigDir resolves a path relative to MM_CONFIG_DIR, the folder of the | |
| 95 | +// agent file that declares the hook (../.. from here when it is not set). | |
| 96 | +func inConfigDir(path string) string { | |
| 97 | + if filepath.IsAbs(path) { | |
| 98 | + return path | |
| 99 | + } | |
| 100 | + dir := os.Getenv("MM_CONFIG_DIR") | |
| 101 | + if dir == "" { | |
| 102 | + dir = "../.." | |
| 103 | + } | |
| 104 | + return filepath.Join(dir, path) | |
| 105 | +} | |
| 106 | + | |
| 107 | +// deciderFile returns the decider's agent file named by the arguments, or | |
| 108 | +// agent.decider.yaml when there is none. | |
| 109 | +func deciderFile(args []string) string { | |
| 110 | + if len(args) > 0 && args[0] != "" { | |
| 111 | + return args[0] | |
| 112 | + } | |
| 113 | + return "agent.decider.yaml" | |
| 114 | +} | |
| 115 | + | |
| 116 | +// askDecider runs the decider file (relative to MM_CONFIG_DIR unless it is | |
| 117 | +// absolute) on the question and returns its stdout, the server's JSON. | |
| 118 | +func askDecider(file, question string) ([]byte, error) { | |
| 119 | + mm := os.Getenv("MM_BIN") | |
| 120 | + if mm == "" { | |
| 121 | + mm = "mm" | |
| 122 | + } | |
| 123 | + var stderr bytes.Buffer | |
| 124 | + cmd := exec.Command(mm, "-config", inConfigDir(file), "-p", question) | |
| 125 | + cmd.Stderr = &stderr | |
| 126 | + out, err := cmd.Output() | |
| 127 | + if err != nil { | |
| 128 | + return nil, fmt.Errorf("%w: %s", err, strings.TrimSpace(stderr.String())) | |
| 129 | + } | |
| 130 | + return out, nil | |
| 131 | +} | |
| 132 | + | |
| 133 | +// contextFor turns the decider's JSON into the text the chat model reads: | |
| 134 | +// one line per answer, or the raw answers object when raw is true. | |
| 135 | +func contextFor(payload []byte, raw bool) (string, error) { | |
| 136 | + var envelope struct { | |
| 137 | + Answers json.RawMessage `json:"answers"` | |
| 138 | + } | |
| 139 | + if err := json.Unmarshal(payload, &envelope); err != nil { | |
| 140 | + return "", err | |
| 141 | + } | |
| 142 | + if raw { | |
| 143 | + return string(envelope.Answers), nil | |
| 144 | + } | |
| 145 | + answers, err := inOrder(envelope.Answers) | |
| 146 | + if err != nil { | |
| 147 | + return "", err | |
| 148 | + } | |
| 149 | + lines := make([]string, len(answers)) | |
| 150 | + for i, a := range answers { | |
| 151 | + lines[i] = line(a.Name, a.Answer) | |
| 152 | + } | |
| 153 | + return strings.Join(lines, "\n"), nil | |
| 154 | +} | |
| 155 | + | |
| 156 | +// inOrder decodes the answers object keeping the order of its keys, which is | |
| 157 | +// the order of the decider's questions (a Go map would lose it). | |
| 158 | +func inOrder(object json.RawMessage) ([]named, error) { | |
| 159 | + decoder := json.NewDecoder(bytes.NewReader(object)) | |
| 160 | + if _, err := decoder.Token(); err != nil { // { | |
| 161 | + return nil, err | |
| 162 | + } | |
| 163 | + var out []named | |
| 164 | + for decoder.More() { | |
| 165 | + key, err := decoder.Token() | |
| 166 | + if err != nil { | |
| 167 | + return nil, err | |
| 168 | + } | |
| 169 | + var a answer | |
| 170 | + if err := decoder.Decode(&a); err != nil { | |
| 171 | + return nil, err | |
| 172 | + } | |
| 173 | + out = append(out, named{Name: fmt.Sprint(key), Answer: a}) | |
| 174 | + } | |
| 175 | + return out, nil | |
| 176 | +} | |
| 177 | + | |
| 178 | +// line writes one answer the way the chat model's system prompt reads it. | |
| 179 | +func line(name string, a answer) string { | |
| 180 | + switch a.Type { | |
| 181 | + case "choice": | |
| 182 | + return fmt.Sprintf("%s: %s (confidence %.2f)", name, a.Choice, a.Confidence) | |
| 183 | + case "noul": | |
| 184 | + verdict := "no" | |
| 185 | + if a.Noul >= 0.5 { | |
| 186 | + verdict = "yes" | |
| 187 | + } | |
| 188 | + return fmt.Sprintf("%s: %s (%.2f)", name, verdict, a.Noul) | |
| 189 | + case "score": | |
| 190 | + level := a.Legend[strconv.Itoa(int(a.Score+0.5))] | |
| 191 | + return fmt.Sprintf("%s: %s (score %.2f)", name, level, a.Score) | |
| 192 | + default: | |
| 193 | + return fmt.Sprintf("%s: (unknown answer type %q)", name, a.Type) | |
| 194 | + } | |
| 195 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,195 @@ | |||
| 1 | +// Command ask-decider is the preGeneration hook of demos/decision-dnd (a copy of | ||
| 2 | +// the one of demos/decision-chat-golang). | ||
| 3 | +// | ||
| 4 | +// It reads the hook input on stdin, sends the user's question to the decider | ||
| 5 | +// (run as `mm -config <decider> -p "<question>"`), and writes a reply whose | ||
| 6 | +// context holds one line per answer: | ||
| 7 | +// | ||
| 8 | +// level: beginner (confidence 0.91) | ||
| 9 | +// topic: concurrency (confidence 0.88) | ||
| 10 | +// wants_code: yes (0.97) | ||
| 11 | +// | ||
| 12 | +// The lines are built from whatever questions the decider declares, in their | ||
| 13 | +// order, so changing the decider's questions needs no change here. Set | ||
| 14 | +// DECIDER_RAW=1 to hand over the server's JSON answers instead of the lines. | ||
| 15 | +// | ||
| 16 | +// The decider file is the first argument, relative to the folder of the agent | ||
| 17 | +// file that declares the hook (MM_CONFIG_DIR); without one, agent.decider.yaml: | ||
| 18 | +// | ||
| 19 | +// command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && go run . spell.yaml | ||
| 20 | +// | ||
| 21 | +// Set DECIDER_DUMP to a folder (relative to MM_CONFIG_DIR) to keep, for each | ||
| 22 | +// question, a timestamped JSON file with the question, the decider's whole | ||
| 23 | +// response, the context handed over, or the error — see dump.go: | ||
| 24 | +// | ||
| 25 | +// command: cd "$MM_CONFIG_DIR/hooks/ask-decider" && DECIDER_DUMP=.mm/decider go run . spell.yaml | ||
| 26 | +// | ||
| 27 | +// MM_BIN is the running mm (set by mm for its hooks); MM_CONFIG_DIR is the | ||
| 28 | +// folder of agent.yaml. A decider that fails adds nothing: the program writes | ||
| 29 | +// nothing and the chat model reads the question alone. | ||
| 30 | +package main | ||
| 31 | + | ||
| 32 | +import ( | ||
| 33 | + "bytes" | ||
| 34 | + "encoding/json" | ||
| 35 | + "fmt" | ||
| 36 | + "os" | ||
| 37 | + "os/exec" | ||
| 38 | + "path/filepath" | ||
| 39 | + "strconv" | ||
| 40 | + "strings" | ||
| 41 | + "time" | ||
| 42 | +) | ||
| 43 | + | ||
| 44 | +// hookInput is the part of the preGeneration input this hook reads. | ||
| 45 | +type hookInput struct { | ||
| 46 | + Prompt string `json:"prompt"` | ||
| 47 | +} | ||
| 48 | + | ||
| 49 | +// answer is one answer of /v1/systemone; which fields are set depends on Type. | ||
| 50 | +type answer struct { | ||
| 51 | + Type string `json:"type"` | ||
| 52 | + Choice string `json:"choice"` | ||
| 53 | + Confidence float64 `json:"confidence"` | ||
| 54 | + Noul float64 `json:"noul"` | ||
| 55 | + Score float64 `json:"score"` | ||
| 56 | + Legend map[string]string `json:"legend"` | ||
| 57 | +} | ||
| 58 | + | ||
| 59 | +// named keeps an answer with its question's name, in the decider's order. | ||
| 60 | +type named struct { | ||
| 61 | + Name string | ||
| 62 | + Answer answer | ||
| 63 | +} | ||
| 64 | + | ||
| 65 | +func main() { | ||
| 66 | + var input hookInput | ||
| 67 | + if err := json.NewDecoder(os.Stdin).Decode(&input); err != nil { | ||
| 68 | + return | ||
| 69 | + } | ||
| 70 | + rec := record{Time: time.Now(), Decider: deciderFile(os.Args[1:]), Prompt: input.Prompt} | ||
| 71 | + if folder := os.Getenv("DECIDER_DUMP"); folder != "" { | ||
| 72 | + defer func() { | ||
| 73 | + if err := dump(inConfigDir(folder), rec); err != nil { | ||
| 74 | + fmt.Fprintln(os.Stderr, "ask-decider: dump:", err) | ||
| 75 | + } | ||
| 76 | + }() | ||
| 77 | + } | ||
| 78 | + payload, err := askDecider(rec.Decider, input.Prompt) | ||
| 79 | + if err != nil { | ||
| 80 | + rec.Error = err.Error() | ||
| 81 | + return // empty stdout = continue, the question unchanged | ||
| 82 | + } | ||
| 83 | + rec.Response = payload | ||
| 84 | + context, err := contextFor(payload, os.Getenv("DECIDER_RAW") != "") | ||
| 85 | + if err != nil { | ||
| 86 | + rec.Error = err.Error() | ||
| 87 | + return | ||
| 88 | + } | ||
| 89 | + rec.Context = context | ||
| 90 | + reply, _ := json.Marshal(map[string]string{"context": context}) | ||
| 91 | + fmt.Println(string(reply)) | ||
| 92 | +} | ||
| 93 | + | ||
| 94 | +// inConfigDir resolves a path relative to MM_CONFIG_DIR, the folder of the | ||
| 95 | +// agent file that declares the hook (../.. from here when it is not set). | ||
| 96 | +func inConfigDir(path string) string { | ||
| 97 | + if filepath.IsAbs(path) { | ||
| 98 | + return path | ||
| 99 | + } | ||
| 100 | + dir := os.Getenv("MM_CONFIG_DIR") | ||
| 101 | + if dir == "" { | ||
| 102 | + dir = "../.." | ||
| 103 | + } | ||
| 104 | + return filepath.Join(dir, path) | ||
| 105 | +} | ||
| 106 | + | ||
| 107 | +// deciderFile returns the decider's agent file named by the arguments, or | ||
| 108 | +// agent.decider.yaml when there is none. | ||
| 109 | +func deciderFile(args []string) string { | ||
| 110 | + if len(args) > 0 && args[0] != "" { | ||
| 111 | + return args[0] | ||
| 112 | + } | ||
| 113 | + return "agent.decider.yaml" | ||
| 114 | +} | ||
| 115 | + | ||
| 116 | +// askDecider runs the decider file (relative to MM_CONFIG_DIR unless it is | ||
| 117 | +// absolute) on the question and returns its stdout, the server's JSON. | ||
| 118 | +func askDecider(file, question string) ([]byte, error) { | ||
| 119 | + mm := os.Getenv("MM_BIN") | ||
| 120 | + if mm == "" { | ||
| 121 | + mm = "mm" | ||
| 122 | + } | ||
| 123 | + var stderr bytes.Buffer | ||
| 124 | + cmd := exec.Command(mm, "-config", inConfigDir(file), "-p", question) | ||
| 125 | + cmd.Stderr = &stderr | ||
| 126 | + out, err := cmd.Output() | ||
| 127 | + if err != nil { | ||
| 128 | + return nil, fmt.Errorf("%w: %s", err, strings.TrimSpace(stderr.String())) | ||
| 129 | + } | ||
| 130 | + return out, nil | ||
| 131 | +} | ||
| 132 | + | ||
| 133 | +// contextFor turns the decider's JSON into the text the chat model reads: | ||
| 134 | +// one line per answer, or the raw answers object when raw is true. | ||
| 135 | +func contextFor(payload []byte, raw bool) (string, error) { | ||
| 136 | + var envelope struct { | ||
| 137 | + Answers json.RawMessage `json:"answers"` | ||
| 138 | + } | ||
| 139 | + if err := json.Unmarshal(payload, &envelope); err != nil { | ||
| 140 | + return "", err | ||
| 141 | + } | ||
| 142 | + if raw { | ||
| 143 | + return string(envelope.Answers), nil | ||
| 144 | + } | ||
| 145 | + answers, err := inOrder(envelope.Answers) | ||
| 146 | + if err != nil { | ||
| 147 | + return "", err | ||
| 148 | + } | ||
| 149 | + lines := make([]string, len(answers)) | ||
| 150 | + for i, a := range answers { | ||
| 151 | + lines[i] = line(a.Name, a.Answer) | ||
| 152 | + } | ||
| 153 | + return strings.Join(lines, "\n"), nil | ||
| 154 | +} | ||
| 155 | + | ||
| 156 | +// inOrder decodes the answers object keeping the order of its keys, which is | ||
| 157 | +// the order of the decider's questions (a Go map would lose it). | ||
| 158 | +func inOrder(object json.RawMessage) ([]named, error) { | ||
| 159 | + decoder := json.NewDecoder(bytes.NewReader(object)) | ||
| 160 | + if _, err := decoder.Token(); err != nil { // { | ||
| 161 | + return nil, err | ||
| 162 | + } | ||
| 163 | + var out []named | ||
| 164 | + for decoder.More() { | ||
| 165 | + key, err := decoder.Token() | ||
| 166 | + if err != nil { | ||
| 167 | + return nil, err | ||
| 168 | + } | ||
| 169 | + var a answer | ||
| 170 | + if err := decoder.Decode(&a); err != nil { | ||
| 171 | + return nil, err | ||
| 172 | + } | ||
| 173 | + out = append(out, named{Name: fmt.Sprint(key), Answer: a}) | ||
| 174 | + } | ||
| 175 | + return out, nil | ||
| 176 | +} | ||
| 177 | + | ||
| 178 | +// line writes one answer the way the chat model's system prompt reads it. | ||
| 179 | +func line(name string, a answer) string { | ||
| 180 | + switch a.Type { | ||
| 181 | + case "choice": | ||
| 182 | + return fmt.Sprintf("%s: %s (confidence %.2f)", name, a.Choice, a.Confidence) | ||
| 183 | + case "noul": | ||
| 184 | + verdict := "no" | ||
| 185 | + if a.Noul >= 0.5 { | ||
| 186 | + verdict = "yes" | ||
| 187 | + } | ||
| 188 | + return fmt.Sprintf("%s: %s (%.2f)", name, verdict, a.Noul) | ||
| 189 | + case "score": | ||
| 190 | + level := a.Legend[strconv.Itoa(int(a.Score+0.5))] | ||
| 191 | + return fmt.Sprintf("%s: %s (score %.2f)", name, level, a.Score) | ||
| 192 | + default: | ||
| 193 | + return fmt.Sprintf("%s: (unknown answer type %q)", name, a.Type) | ||
| 194 | + } | ||
| 195 | +} | ||
added
demos/decision-dnd/hooks/ask-decider/main_test.go +61 -0 | new file mode 100644 | ||
| @@ -0,0 +1,61 @@ | ||
| 1 | +package main | |
| 2 | + | |
| 3 | +import "testing" | |
| 4 | + | |
| 5 | +// A payload as /v1/systemone returns it, keys deliberately not in | |
| 6 | +// alphabetical order: the lines must follow the decider's order. | |
| 7 | +const payload = `{"model":"d1","answers":{ | |
| 8 | + "topic":{"type":"choice","choice":"concurrency","probabilities":{"basics":0.05,"concurrency":0.95},"confidence":0.91}, | |
| 9 | + "wants_code":{"type":"noul","noul":0.97}, | |
| 10 | + "level":{"type":"score","score":1.6,"legend":{"0":"low","1":"medium","2":"high"},"probabilities":{"0":0.1,"1":0.2,"2":0.7},"confidence":0.6}, | |
| 11 | + "calm":{"type":"noul","noul":0.12}},"usage":{"input_tokens":10,"output_tokens":0}}` | |
| 12 | + | |
| 13 | +func TestContextForWritesOneLinePerAnswerInTheDecidersOrder(t *testing.T) { | |
| 14 | + got, err := contextFor([]byte(payload), false) | |
| 15 | + if err != nil { | |
| 16 | + t.Fatal(err) | |
| 17 | + } | |
| 18 | + want := "topic: concurrency (confidence 0.91)\n" + | |
| 19 | + "wants_code: yes (0.97)\n" + | |
| 20 | + "level: high (score 1.60)\n" + | |
| 21 | + "calm: no (0.12)" | |
| 22 | + if got != want { | |
| 23 | + t.Fatalf("got\n%s\nwant\n%s", got, want) | |
| 24 | + } | |
| 25 | +} | |
| 26 | + | |
| 27 | +func TestContextForRawHandsOverTheAnswersObject(t *testing.T) { | |
| 28 | + got, err := contextFor([]byte(`{"answers":{"x":{"type":"noul","noul":0.5}}}`), true) | |
| 29 | + if err != nil { | |
| 30 | + t.Fatal(err) | |
| 31 | + } | |
| 32 | + if got != `{"x":{"type":"noul","noul":0.5}}` { | |
| 33 | + t.Fatalf("got %s", got) | |
| 34 | + } | |
| 35 | +} | |
| 36 | + | |
| 37 | +func TestContextForRejectsWhatIsNotJSON(t *testing.T) { | |
| 38 | + if _, err := contextFor([]byte("decision: server unreachable"), false); err == nil { | |
| 39 | + t.Fatal("want an error") | |
| 40 | + } | |
| 41 | +} | |
| 42 | + | |
| 43 | +func TestLineRoundsTheScoreToTheNearestLevel(t *testing.T) { | |
| 44 | + legend := map[string]string{"0": "low", "1": "medium", "2": "high"} | |
| 45 | + cases := map[float64]string{0.2: "low", 1.49: "medium", 1.5: "high"} | |
| 46 | + for score, level := range cases { | |
| 47 | + got := line("s", answer{Type: "score", Score: score, Legend: legend}) | |
| 48 | + if want := "s: " + level; got[:len(want)] != want { | |
| 49 | + t.Errorf("score %.2f: got %q, want the level %q", score, got, level) | |
| 50 | + } | |
| 51 | + } | |
| 52 | +} | |
| 53 | + | |
| 54 | +func TestDeciderFileDefaultsToAgentDeciderYaml(t *testing.T) { | |
| 55 | + if got := deciderFile(nil); got != "agent.decider.yaml" { | |
| 56 | + t.Fatalf("no argument: got %q", got) | |
| 57 | + } | |
| 58 | + if got := deciderFile([]string{"spell.yaml"}); got != "spell.yaml" { | |
| 59 | + t.Fatalf("one argument: got %q", got) | |
| 60 | + } | |
| 61 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,61 @@ | |||
| 1 | +package main | ||
| 2 | + | ||
| 3 | +import "testing" | ||
| 4 | + | ||
| 5 | +// A payload as /v1/systemone returns it, keys deliberately not in | ||
| 6 | +// alphabetical order: the lines must follow the decider's order. | ||
| 7 | +const payload = `{"model":"d1","answers":{ | ||
| 8 | + "topic":{"type":"choice","choice":"concurrency","probabilities":{"basics":0.05,"concurrency":0.95},"confidence":0.91}, | ||
| 9 | + "wants_code":{"type":"noul","noul":0.97}, | ||
| 10 | + "level":{"type":"score","score":1.6,"legend":{"0":"low","1":"medium","2":"high"},"probabilities":{"0":0.1,"1":0.2,"2":0.7},"confidence":0.6}, | ||
| 11 | + "calm":{"type":"noul","noul":0.12}},"usage":{"input_tokens":10,"output_tokens":0}}` | ||
| 12 | + | ||
| 13 | +func TestContextForWritesOneLinePerAnswerInTheDecidersOrder(t *testing.T) { | ||
| 14 | + got, err := contextFor([]byte(payload), false) | ||
| 15 | + if err != nil { | ||
| 16 | + t.Fatal(err) | ||
| 17 | + } | ||
| 18 | + want := "topic: concurrency (confidence 0.91)\n" + | ||
| 19 | + "wants_code: yes (0.97)\n" + | ||
| 20 | + "level: high (score 1.60)\n" + | ||
| 21 | + "calm: no (0.12)" | ||
| 22 | + if got != want { | ||
| 23 | + t.Fatalf("got\n%s\nwant\n%s", got, want) | ||
| 24 | + } | ||
| 25 | +} | ||
| 26 | + | ||
| 27 | +func TestContextForRawHandsOverTheAnswersObject(t *testing.T) { | ||
| 28 | + got, err := contextFor([]byte(`{"answers":{"x":{"type":"noul","noul":0.5}}}`), true) | ||
| 29 | + if err != nil { | ||
| 30 | + t.Fatal(err) | ||
| 31 | + } | ||
| 32 | + if got != `{"x":{"type":"noul","noul":0.5}}` { | ||
| 33 | + t.Fatalf("got %s", got) | ||
| 34 | + } | ||
| 35 | +} | ||
| 36 | + | ||
| 37 | +func TestContextForRejectsWhatIsNotJSON(t *testing.T) { | ||
| 38 | + if _, err := contextFor([]byte("decision: server unreachable"), false); err == nil { | ||
| 39 | + t.Fatal("want an error") | ||
| 40 | + } | ||
| 41 | +} | ||
| 42 | + | ||
| 43 | +func TestLineRoundsTheScoreToTheNearestLevel(t *testing.T) { | ||
| 44 | + legend := map[string]string{"0": "low", "1": "medium", "2": "high"} | ||
| 45 | + cases := map[float64]string{0.2: "low", 1.49: "medium", 1.5: "high"} | ||
| 46 | + for score, level := range cases { | ||
| 47 | + got := line("s", answer{Type: "score", Score: score, Legend: legend}) | ||
| 48 | + if want := "s: " + level; got[:len(want)] != want { | ||
| 49 | + t.Errorf("score %.2f: got %q, want the level %q", score, got, level) | ||
| 50 | + } | ||
| 51 | + } | ||
| 52 | +} | ||
| 53 | + | ||
| 54 | +func TestDeciderFileDefaultsToAgentDeciderYaml(t *testing.T) { | ||
| 55 | + if got := deciderFile(nil); got != "agent.decider.yaml" { | ||
| 56 | + t.Fatalf("no argument: got %q", got) | ||
| 57 | + } | ||
| 58 | + if got := deciderFile([]string{"spell.yaml"}); got != "spell.yaml" { | ||
| 59 | + t.Fatalf("one argument: got %q", got) | ||
| 60 | + } | ||
| 61 | +} | ||
added
demos/decision-dnd/spell.yaml +31 -0 | new file mode 100644 | ||
| @@ -0,0 +1,31 @@ | ||
| 1 | +# A decider: Dungeons & Dragons: which spell for my wizard? | |
| 2 | +provider: llmman | |
| 3 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 4 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 5 | +fallback: http://host.docker.internal:17434/v1 | |
| 6 | + | |
| 7 | +decision: | |
| 8 | + questions: | |
| 9 | + spell: | |
| 10 | + type: choice | |
| 11 | + instructions: I am the party's wizard. Which spell should I cast now? | |
| 12 | + criteria: | |
| 13 | + fireball: Many enemies close together, far enough from my friends | |
| 14 | + arcane_bolt: One weak enemy to finish off, or one that is hard to hit | |
| 15 | + shield: An enemy is about to hit me | |
| 16 | + misty_step: I am surrounded or grabbed and must get away | |
| 17 | + sleep: Several weak enemies, and we would rather not kill them | |
| 18 | + | |
| 19 | +acp: | |
| 20 | + name: sidekick | |
| 21 | + title: "sidekick" | |
| 22 | + | |
| 23 | +# A decider declares no tool: its model never calls one. | |
| 24 | +bashTool: false | |
| 25 | +editTools: false | |
| 26 | +planTool: false | |
| 27 | +fetchContentTool: false | |
| 28 | +askUserTool: false | |
| 29 | +skillsDir: no-skills | |
| 30 | +agentsMd: | |
| 31 | + enabled: false | |
| new file mode 100644 | |||
| @@ -0,0 +1,31 @@ | |||
| 1 | +# A decider: Dungeons & Dragons: which spell for my wizard? | ||
| 2 | +provider: llmman | ||
| 3 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 4 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 5 | +fallback: http://host.docker.internal:17434/v1 | ||
| 6 | + | ||
| 7 | +decision: | ||
| 8 | + questions: | ||
| 9 | + spell: | ||
| 10 | + type: choice | ||
| 11 | + instructions: I am the party's wizard. Which spell should I cast now? | ||
| 12 | + criteria: | ||
| 13 | + fireball: Many enemies close together, far enough from my friends | ||
| 14 | + arcane_bolt: One weak enemy to finish off, or one that is hard to hit | ||
| 15 | + shield: An enemy is about to hit me | ||
| 16 | + misty_step: I am surrounded or grabbed and must get away | ||
| 17 | + sleep: Several weak enemies, and we would rather not kill them | ||
| 18 | + | ||
| 19 | +acp: | ||
| 20 | + name: sidekick | ||
| 21 | + title: "sidekick" | ||
| 22 | + | ||
| 23 | +# A decider declares no tool: its model never calls one. | ||
| 24 | +bashTool: false | ||
| 25 | +editTools: false | ||
| 26 | +planTool: false | ||
| 27 | +fetchContentTool: false | ||
| 28 | +askUserTool: false | ||
| 29 | +skillsDir: no-skills | ||
| 30 | +agentsMd: | ||
| 31 | + enabled: false | ||
modified
demos/decision-injection/README.en.md +4 -0 | @@ -8,6 +8,10 @@ A coding assistant (Qwen3.5-4B on llmman) reads files and web pages. Those texts | ||
| 8 | 8 | |
| 9 | 9 | The hook does not ask about the whole text: one hidden sentence drowns in a page (the playground's README scored 0.44 as a whole, its hidden comment 0.93 alone). It keeps the paragraphs that mention an AI, an agent, a system prompt, instructions…, cuts a long one to 200 characters around the word, and asks about each — at most 10 pieces, 4 at a time. A text with no such paragraph costs nothing. The warning is added at 0.8 or more (`INJECTION_THRESHOLD`). |
| 10 | 10 | |
| 11 | + | |
| 12 | + | |
| 13 | +Editable source: `decision-injection-flow.drawio` (draw.io); `decision-injection-flow.svg` is the same picture. | |
| 14 | + | |
| 11 | 15 | ## Run it |
| 12 | 16 | |
| 13 | 17 | Pull the models into llmman once: |
| @@ -8,6 +8,10 @@ A coding assistant (Qwen3.5-4B on llmman) reads files and web pages. Those texts | |||
| 8 | 8 | ||
| 9 | The hook does not ask about the whole text: one hidden sentence drowns in a page (the playground's README scored 0.44 as a whole, its hidden comment 0.93 alone). It keeps the paragraphs that mention an AI, an agent, a system prompt, instructions…, cuts a long one to 200 characters around the word, and asks about each — at most 10 pieces, 4 at a time. A text with no such paragraph costs nothing. The warning is added at 0.8 or more (`INJECTION_THRESHOLD`). | 9 | The hook does not ask about the whole text: one hidden sentence drowns in a page (the playground's README scored 0.44 as a whole, its hidden comment 0.93 alone). It keeps the paragraphs that mention an AI, an agent, a system prompt, instructions…, cuts a long one to 200 characters around the word, and asks about each — at most 10 pieces, 4 at a time. A text with no such paragraph costs nothing. The warning is added at 0.8 or more (`INJECTION_THRESHOLD`). |
| 10 | 10 | ||
| 11 | + | ||
| 12 | + | ||
| 13 | +Editable source: `decision-injection-flow.drawio` (draw.io); `decision-injection-flow.svg` is the same picture. | ||
| 14 | + | ||
| 11 | ## Run it | 15 | ## Run it |
| 12 | 16 | ||
| 13 | Pull the models into llmman once: | 17 | Pull the models into llmman once: |
modified
demos/decision-injection/README.fr.md +4 -0 | @@ -8,6 +8,10 @@ Un assistant de code (Qwen3.5-4B sur llmman) lit des fichiers et des pages web. | ||
| 8 | 8 | |
| 9 | 9 | Le hook ne pose pas la question sur le texte entier, car une phrase cachée se noie dans une page : le README du playground obtient 0,44 en entier, et son commentaire caché 0,93 seul. Il garde les paragraphes qui parlent d'une IA, d'un agent, d'un prompt système, d'instructions… et coupe un paragraphe long à 200 caractères autour du mot. Puis il interroge le décideur sur chaque morceau : 10 au plus, 4 à la fois. Un texte sans paragraphe de ce genre ne coûte rien. L'avertissement est ajouté à partir de 0,8 (`INJECTION_THRESHOLD`). |
| 10 | 10 | |
| 11 | + | |
| 12 | + | |
| 13 | +Source modifiable : `decision-injection-flow.drawio` (draw.io) ; `decision-injection-flow.svg` est la même image. | |
| 14 | + | |
| 11 | 15 | ## Lancer la démo |
| 12 | 16 | |
| 13 | 17 | Récupérez une fois les modèles dans llmman : |
| @@ -8,6 +8,10 @@ Un assistant de code (Qwen3.5-4B sur llmman) lit des fichiers et des pages web. | |||
| 8 | 8 | ||
| 9 | Le hook ne pose pas la question sur le texte entier, car une phrase cachée se noie dans une page : le README du playground obtient 0,44 en entier, et son commentaire caché 0,93 seul. Il garde les paragraphes qui parlent d'une IA, d'un agent, d'un prompt système, d'instructions… et coupe un paragraphe long à 200 caractères autour du mot. Puis il interroge le décideur sur chaque morceau : 10 au plus, 4 à la fois. Un texte sans paragraphe de ce genre ne coûte rien. L'avertissement est ajouté à partir de 0,8 (`INJECTION_THRESHOLD`). | 9 | Le hook ne pose pas la question sur le texte entier, car une phrase cachée se noie dans une page : le README du playground obtient 0,44 en entier, et son commentaire caché 0,93 seul. Il garde les paragraphes qui parlent d'une IA, d'un agent, d'un prompt système, d'instructions… et coupe un paragraphe long à 200 caractères autour du mot. Puis il interroge le décideur sur chaque morceau : 10 au plus, 4 à la fois. Un texte sans paragraphe de ce genre ne coûte rien. L'avertissement est ajouté à partir de 0,8 (`INJECTION_THRESHOLD`). |
| 10 | 10 | ||
| 11 | + | ||
| 12 | + | ||
| 13 | +Source modifiable : `decision-injection-flow.drawio` (draw.io) ; `decision-injection-flow.svg` est la même image. | ||
| 14 | + | ||
| 11 | ## Lancer la démo | 15 | ## Lancer la démo |
| 12 | 16 | ||
| 13 | Récupérez une fois les modèles dans llmman : | 17 | Récupérez une fois les modèles dans llmman : |
added
demos/decision-injection/decision-injection-flow.drawio +30 -0 | new file mode 100644 | ||
| @@ -0,0 +1,30 @@ | ||
| 1 | +<mxfile host="app.diagrams.net"> | |
| 2 | + <diagram id="decision-injection-flow" name="demos/decision-injection — is that text giving orders?"> | |
| 3 | + <mxGraphModel dx="1200" dy="610" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="1200" pageHeight="610" background="#F5F7FC" math="0" shadow="0"> | |
| 4 | + <root> | |
| 5 | + <mxCell id="0"/> | |
| 6 | + <mxCell id="1" parent="0"/> | |
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| 13 | + <mxCell id="c1" value="🤖<br><b style="font-size:16px">Chat model</b><br><span style="font-size:11.5px;font-weight:normal">Qwen3.5-4B<br>reads files and web pages</span>" style="rounded=1;arcSize=14;whiteSpace=wrap;html=1;fillColor=#E1F5FE;gradientColor=#B3E5FC;strokeColor=#0277BD;strokeWidth=2;shadow=1;fontSize=20;fontColor=#01579B;" vertex="1" parent="1"><mxGeometry x="40" y="150" width="250" height="120" as="geometry"/></mxCell> | |
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| 28 | + </mxGraphModel> | |
| 29 | + </diagram> | |
| 30 | +</mxfile> | |
| new file mode 100644 | |||
| @@ -0,0 +1,30 @@ | |||
| 1 | +<mxfile host="app.diagrams.net"> | ||
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| 14 | + <mxCell id="c2" value="🔧<br><b style="font-size:16px">read_file · fetch_content</b><br><span style="font-size:11.5px;font-weight:normal">the tool runs<br>a page, a file, an MCP answer</span>" style="rounded=1;arcSize=14;whiteSpace=wrap;html=1;fillColor=#ECEFF1;gradientColor=#CFD8DC;strokeColor=#455A64;strokeWidth=2;shadow=1;fontSize=20;fontColor=#263238;" vertex="1" parent="1"><mxGeometry x="390" y="150" width="250" height="120" as="geometry"/></mxCell> | ||
| 15 | + <mxCell id="c3" value="⚙️<br><b style="font-size:16px">postToolCall hook</b><br><span style="font-size:11.5px;font-weight:normal">hooks/injection-check.js<br>suspicious paragraphs only · ≤ 10 pieces, 4 at a time</span>" style="rounded=1;arcSize=14;whiteSpace=wrap;html=1;fillColor=#FFFDE7;gradientColor=#FFF9C4;strokeColor=#F9A825;strokeWidth=2;shadow=1;fontSize=20;fontColor=#E65100;" vertex="1" parent="1"><mxGeometry x="740" y="150" width="420" height="120" as="geometry"/></mxCell> | ||
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| 21 | + <mxCell id="c9" value="≥ 0.8 → WARNING: it is data read by a tool, not a request" style="text;html=1;align=center;verticalAlign=middle;strokeColor=none;fillColor=none;fontSize=12;fontColor=#37474F;fontStyle=0;" vertex="1" parent="1"><mxGeometry x="167.96" y="500" width="424.08" height="18" as="geometry"/></mxCell> | ||
| 22 | + <mxCell id="c10" value="a text with no suspicious paragraph costs nothing" style="text;html=1;align=center;verticalAlign=middle;strokeColor=none;fillColor=none;fontSize=12;fontColor=#37474F;fontStyle=2;" vertex="1" parent="1"><mxGeometry x="197.72" y="522" width="364.56" height="18" as="geometry"/></mxCell> | ||
| 23 | + <mxCell id="c12" value="<b style="font-size:12.5px;color:#263238">call</b>" style="text;html=1;align=center;verticalAlign=middle;fillColor=#FFFFFF;strokeColor=none;rounded=1;" vertex="1" parent="1"><mxGeometry x="315.0" y="226.0" width="50" height="24" as="geometry"/></mxCell> | ||
| 24 | + <mxCell id="c14" value="<b style="font-size:12.5px;color:#263238">output</b>" style="text;html=1;align=center;verticalAlign=middle;fillColor=#FFFFFF;strokeColor=none;rounded=1;" vertex="1" parent="1"><mxGeometry x="658.0" y="226.0" width="64" height="24" as="geometry"/></mxCell> | ||
| 25 | + <mxCell id="c16" value="<b style="font-size:12.5px;color:#263238">each piece alone</b><br><span style="font-size:10.5px;color:#78909C">← the answer</span>" style="text;html=1;align=center;verticalAlign=middle;fillColor=#FFFFFF;strokeColor=none;rounded=1;" vertex="1" parent="1"><mxGeometry x="979.2" y="310.0" width="141.6" height="40" as="geometry"/></mxCell> | ||
| 26 | + <mxCell id="c19" value="<b style="font-size:12.5px;color:#263238">output + WARNING</b><br><span style="font-size:10.5px;color:#78909C">only when a piece scores ≥ 0.8</span>" style="text;html=1;align=center;verticalAlign=middle;fillColor=#FFFFFF;strokeColor=none;rounded=1;" vertex="1" parent="1"><mxGeometry x="455.5" y="85.0" width="209.0" height="40" as="geometry"/></mxCell> | ||
| 27 | + </root> | ||
| 28 | + </mxGraphModel> | ||
| 29 | + </diagram> | ||
| 30 | +</mxfile> | ||
added
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| 12 | + <rect x="0" y="0" width="1200" height="610" fill="url(#gBg)"/> | |
| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-injection — is that text giving orders?</text> | |
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">after read_file or fetch_content, a postToolCall hook asks the decision model about what was read</text> | |
| 15 | + <path d="M290,210 L390,210" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | |
| 16 | + <path d="M640,210 L740,210" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | |
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| 18 | + <path d="M800,460 L720,460" fill="none" stroke="#37474F" stroke-width="2.2" stroke-dasharray="6,4" marker-end="url(#arrow)"/> | |
| 19 | + <path d="M950,150 L950,105 L165,105 L165,150" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | |
| 20 | + <g filter="url(#shadow)"><rect x="40" y="150" width="250" height="120" rx="16" fill="url(#gBlue2)" stroke="#0277BD" stroke-width="2"/></g> | |
| 21 | + <text x="165.0" y="190.0" text-anchor="middle" font-size="22">🤖</text> | |
| 22 | + <text x="165.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | |
| 23 | + <text x="165.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B</text> | |
| 24 | + <text x="165.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#01579B">reads files and web pages</text> | |
| 25 | + <g filter="url(#shadow)"><rect x="390" y="150" width="250" height="120" rx="16" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | |
| 26 | + <text x="515.0" y="190.0" text-anchor="middle" font-size="22">🔧</text> | |
| 27 | + <text x="515.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#263238">read_file · fetch_content</text> | |
| 28 | + <text x="515.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#263238">the tool runs</text> | |
| 29 | + <text x="515.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#263238">a page, a file, an MCP answer</text> | |
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| 31 | + <text x="950.0" y="190.0" text-anchor="middle" font-size="22">⚙️</text> | |
| 32 | + <text x="950.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">postToolCall hook</text> | |
| 33 | + <text x="950.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/injection-check.js</text> | |
| 34 | + <text x="950.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#E65100">suspicious paragraphs only · ≤ 10 pieces, 4 at a time</text> | |
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| 37 | + <text x="950.0" y="454.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | |
| 38 | + <text x="950.0" y="472.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | |
| 39 | + <text x="950.0" y="489.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | |
| 40 | + <text x="950.0" y="506.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | |
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| 42 | + <text x="1070.6000000000001" y="394" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | |
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| 48 | + <text x="380" y="512" text-anchor="middle" font-size="12" fill="#37474F">≥ 0.8 → WARNING: it is data read by a tool, not a request</text> | |
| 49 | + <text x="380" y="534" text-anchor="middle" font-size="12" fill="#37474F" font-style="italic">a text with no suspicious paragraph costs nothing</text> | |
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| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-injection — is that text giving orders?</text> | ||
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">after read_file or fetch_content, a postToolCall hook asks the decision model about what was read</text> | ||
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| 16 | + <path d="M640,210 L740,210" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | ||
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| 21 | + <text x="165.0" y="190.0" text-anchor="middle" font-size="22">🤖</text> | ||
| 22 | + <text x="165.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | ||
| 23 | + <text x="165.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B</text> | ||
| 24 | + <text x="165.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#01579B">reads files and web pages</text> | ||
| 25 | + <g filter="url(#shadow)"><rect x="390" y="150" width="250" height="120" rx="16" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 26 | + <text x="515.0" y="190.0" text-anchor="middle" font-size="22">🔧</text> | ||
| 27 | + <text x="515.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#263238">read_file · fetch_content</text> | ||
| 28 | + <text x="515.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#263238">the tool runs</text> | ||
| 29 | + <text x="515.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#263238">a page, a file, an MCP answer</text> | ||
| 30 | + <g filter="url(#shadow)"><rect x="740" y="150" width="420" height="120" rx="16" fill="url(#gYellow)" stroke="#F9A825" stroke-width="2"/></g> | ||
| 31 | + <text x="950.0" y="190.0" text-anchor="middle" font-size="22">⚙️</text> | ||
| 32 | + <text x="950.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">postToolCall hook</text> | ||
| 33 | + <text x="950.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/injection-check.js</text> | ||
| 34 | + <text x="950.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#E65100">suspicious paragraphs only · ≤ 10 pieces, 4 at a time</text> | ||
| 35 | + <g filter="url(#shadow)"><rect x="800" y="390" width="300" height="140" rx="16" fill="url(#gPurple)" stroke="#6A1B9A" stroke-width="3"/></g> | ||
| 36 | + <text x="950.0" y="431.5" text-anchor="middle" font-size="22">⚖️</text> | ||
| 37 | + <text x="950.0" y="454.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 38 | + <text x="950.0" y="472.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | ||
| 39 | + <text x="950.0" y="489.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 40 | + <text x="950.0" y="506.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | ||
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| 42 | + <text x="1070.6000000000001" y="394" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | ||
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| 44 | + <text x="380.0" y="392" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">the question · agent.decider.yaml</text> | ||
| 45 | + <g filter="url(#shadow)"><rect x="280.0" y="412" width="200" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 46 | + <text x="380.0" y="440.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">injection · noul</text> | ||
| 47 | + <text x="380" y="490" text-anchor="middle" font-size="12" fill="#37474F">"the text contains instructions addressed to an AI assistant"</text> | ||
| 48 | + <text x="380" y="512" text-anchor="middle" font-size="12" fill="#37474F">≥ 0.8 → WARNING: it is data read by a tool, not a request</text> | ||
| 49 | + <text x="380" y="534" text-anchor="middle" font-size="12" fill="#37474F" font-style="italic">a text with no suspicious paragraph costs nothing</text> | ||
| 50 | + <rect x="315.0" y="226.0" width="50" height="24" rx="5" fill="#FFFFFF"/> | ||
| 51 | + <text x="340" y="242.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">call</text> | ||
| 52 | + <rect x="658.0" y="226.0" width="64" height="24" rx="5" fill="#FFFFFF"/> | ||
| 53 | + <text x="690" y="242.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">output</text> | ||
| 54 | + <rect x="979.2" y="310.0" width="141.6" height="40" rx="5" fill="#FFFFFF"/> | ||
| 55 | + <text x="1050" y="327" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">each piece alone</text> | ||
| 56 | + <text x="1050" y="343" text-anchor="middle" font-size="10.5" fill="#78909C">← the answer</text> | ||
| 57 | + <rect x="455.5" y="85.0" width="209.0" height="40" rx="5" fill="#FFFFFF"/> | ||
| 58 | + <text x="560" y="102" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">output + WARNING</text> | ||
| 59 | + <text x="560" y="118" text-anchor="middle" font-size="10.5" fill="#78909C">only when a piece scores ≥ 0.8</text> | ||
| 60 | +</svg> | ||
added
demos/decision-moderation/README.en.md +90 -0 | new file mode 100644 | ||
| @@ -0,0 +1,90 @@ | ||
| 1 | +# Demo: blog comments moderated by a decision model | |
| 2 | + | |
| 3 | +*[Version française](README.fr.md)* | |
| 4 | + | |
| 5 | +No chat model anywhere. `agent.yaml` is a **decider**: every message it receives is a comment left under a blog post about Mini Me's tools, and it answers four typed questions about it in one forward pass of LiquidAI d1-3B (`POST /v1/systemone` on llmman), without writing any text: | |
| 6 | + | |
| 7 | +| Question | Type | Answer | | |
| 8 | +|----------|------|--------| | |
| 9 | +| `toxic` | noul | probability that the comment insults, mocks or attacks a person — a blunt disagreement is not toxic | | |
| 10 | +| `spam` | noul | probability that it advertises, sells or sends readers to an unrelated site | | |
| 11 | +| `off_topic` | noul | probability that it has nothing to do with the post | | |
| 12 | +| `action` | choice | `publish`, `review` or `reject`, with a confidence | | |
| 13 | + | |
| 14 | +`comments/` holds eight comments: two in French (a polite one, an insulting one), a spam, a personal attack, a football chat, and a firm but polite disagreement — the hard case for a moderator. `expected.json` holds the answers a person would give. | |
| 15 | + | |
| 16 | + | |
| 17 | + | |
| 18 | +Editable source: `decision-moderation-flow.drawio` (draw.io); `decision-moderation-flow.svg` is the same picture. | |
| 19 | + | |
| 20 | +## Run it | |
| 21 | + | |
| 22 | +Pull the model into llmman once: | |
| 23 | + | |
| 24 | +```bash | |
| 25 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 26 | +``` | |
| 27 | + | |
| 28 | +Then, from this directory: | |
| 29 | + | |
| 30 | +```bash | |
| 31 | +mm -config agent.yaml -p "$(cat comments/04.txt)" # the server's JSON on stdout, for a script | |
| 32 | +mm -config agent.yaml # paste a comment, read one line per question | |
| 33 | +node moderate-comments.js # every comment sorted into publish / review / reject | |
| 34 | +``` | |
| 35 | + | |
| 36 | +`moderate-comments.js` runs one `mm -p` per comment (set `MM_BIN` if `mm` is not on your PATH), groups the comments by the action the model chose, shows the flags above 0.5, and marks with `✗` each answer that differs from `expected.json`. Give it another agent file as its first argument to try another model with the same questions: | |
| 37 | + | |
| 38 | +```bash | |
| 39 | +sed 's#d1-3B-GGUF:Q4_K_M#d1-omni-600M-GGUF:Q8_0#' agent.yaml > omni.yaml | |
| 40 | +node moderate-comments.js omni.yaml | |
| 41 | +``` | |
| 42 | + | |
| 43 | +## What was measured (2026-10-23, from the sandbox, llmman on the host) | |
| 44 | + | |
| 45 | +LiquidAI d1-3B Q4_K_M: | |
| 46 | + | |
| 47 | +``` | |
| 48 | +PUBLISH | |
| 49 | + 01.txt 0.96 - - - 552 ms Great post! The declared tools section helped m... | |
| 50 | + 02.txt 0.87 - - - 528 ms Does bashTool: false also turn off the tools de... | |
| 51 | + 05.txt 0.96 - - - 539 ms Article intéressant, mais j'aurais aimé un exem... | |
| 52 | + 06.txt 0.90✗ - - off_topic 528 ms Did anyone watch the football last night? What ... | |
| 53 | + 07.txt 0.96 - - - 458 ms I disagree: a declared tool is just a worse she... | |
| 54 | + | |
| 55 | +REJECT | |
| 56 | + 03.txt 0.73 - spam off_topic 594 ms Cheap followers and likes!!! 10,000 followers f... | |
| 57 | + 04.txt 0.93 toxic - - 486 ms Only an idiot would let an AI run bash on his m... | |
| 58 | + 08.txt 0.89 toxic - - 489 ms Ce tuto est nul et son auteur aussi, retourne c... | |
| 59 | + | |
| 60 | +31/32 answers as expected (three flags and the action per comment) | |
| 61 | +``` | |
| 62 | + | |
| 63 | +Every flag right, the French insult and the polite disagreement included. The one miss is the football comment: flagged `off_topic`, but sent to `publish` with a confidence of 0.90. The flags are more reliable than the action here: a script that sends to review whatever is `off_topic`, and rejects whatever is `toxic` or `spam`, would have sorted all eight comments right. About 0.5 s per comment, the `mm` start-up included. | |
| 64 | + | |
| 65 | +LiquidAI d1-omni-600M Q8_0, the same questions: | |
| 66 | + | |
| 67 | +``` | |
| 68 | +PUBLISH | |
| 69 | + 01.txt 1.00 - - off_topic✗ 100 ms Great post! The declared tools section helped m... | |
| 70 | + 02.txt 0.94 - - off_topic✗ 98 ms Does bashTool: false also turn off the tools de... | |
| 71 | + 05.txt 0.85 - - - 91 ms Article intéressant, mais j'aurais aimé un exem... | |
| 72 | + 06.txt 0.99✗ - - off_topic 98 ms Did anyone watch the football last night? What ... | |
| 73 | + 07.txt 0.85 - - off_topic✗ 97 ms I disagree: a declared tool is just a worse she... | |
| 74 | + 08.txt 0.52✗ -✗ - - 92 ms Ce tuto est nul et son auteur aussi, retourne c... | |
| 75 | + | |
| 76 | +REJECT | |
| 77 | + 03.txt 0.93 toxic✗ spam off_topic 100 ms Cheap followers and likes!!! 10,000 followers f... | |
| 78 | + 04.txt 0.62 toxic - off_topic✗ 101 ms Only an idiot would let an AI run bash on his m... | |
| 79 | + | |
| 80 | +24/32 answers as expected (three flags and the action per comment) | |
| 81 | +``` | |
| 82 | + | |
| 83 | +Five times faster (about 0.1 s per comment), but not usable as it stands for this task: `off_topic` is raised on four comments that are about the post, the spam is called toxic, and the French insult would have been published. | |
| 84 | + | |
| 85 | +## Read more | |
| 86 | + | |
| 87 | +- [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | |
| 88 | +- [Configuration reference — `decision`](../../docs/en/reference/configuration.md#decision) | |
| 89 | +- [Decision models — explanation](../../docs/en/explanation/decision-models.md#a-decider-on-its-own) | |
| 90 | +- The other demos with a decider alone: [`decision-only`](../decision-only/README.en.md) (a support inbox), [`decision-reviews`](../decision-reviews/README.en.md) (customer reviews) | |
| new file mode 100644 | |||
| @@ -0,0 +1,90 @@ | |||
| 1 | +# Demo: blog comments moderated by a decision model | ||
| 2 | + | ||
| 3 | +*[Version française](README.fr.md)* | ||
| 4 | + | ||
| 5 | +No chat model anywhere. `agent.yaml` is a **decider**: every message it receives is a comment left under a blog post about Mini Me's tools, and it answers four typed questions about it in one forward pass of LiquidAI d1-3B (`POST /v1/systemone` on llmman), without writing any text: | ||
| 6 | + | ||
| 7 | +| Question | Type | Answer | | ||
| 8 | +|----------|------|--------| | ||
| 9 | +| `toxic` | noul | probability that the comment insults, mocks or attacks a person — a blunt disagreement is not toxic | | ||
| 10 | +| `spam` | noul | probability that it advertises, sells or sends readers to an unrelated site | | ||
| 11 | +| `off_topic` | noul | probability that it has nothing to do with the post | | ||
| 12 | +| `action` | choice | `publish`, `review` or `reject`, with a confidence | | ||
| 13 | + | ||
| 14 | +`comments/` holds eight comments: two in French (a polite one, an insulting one), a spam, a personal attack, a football chat, and a firm but polite disagreement — the hard case for a moderator. `expected.json` holds the answers a person would give. | ||
| 15 | + | ||
| 16 | + | ||
| 17 | + | ||
| 18 | +Editable source: `decision-moderation-flow.drawio` (draw.io); `decision-moderation-flow.svg` is the same picture. | ||
| 19 | + | ||
| 20 | +## Run it | ||
| 21 | + | ||
| 22 | +Pull the model into llmman once: | ||
| 23 | + | ||
| 24 | +```bash | ||
| 25 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 26 | +``` | ||
| 27 | + | ||
| 28 | +Then, from this directory: | ||
| 29 | + | ||
| 30 | +```bash | ||
| 31 | +mm -config agent.yaml -p "$(cat comments/04.txt)" # the server's JSON on stdout, for a script | ||
| 32 | +mm -config agent.yaml # paste a comment, read one line per question | ||
| 33 | +node moderate-comments.js # every comment sorted into publish / review / reject | ||
| 34 | +``` | ||
| 35 | + | ||
| 36 | +`moderate-comments.js` runs one `mm -p` per comment (set `MM_BIN` if `mm` is not on your PATH), groups the comments by the action the model chose, shows the flags above 0.5, and marks with `✗` each answer that differs from `expected.json`. Give it another agent file as its first argument to try another model with the same questions: | ||
| 37 | + | ||
| 38 | +```bash | ||
| 39 | +sed 's#d1-3B-GGUF:Q4_K_M#d1-omni-600M-GGUF:Q8_0#' agent.yaml > omni.yaml | ||
| 40 | +node moderate-comments.js omni.yaml | ||
| 41 | +``` | ||
| 42 | + | ||
| 43 | +## What was measured (2026-10-23, from the sandbox, llmman on the host) | ||
| 44 | + | ||
| 45 | +LiquidAI d1-3B Q4_K_M: | ||
| 46 | + | ||
| 47 | +``` | ||
| 48 | +PUBLISH | ||
| 49 | + 01.txt 0.96 - - - 552 ms Great post! The declared tools section helped m... | ||
| 50 | + 02.txt 0.87 - - - 528 ms Does bashTool: false also turn off the tools de... | ||
| 51 | + 05.txt 0.96 - - - 539 ms Article intéressant, mais j'aurais aimé un exem... | ||
| 52 | + 06.txt 0.90✗ - - off_topic 528 ms Did anyone watch the football last night? What ... | ||
| 53 | + 07.txt 0.96 - - - 458 ms I disagree: a declared tool is just a worse she... | ||
| 54 | + | ||
| 55 | +REJECT | ||
| 56 | + 03.txt 0.73 - spam off_topic 594 ms Cheap followers and likes!!! 10,000 followers f... | ||
| 57 | + 04.txt 0.93 toxic - - 486 ms Only an idiot would let an AI run bash on his m... | ||
| 58 | + 08.txt 0.89 toxic - - 489 ms Ce tuto est nul et son auteur aussi, retourne c... | ||
| 59 | + | ||
| 60 | +31/32 answers as expected (three flags and the action per comment) | ||
| 61 | +``` | ||
| 62 | + | ||
| 63 | +Every flag right, the French insult and the polite disagreement included. The one miss is the football comment: flagged `off_topic`, but sent to `publish` with a confidence of 0.90. The flags are more reliable than the action here: a script that sends to review whatever is `off_topic`, and rejects whatever is `toxic` or `spam`, would have sorted all eight comments right. About 0.5 s per comment, the `mm` start-up included. | ||
| 64 | + | ||
| 65 | +LiquidAI d1-omni-600M Q8_0, the same questions: | ||
| 66 | + | ||
| 67 | +``` | ||
| 68 | +PUBLISH | ||
| 69 | + 01.txt 1.00 - - off_topic✗ 100 ms Great post! The declared tools section helped m... | ||
| 70 | + 02.txt 0.94 - - off_topic✗ 98 ms Does bashTool: false also turn off the tools de... | ||
| 71 | + 05.txt 0.85 - - - 91 ms Article intéressant, mais j'aurais aimé un exem... | ||
| 72 | + 06.txt 0.99✗ - - off_topic 98 ms Did anyone watch the football last night? What ... | ||
| 73 | + 07.txt 0.85 - - off_topic✗ 97 ms I disagree: a declared tool is just a worse she... | ||
| 74 | + 08.txt 0.52✗ -✗ - - 92 ms Ce tuto est nul et son auteur aussi, retourne c... | ||
| 75 | + | ||
| 76 | +REJECT | ||
| 77 | + 03.txt 0.93 toxic✗ spam off_topic 100 ms Cheap followers and likes!!! 10,000 followers f... | ||
| 78 | + 04.txt 0.62 toxic - off_topic✗ 101 ms Only an idiot would let an AI run bash on his m... | ||
| 79 | + | ||
| 80 | +24/32 answers as expected (three flags and the action per comment) | ||
| 81 | +``` | ||
| 82 | + | ||
| 83 | +Five times faster (about 0.1 s per comment), but not usable as it stands for this task: `off_topic` is raised on four comments that are about the post, the spam is called toxic, and the French insult would have been published. | ||
| 84 | + | ||
| 85 | +## Read more | ||
| 86 | + | ||
| 87 | +- [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | ||
| 88 | +- [Configuration reference — `decision`](../../docs/en/reference/configuration.md#decision) | ||
| 89 | +- [Decision models — explanation](../../docs/en/explanation/decision-models.md#a-decider-on-its-own) | ||
| 90 | +- The other demos with a decider alone: [`decision-only`](../decision-only/README.en.md) (a support inbox), [`decision-reviews`](../decision-reviews/README.en.md) (customer reviews) | ||
added
demos/decision-moderation/README.fr.md +90 -0 | new file mode 100644 | ||
| @@ -0,0 +1,90 @@ | ||
| 1 | +# Démo : des commentaires de blog modérés par un modèle de décision | |
| 2 | + | |
| 3 | +*[English version](README.en.md)* | |
| 4 | + | |
| 5 | +Aucun modèle de chat. `agent.yaml` est un **décideur** : chaque message qu'il reçoit est un commentaire laissé sous un billet de blog sur les outils de Mini Me, et il répond à quatre questions typées à son sujet en une seule passe de LiquidAI d1-3B (`POST /v1/systemone` sur llmman), sans écrire de texte : | |
| 6 | + | |
| 7 | +| Question | Type | Réponse | | |
| 8 | +|----------|------|---------| | |
| 9 | +| `toxic` | noul | probabilité que le commentaire insulte, moque ou attaque une personne — un désaccord franc n'est pas toxique | | |
| 10 | +| `spam` | noul | probabilité qu'il fasse de la publicité, vende quelque chose ou renvoie vers un site sans rapport | | |
| 11 | +| `off_topic` | noul | probabilité qu'il n'ait rien à voir avec le billet | | |
| 12 | +| `action` | choice | `publish`, `review` ou `reject`, avec une confiance | | |
| 13 | + | |
| 14 | +`comments/` contient huit commentaires : deux en français (un poli, un insultant), un spam, une attaque personnelle, une discussion de foot, et un désaccord ferme mais poli — le cas difficile pour un modérateur. `expected.json` contient les réponses qu'une personne donnerait. | |
| 15 | + | |
| 16 | + | |
| 17 | + | |
| 18 | +Source modifiable : `decision-moderation-flow.drawio` (draw.io) ; `decision-moderation-flow.svg` est la même image. | |
| 19 | + | |
| 20 | +## La lancer | |
| 21 | + | |
| 22 | +Téléchargez le modèle dans llmman une fois : | |
| 23 | + | |
| 24 | +```bash | |
| 25 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 26 | +``` | |
| 27 | + | |
| 28 | +Puis, depuis ce dossier : | |
| 29 | + | |
| 30 | +```bash | |
| 31 | +mm -config agent.yaml -p "$(cat comments/04.txt)" # le JSON du serveur sur stdout, pour un script | |
| 32 | +mm -config agent.yaml # collez un commentaire, lisez une ligne par question | |
| 33 | +node moderate-comments.js # tous les commentaires rangés en publish / review / reject | |
| 34 | +``` | |
| 35 | + | |
| 36 | +`moderate-comments.js` lance un `mm -p` par commentaire (donnez le chemin de `mm` dans `MM_BIN` s'il n'est pas dans votre PATH), regroupe les commentaires selon l'action choisie par le modèle, affiche les drapeaux au-dessus de 0,5, et marque d'un `✗` chaque réponse qui diffère de `expected.json`. Donnez-lui un autre fichier d'agent en premier argument pour essayer un autre modèle avec les mêmes questions : | |
| 37 | + | |
| 38 | +```bash | |
| 39 | +sed 's#d1-3B-GGUF:Q4_K_M#d1-omni-600M-GGUF:Q8_0#' agent.yaml > omni.yaml | |
| 40 | +node moderate-comments.js omni.yaml | |
| 41 | +``` | |
| 42 | + | |
| 43 | +## Ce qui a été mesuré (2026-10-23, depuis le sandbox, llmman sur l'hôte) | |
| 44 | + | |
| 45 | +LiquidAI d1-3B Q4_K_M : | |
| 46 | + | |
| 47 | +``` | |
| 48 | +PUBLISH | |
| 49 | + 01.txt 0.96 - - - 552 ms Great post! The declared tools section helped m... | |
| 50 | + 02.txt 0.87 - - - 528 ms Does bashTool: false also turn off the tools de... | |
| 51 | + 05.txt 0.96 - - - 539 ms Article intéressant, mais j'aurais aimé un exem... | |
| 52 | + 06.txt 0.90✗ - - off_topic 528 ms Did anyone watch the football last night? What ... | |
| 53 | + 07.txt 0.96 - - - 458 ms I disagree: a declared tool is just a worse she... | |
| 54 | + | |
| 55 | +REJECT | |
| 56 | + 03.txt 0.73 - spam off_topic 594 ms Cheap followers and likes!!! 10,000 followers f... | |
| 57 | + 04.txt 0.93 toxic - - 486 ms Only an idiot would let an AI run bash on his m... | |
| 58 | + 08.txt 0.89 toxic - - 489 ms Ce tuto est nul et son auteur aussi, retourne c... | |
| 59 | + | |
| 60 | +31/32 answers as expected (three flags and the action per comment) | |
| 61 | +``` | |
| 62 | + | |
| 63 | +Tous les drapeaux justes, l'insulte en français et le désaccord poli compris. Le seul raté est le commentaire sur le foot : marqué `off_topic`, mais envoyé en `publish` avec une confiance de 0,90. Ici, les drapeaux sont plus fiables que l'action : un script qui envoie en relecture ce qui est `off_topic` et rejette ce qui est `toxic` ou `spam` aurait bien rangé les huit commentaires. Environ 0,5 s par commentaire, démarrage de `mm` compris. | |
| 64 | + | |
| 65 | +LiquidAI d1-omni-600M Q8_0, les mêmes questions : | |
| 66 | + | |
| 67 | +``` | |
| 68 | +PUBLISH | |
| 69 | + 01.txt 1.00 - - off_topic✗ 100 ms Great post! The declared tools section helped m... | |
| 70 | + 02.txt 0.94 - - off_topic✗ 98 ms Does bashTool: false also turn off the tools de... | |
| 71 | + 05.txt 0.85 - - - 91 ms Article intéressant, mais j'aurais aimé un exem... | |
| 72 | + 06.txt 0.99✗ - - off_topic 98 ms Did anyone watch the football last night? What ... | |
| 73 | + 07.txt 0.85 - - off_topic✗ 97 ms I disagree: a declared tool is just a worse she... | |
| 74 | + 08.txt 0.52✗ -✗ - - 92 ms Ce tuto est nul et son auteur aussi, retourne c... | |
| 75 | + | |
| 76 | +REJECT | |
| 77 | + 03.txt 0.93 toxic✗ spam off_topic 100 ms Cheap followers and likes!!! 10,000 followers f... | |
| 78 | + 04.txt 0.62 toxic - off_topic✗ 101 ms Only an idiot would let an AI run bash on his m... | |
| 79 | + | |
| 80 | +24/32 answers as expected (three flags and the action per comment) | |
| 81 | +``` | |
| 82 | + | |
| 83 | +Cinq fois plus rapide (environ 0,1 s par commentaire), mais inutilisable tel quel pour cette tâche : `off_topic` est levé sur quatre commentaires qui parlent du billet, le spam est jugé toxique, et l'insulte en français aurait été publiée. | |
| 84 | + | |
| 85 | +## Pour aller plus loin | |
| 86 | + | |
| 87 | +- [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | |
| 88 | +- [Référence de la configuration — `decision`](../../docs/fr/reference/configuration.md#decision) | |
| 89 | +- [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md#un-décideur-seul) | |
| 90 | +- Les autres démos avec un décideur seul : [`decision-only`](../decision-only/README.fr.md) (une boîte de support), [`decision-reviews`](../decision-reviews/README.fr.md) (des avis clients) | |
| new file mode 100644 | |||
| @@ -0,0 +1,90 @@ | |||
| 1 | +# Démo : des commentaires de blog modérés par un modèle de décision | ||
| 2 | + | ||
| 3 | +*[English version](README.en.md)* | ||
| 4 | + | ||
| 5 | +Aucun modèle de chat. `agent.yaml` est un **décideur** : chaque message qu'il reçoit est un commentaire laissé sous un billet de blog sur les outils de Mini Me, et il répond à quatre questions typées à son sujet en une seule passe de LiquidAI d1-3B (`POST /v1/systemone` sur llmman), sans écrire de texte : | ||
| 6 | + | ||
| 7 | +| Question | Type | Réponse | | ||
| 8 | +|----------|------|---------| | ||
| 9 | +| `toxic` | noul | probabilité que le commentaire insulte, moque ou attaque une personne — un désaccord franc n'est pas toxique | | ||
| 10 | +| `spam` | noul | probabilité qu'il fasse de la publicité, vende quelque chose ou renvoie vers un site sans rapport | | ||
| 11 | +| `off_topic` | noul | probabilité qu'il n'ait rien à voir avec le billet | | ||
| 12 | +| `action` | choice | `publish`, `review` ou `reject`, avec une confiance | | ||
| 13 | + | ||
| 14 | +`comments/` contient huit commentaires : deux en français (un poli, un insultant), un spam, une attaque personnelle, une discussion de foot, et un désaccord ferme mais poli — le cas difficile pour un modérateur. `expected.json` contient les réponses qu'une personne donnerait. | ||
| 15 | + | ||
| 16 | + | ||
| 17 | + | ||
| 18 | +Source modifiable : `decision-moderation-flow.drawio` (draw.io) ; `decision-moderation-flow.svg` est la même image. | ||
| 19 | + | ||
| 20 | +## La lancer | ||
| 21 | + | ||
| 22 | +Téléchargez le modèle dans llmman une fois : | ||
| 23 | + | ||
| 24 | +```bash | ||
| 25 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 26 | +``` | ||
| 27 | + | ||
| 28 | +Puis, depuis ce dossier : | ||
| 29 | + | ||
| 30 | +```bash | ||
| 31 | +mm -config agent.yaml -p "$(cat comments/04.txt)" # le JSON du serveur sur stdout, pour un script | ||
| 32 | +mm -config agent.yaml # collez un commentaire, lisez une ligne par question | ||
| 33 | +node moderate-comments.js # tous les commentaires rangés en publish / review / reject | ||
| 34 | +``` | ||
| 35 | + | ||
| 36 | +`moderate-comments.js` lance un `mm -p` par commentaire (donnez le chemin de `mm` dans `MM_BIN` s'il n'est pas dans votre PATH), regroupe les commentaires selon l'action choisie par le modèle, affiche les drapeaux au-dessus de 0,5, et marque d'un `✗` chaque réponse qui diffère de `expected.json`. Donnez-lui un autre fichier d'agent en premier argument pour essayer un autre modèle avec les mêmes questions : | ||
| 37 | + | ||
| 38 | +```bash | ||
| 39 | +sed 's#d1-3B-GGUF:Q4_K_M#d1-omni-600M-GGUF:Q8_0#' agent.yaml > omni.yaml | ||
| 40 | +node moderate-comments.js omni.yaml | ||
| 41 | +``` | ||
| 42 | + | ||
| 43 | +## Ce qui a été mesuré (2026-10-23, depuis le sandbox, llmman sur l'hôte) | ||
| 44 | + | ||
| 45 | +LiquidAI d1-3B Q4_K_M : | ||
| 46 | + | ||
| 47 | +``` | ||
| 48 | +PUBLISH | ||
| 49 | + 01.txt 0.96 - - - 552 ms Great post! The declared tools section helped m... | ||
| 50 | + 02.txt 0.87 - - - 528 ms Does bashTool: false also turn off the tools de... | ||
| 51 | + 05.txt 0.96 - - - 539 ms Article intéressant, mais j'aurais aimé un exem... | ||
| 52 | + 06.txt 0.90✗ - - off_topic 528 ms Did anyone watch the football last night? What ... | ||
| 53 | + 07.txt 0.96 - - - 458 ms I disagree: a declared tool is just a worse she... | ||
| 54 | + | ||
| 55 | +REJECT | ||
| 56 | + 03.txt 0.73 - spam off_topic 594 ms Cheap followers and likes!!! 10,000 followers f... | ||
| 57 | + 04.txt 0.93 toxic - - 486 ms Only an idiot would let an AI run bash on his m... | ||
| 58 | + 08.txt 0.89 toxic - - 489 ms Ce tuto est nul et son auteur aussi, retourne c... | ||
| 59 | + | ||
| 60 | +31/32 answers as expected (three flags and the action per comment) | ||
| 61 | +``` | ||
| 62 | + | ||
| 63 | +Tous les drapeaux justes, l'insulte en français et le désaccord poli compris. Le seul raté est le commentaire sur le foot : marqué `off_topic`, mais envoyé en `publish` avec une confiance de 0,90. Ici, les drapeaux sont plus fiables que l'action : un script qui envoie en relecture ce qui est `off_topic` et rejette ce qui est `toxic` ou `spam` aurait bien rangé les huit commentaires. Environ 0,5 s par commentaire, démarrage de `mm` compris. | ||
| 64 | + | ||
| 65 | +LiquidAI d1-omni-600M Q8_0, les mêmes questions : | ||
| 66 | + | ||
| 67 | +``` | ||
| 68 | +PUBLISH | ||
| 69 | + 01.txt 1.00 - - off_topic✗ 100 ms Great post! The declared tools section helped m... | ||
| 70 | + 02.txt 0.94 - - off_topic✗ 98 ms Does bashTool: false also turn off the tools de... | ||
| 71 | + 05.txt 0.85 - - - 91 ms Article intéressant, mais j'aurais aimé un exem... | ||
| 72 | + 06.txt 0.99✗ - - off_topic 98 ms Did anyone watch the football last night? What ... | ||
| 73 | + 07.txt 0.85 - - off_topic✗ 97 ms I disagree: a declared tool is just a worse she... | ||
| 74 | + 08.txt 0.52✗ -✗ - - 92 ms Ce tuto est nul et son auteur aussi, retourne c... | ||
| 75 | + | ||
| 76 | +REJECT | ||
| 77 | + 03.txt 0.93 toxic✗ spam off_topic 100 ms Cheap followers and likes!!! 10,000 followers f... | ||
| 78 | + 04.txt 0.62 toxic - off_topic✗ 101 ms Only an idiot would let an AI run bash on his m... | ||
| 79 | + | ||
| 80 | +24/32 answers as expected (three flags and the action per comment) | ||
| 81 | +``` | ||
| 82 | + | ||
| 83 | +Cinq fois plus rapide (environ 0,1 s par commentaire), mais inutilisable tel quel pour cette tâche : `off_topic` est levé sur quatre commentaires qui parlent du billet, le spam est jugé toxique, et l'insulte en français aurait été publiée. | ||
| 84 | + | ||
| 85 | +## Pour aller plus loin | ||
| 86 | + | ||
| 87 | +- [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | ||
| 88 | +- [Référence de la configuration — `decision`](../../docs/fr/reference/configuration.md#decision) | ||
| 89 | +- [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md#un-décideur-seul) | ||
| 90 | +- Les autres démos avec un décideur seul : [`decision-only`](../decision-only/README.fr.md) (une boîte de support), [`decision-reviews`](../decision-reviews/README.fr.md) (des avis clients) | ||
added
demos/decision-moderation/agent.yaml +45 -0 | new file mode 100644 | ||
| @@ -0,0 +1,45 @@ | ||
| 1 | +# A decision model, alone: no chat model anywhere. Every message this agent | |
| 2 | +# receives is a comment left under a blog post about Mini Me's tools; it | |
| 3 | +# answers four typed questions about it in one forward pass, and writes no text. | |
| 4 | +# | |
| 5 | +# mm -config agent.yaml -p "$(cat comments/04.txt)" # the server's JSON on stdout | |
| 6 | +# mm -config agent.yaml # paste a comment, read one line per question | |
| 7 | +# node moderate-comments.js # every comment sorted into publish / review / reject, checked against expected.json | |
| 8 | +# | |
| 9 | +# Served by llmman (its llama-server backend has /v1/systemone). Pull the | |
| 10 | +# model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 11 | +provider: llmman | |
| 12 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 13 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 14 | +fallback: http://host.docker.internal:17434/v1 | |
| 15 | + | |
| 16 | +decision: | |
| 17 | + # The first call loads the model (2 to 13 s); a warm one takes 0.2–0.5 s. | |
| 18 | + timeout: 60s | |
| 19 | + questions: | |
| 20 | + toxic: | |
| 21 | + type: noul | |
| 22 | + instructions: The comment insults, mocks or attacks a person. Disagreeing with the post, even bluntly, is not toxic. | |
| 23 | + spam: | |
| 24 | + type: noul | |
| 25 | + instructions: The comment advertises or sells something, or sends readers to an unrelated website. | |
| 26 | + off_topic: | |
| 27 | + type: noul | |
| 28 | + instructions: The comment has nothing to do with a blog post about a command-line AI coding agent and its tools. | |
| 29 | + action: | |
| 30 | + type: choice | |
| 31 | + instructions: What should the moderator do with this comment? | |
| 32 | + criteria: | |
| 33 | + publish: A comment about the post, a question, praise or a polite disagreement | |
| 34 | + review: Off topic or borderline; a person should read it before it goes online | |
| 35 | + reject: Spam, insults or a personal attack | |
| 36 | + | |
| 37 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 38 | +bashTool: false | |
| 39 | +editTools: false | |
| 40 | +planTool: false | |
| 41 | +fetchContentTool: false | |
| 42 | +askUserTool: false | |
| 43 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 44 | +agentsMd: | |
| 45 | + enabled: false | |
| new file mode 100644 | |||
| @@ -0,0 +1,45 @@ | |||
| 1 | +# A decision model, alone: no chat model anywhere. Every message this agent | ||
| 2 | +# receives is a comment left under a blog post about Mini Me's tools; it | ||
| 3 | +# answers four typed questions about it in one forward pass, and writes no text. | ||
| 4 | +# | ||
| 5 | +# mm -config agent.yaml -p "$(cat comments/04.txt)" # the server's JSON on stdout | ||
| 6 | +# mm -config agent.yaml # paste a comment, read one line per question | ||
| 7 | +# node moderate-comments.js # every comment sorted into publish / review / reject, checked against expected.json | ||
| 8 | +# | ||
| 9 | +# Served by llmman (its llama-server backend has /v1/systemone). Pull the | ||
| 10 | +# model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 11 | +provider: llmman | ||
| 12 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 13 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 14 | +fallback: http://host.docker.internal:17434/v1 | ||
| 15 | + | ||
| 16 | +decision: | ||
| 17 | + # The first call loads the model (2 to 13 s); a warm one takes 0.2–0.5 s. | ||
| 18 | + timeout: 60s | ||
| 19 | + questions: | ||
| 20 | + toxic: | ||
| 21 | + type: noul | ||
| 22 | + instructions: The comment insults, mocks or attacks a person. Disagreeing with the post, even bluntly, is not toxic. | ||
| 23 | + spam: | ||
| 24 | + type: noul | ||
| 25 | + instructions: The comment advertises or sells something, or sends readers to an unrelated website. | ||
| 26 | + off_topic: | ||
| 27 | + type: noul | ||
| 28 | + instructions: The comment has nothing to do with a blog post about a command-line AI coding agent and its tools. | ||
| 29 | + action: | ||
| 30 | + type: choice | ||
| 31 | + instructions: What should the moderator do with this comment? | ||
| 32 | + criteria: | ||
| 33 | + publish: A comment about the post, a question, praise or a polite disagreement | ||
| 34 | + review: Off topic or borderline; a person should read it before it goes online | ||
| 35 | + reject: Spam, insults or a personal attack | ||
| 36 | + | ||
| 37 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 38 | +bashTool: false | ||
| 39 | +editTools: false | ||
| 40 | +planTool: false | ||
| 41 | +fetchContentTool: false | ||
| 42 | +askUserTool: false | ||
| 43 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 44 | +agentsMd: | ||
| 45 | + enabled: false | ||
added
demos/decision-moderation/comments/01.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Great post! The declared tools section helped me add a date tool to my agent in five minutes. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Great post! The declared tools section helped me add a date tool to my agent in five minutes. | ||
added
demos/decision-moderation/comments/02.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Does bashTool: false also turn off the tools declared in the agent file, or only the shell? | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Does bashTool: false also turn off the tools declared in the agent file, or only the shell? | ||
added
demos/decision-moderation/comments/03.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Cheap followers and likes!!! 10,000 followers for 5 dollars, visit best-followers-shop dot com today. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Cheap followers and likes!!! 10,000 followers for 5 dollars, visit best-followers-shop dot com today. | ||
added
demos/decision-moderation/comments/04.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Only an idiot would let an AI run bash on his machine. The author clearly has no clue what he is doing. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Only an idiot would let an AI run bash on his machine. The author clearly has no clue what he is doing. | ||
added
demos/decision-moderation/comments/05.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Article intéressant, mais j'aurais aimé un exemple avec un serveur MCP. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Article intéressant, mais j'aurais aimé un exemple avec un serveur MCP. | ||
added
demos/decision-moderation/comments/06.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Did anyone watch the football last night? What a match, that last goal was unbelievable. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Did anyone watch the football last night? What a match, that last goal was unbelievable. | ||
added
demos/decision-moderation/comments/07.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +I disagree: a declared tool is just a worse shell script with extra YAML. I don't see the point. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +I disagree: a declared tool is just a worse shell script with extra YAML. I don't see the point. | ||
added
demos/decision-moderation/comments/08.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Ce tuto est nul et son auteur aussi, retourne coder en PHP. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Ce tuto est nul et son auteur aussi, retourne coder en PHP. | ||
added
demos/decision-moderation/decision-moderation-flow.drawio +30 -0 | new file mode 100644 | ||
| @@ -0,0 +1,30 @@ | ||
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| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">a script sends each comment to the decision model and sorts it into publish, review or reject</text> | |
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| 33 | + <text x="1030.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">✗ where it differs · d1-3B 31/32</text> | |
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| 33 | + <text x="1030.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">✗ where it differs · d1-3B 31/32</text> | ||
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| 35 | + <text x="485.0" y="416.5" text-anchor="middle" font-size="22">⚖️</text> | ||
| 36 | + <text x="485.0" y="439.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 37 | + <text x="485.0" y="457.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.yaml</text> | ||
| 38 | + <text x="485.0" y="474.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 39 | + <text x="485.0" y="491.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass per file, ~0.5 s</text> | ||
| 40 | + <rect x="551.2" y="358" width="78.8" height="24" rx="12" fill="#6A1B9A"/> | ||
| 41 | + <text x="590.6" y="374" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | ||
| 42 | + <rect x="690" y="350" width="470" height="190" rx="10" fill="#FAFAFA" fill-opacity="0.7" stroke="#90A4AE" stroke-width="2" stroke-dasharray="7,5"/> | ||
| 43 | + <text x="925.0" y="372" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">4 typed questions · agent.yaml</text> | ||
| 44 | + <g filter="url(#shadow)"><rect x="705.0" y="390" width="210.0" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 45 | + <text x="810.0" y="418.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">toxic · noul</text> | ||
| 46 | + <g filter="url(#shadow)"><rect x="935.0" y="390" width="210.0" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 47 | + <text x="1040.0" y="418.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">spam · noul</text> | ||
| 48 | + <g filter="url(#shadow)"><rect x="705.0" y="446" width="210.0" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 49 | + <text x="810.0" y="474.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">off_topic · noul</text> | ||
| 50 | + <g filter="url(#shadow)"><rect x="935.0" y="446" width="210.0" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 51 | + <text x="1040.0" y="474.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">action · choice</text> | ||
| 52 | + <text x="925" y="518" text-anchor="middle" font-size="11.5" fill="#37474F" font-family="DejaVu Sans Mono, monospace">REJECT · 08.txt · 0.89 · toxic</text> | ||
| 53 | + <rect x="279.0" y="216.0" width="62" height="24" rx="5" fill="#FFFFFF"/> | ||
| 54 | + <text x="310" y="232.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">a file</text> | ||
| 55 | + <rect x="685.4" y="180.0" width="149.2" height="40" rx="5" fill="#FFFFFF"/> | ||
| 56 | + <text x="760" y="197" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">one line per file</text> | ||
| 57 | + <text x="760" y="213" text-anchor="middle" font-size="10.5" fill="#78909C">grouped, checked</text> | ||
| 58 | + <rect x="503.8" y="295.0" width="202.39999999999998" height="40" rx="5" fill="#FFFFFF"/> | ||
| 59 | + <text x="605" y="312" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">mm -config agent.yaml -p</text> | ||
| 60 | + <text x="605" y="328" text-anchor="middle" font-size="10.5" fill="#78909C">← the server's JSON</text> | ||
| 61 | + <text x="600" y="590" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">The flags were more reliable than the action: a rule on them would have sorted all eight right.</text> | ||
| 62 | +</svg> | ||
added
demos/decision-moderation/expected.json +10 -0 | new file mode 100644 | ||
| @@ -0,0 +1,10 @@ | ||
| 1 | +{ | |
| 2 | + "01.txt": { "toxic": false, "spam": false, "off_topic": false, "action": ["publish"] }, | |
| 3 | + "02.txt": { "toxic": false, "spam": false, "off_topic": false, "action": ["publish"] }, | |
| 4 | + "03.txt": { "toxic": false, "spam": true, "off_topic": true, "action": ["reject"] }, | |
| 5 | + "04.txt": { "toxic": true, "spam": false, "off_topic": false, "action": ["reject"] }, | |
| 6 | + "05.txt": { "toxic": false, "spam": false, "off_topic": false, "action": ["publish"] }, | |
| 7 | + "06.txt": { "toxic": false, "spam": false, "off_topic": true, "action": ["review", "reject"] }, | |
| 8 | + "07.txt": { "toxic": false, "spam": false, "off_topic": false, "action": ["publish"] }, | |
| 9 | + "08.txt": { "toxic": true, "spam": false, "off_topic": false, "action": ["reject"] } | |
| 10 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,10 @@ | |||
| 1 | +{ | ||
| 2 | + "01.txt": { "toxic": false, "spam": false, "off_topic": false, "action": ["publish"] }, | ||
| 3 | + "02.txt": { "toxic": false, "spam": false, "off_topic": false, "action": ["publish"] }, | ||
| 4 | + "03.txt": { "toxic": false, "spam": true, "off_topic": true, "action": ["reject"] }, | ||
| 5 | + "04.txt": { "toxic": true, "spam": false, "off_topic": false, "action": ["reject"] }, | ||
| 6 | + "05.txt": { "toxic": false, "spam": false, "off_topic": false, "action": ["publish"] }, | ||
| 7 | + "06.txt": { "toxic": false, "spam": false, "off_topic": true, "action": ["review", "reject"] }, | ||
| 8 | + "07.txt": { "toxic": false, "spam": false, "off_topic": false, "action": ["publish"] }, | ||
| 9 | + "08.txt": { "toxic": true, "spam": false, "off_topic": false, "action": ["reject"] } | ||
| 10 | +} | ||
added
demos/decision-moderation/moderate-comments.js +68 -0 | new file mode 100644 | ||
| @@ -0,0 +1,68 @@ | ||
| 1 | +#!/usr/bin/env node | |
| 2 | +// Moderates every comment of comments/ with the decision model of agent.yaml | |
| 3 | +// (or of the config file given as the first argument) and prints them grouped | |
| 4 | +// by the action the model chose: publish, review, reject. Each answer is | |
| 5 | +// checked against expected.json: a "✗" marks a flag or an action the model got | |
| 6 | +// wrong. No chat model is involved: each comment is one `mm -config <file> -p` | |
| 7 | +// call, whose stdout is the /v1/systemone JSON. | |
| 8 | +// | |
| 9 | +// node moderate-comments.js # agent.yaml | |
| 10 | +// node moderate-comments.js omni.yaml # another model, same questions | |
| 11 | +// | |
| 12 | +// MM_BIN names the mm binary, "mm" by default. | |
| 13 | + | |
| 14 | +const { execFileSync } = require("child_process"); | |
| 15 | +const fs = require("fs"); | |
| 16 | +const path = require("path"); | |
| 17 | + | |
| 18 | +const here = __dirname; | |
| 19 | +const config = path.resolve(process.argv[2] || path.join(here, "agent.yaml")); | |
| 20 | +const expected = JSON.parse(fs.readFileSync(path.join(here, "expected.json"), "utf8")); | |
| 21 | +const folder = path.join(here, "comments"); | |
| 22 | +const flags = ["toxic", "spam", "off_topic"]; | |
| 23 | +const actions = ["publish", "review", "reject"]; | |
| 24 | + | |
| 25 | +const mark = (ok) => (ok ? " " : "✗"); | |
| 26 | +const rows = []; | |
| 27 | +let right = 0; | |
| 28 | +let asked = 0; | |
| 29 | + | |
| 30 | +function check(ok) { | |
| 31 | + asked++; | |
| 32 | + if (ok) right++; | |
| 33 | + return ok; | |
| 34 | +} | |
| 35 | + | |
| 36 | +for (const file of fs.readdirSync(folder).filter((f) => f.endsWith(".txt")).sort()) { | |
| 37 | + const comment = fs.readFileSync(path.join(folder, file), "utf8").trim(); | |
| 38 | + const started = Date.now(); | |
| 39 | + const out = execFileSync(process.env.MM_BIN || "mm", ["-config", config, "-p", comment], { | |
| 40 | + encoding: "utf8", | |
| 41 | + stdio: ["ignore", "pipe", "inherit"], | |
| 42 | + }); | |
| 43 | + const ms = Date.now() - started; | |
| 44 | + const a = JSON.parse(out).answers; | |
| 45 | + const want = expected[file]; | |
| 46 | + const shown = flags.map((flag) => { | |
| 47 | + const yes = a[flag].noul >= 0.5; | |
| 48 | + return `${yes ? flag : "-"}${mark(check(yes === want[flag]))}`; | |
| 49 | + }); | |
| 50 | + rows.push({ | |
| 51 | + file, | |
| 52 | + action: a.action.choice, | |
| 53 | + confidence: `${a.action.confidence.toFixed(2)}${mark(check(want.action.includes(a.action.choice)))}`, | |
| 54 | + flags: shown.join(" "), | |
| 55 | + comment: comment.length > 50 ? `${comment.slice(0, 47)}...` : comment, | |
| 56 | + ms, | |
| 57 | + }); | |
| 58 | +} | |
| 59 | + | |
| 60 | +for (const action of actions) { | |
| 61 | + const group = rows.filter((r) => r.action === action); | |
| 62 | + if (group.length === 0) continue; | |
| 63 | + console.log(`\n${action.toUpperCase()}`); | |
| 64 | + for (const r of group) { | |
| 65 | + console.log(` ${r.file.padEnd(8)}${r.confidence.padEnd(7)}${r.flags.padEnd(28)}${`${r.ms} ms`.padEnd(9)}${r.comment}`); | |
| 66 | + } | |
| 67 | +} | |
| 68 | +console.log(`\n${right}/${asked} answers as expected (three flags and the action per comment)`); | |
| new file mode 100644 | |||
| @@ -0,0 +1,68 @@ | |||
| 1 | +#!/usr/bin/env node | ||
| 2 | +// Moderates every comment of comments/ with the decision model of agent.yaml | ||
| 3 | +// (or of the config file given as the first argument) and prints them grouped | ||
| 4 | +// by the action the model chose: publish, review, reject. Each answer is | ||
| 5 | +// checked against expected.json: a "✗" marks a flag or an action the model got | ||
| 6 | +// wrong. No chat model is involved: each comment is one `mm -config <file> -p` | ||
| 7 | +// call, whose stdout is the /v1/systemone JSON. | ||
| 8 | +// | ||
| 9 | +// node moderate-comments.js # agent.yaml | ||
| 10 | +// node moderate-comments.js omni.yaml # another model, same questions | ||
| 11 | +// | ||
| 12 | +// MM_BIN names the mm binary, "mm" by default. | ||
| 13 | + | ||
| 14 | +const { execFileSync } = require("child_process"); | ||
| 15 | +const fs = require("fs"); | ||
| 16 | +const path = require("path"); | ||
| 17 | + | ||
| 18 | +const here = __dirname; | ||
| 19 | +const config = path.resolve(process.argv[2] || path.join(here, "agent.yaml")); | ||
| 20 | +const expected = JSON.parse(fs.readFileSync(path.join(here, "expected.json"), "utf8")); | ||
| 21 | +const folder = path.join(here, "comments"); | ||
| 22 | +const flags = ["toxic", "spam", "off_topic"]; | ||
| 23 | +const actions = ["publish", "review", "reject"]; | ||
| 24 | + | ||
| 25 | +const mark = (ok) => (ok ? " " : "✗"); | ||
| 26 | +const rows = []; | ||
| 27 | +let right = 0; | ||
| 28 | +let asked = 0; | ||
| 29 | + | ||
| 30 | +function check(ok) { | ||
| 31 | + asked++; | ||
| 32 | + if (ok) right++; | ||
| 33 | + return ok; | ||
| 34 | +} | ||
| 35 | + | ||
| 36 | +for (const file of fs.readdirSync(folder).filter((f) => f.endsWith(".txt")).sort()) { | ||
| 37 | + const comment = fs.readFileSync(path.join(folder, file), "utf8").trim(); | ||
| 38 | + const started = Date.now(); | ||
| 39 | + const out = execFileSync(process.env.MM_BIN || "mm", ["-config", config, "-p", comment], { | ||
| 40 | + encoding: "utf8", | ||
| 41 | + stdio: ["ignore", "pipe", "inherit"], | ||
| 42 | + }); | ||
| 43 | + const ms = Date.now() - started; | ||
| 44 | + const a = JSON.parse(out).answers; | ||
| 45 | + const want = expected[file]; | ||
| 46 | + const shown = flags.map((flag) => { | ||
| 47 | + const yes = a[flag].noul >= 0.5; | ||
| 48 | + return `${yes ? flag : "-"}${mark(check(yes === want[flag]))}`; | ||
| 49 | + }); | ||
| 50 | + rows.push({ | ||
| 51 | + file, | ||
| 52 | + action: a.action.choice, | ||
| 53 | + confidence: `${a.action.confidence.toFixed(2)}${mark(check(want.action.includes(a.action.choice)))}`, | ||
| 54 | + flags: shown.join(" "), | ||
| 55 | + comment: comment.length > 50 ? `${comment.slice(0, 47)}...` : comment, | ||
| 56 | + ms, | ||
| 57 | + }); | ||
| 58 | +} | ||
| 59 | + | ||
| 60 | +for (const action of actions) { | ||
| 61 | + const group = rows.filter((r) => r.action === action); | ||
| 62 | + if (group.length === 0) continue; | ||
| 63 | + console.log(`\n${action.toUpperCase()}`); | ||
| 64 | + for (const r of group) { | ||
| 65 | + console.log(` ${r.file.padEnd(8)}${r.confidence.padEnd(7)}${r.flags.padEnd(28)}${`${r.ms} ms`.padEnd(9)}${r.comment}`); | ||
| 66 | + } | ||
| 67 | +} | ||
| 68 | +console.log(`\n${right}/${asked} answers as expected (three flags and the action per comment)`); | ||
modified
demos/decision-only/README.en.md +19 -0 | @@ -13,6 +13,10 @@ No chat model anywhere. `agent.yaml` is a **decider**: every message it receives | ||
| 13 | 13 | |
| 14 | 14 | `inbox/` holds six messages, one of them in French. |
| 15 | 15 | |
| 16 | + | |
| 17 | + | |
| 18 | +Editable source: `decision-only-flow.drawio` (draw.io); `decision-only-flow.svg` is the same picture. | |
| 19 | + | |
| 16 | 20 | ## Run it |
| 17 | 21 | |
| 18 | 22 | Pull the model into llmman once: |
| @@ -45,8 +49,23 @@ file category urgency personal data upset time | ||
| 45 | 49 | |
| 46 | 50 | Six categories out of six, the French one included; the one message with personal data (a card number and a phone number) found. Two answers to read with care: the spam got the urgency *today* — sort on the category first — and the first message ("I have a client demo in two hours, please help!") was not judged upset, only urgent. About 0.6 s per message, the `mm` start-up included. |
| 47 | 51 | |
| 52 | +The same questions with LiquidAI d1-omni-600M Q8_0 (2026-10-23, `model:` changed in a copy of `agent.yaml`): | |
| 53 | + | |
| 54 | +``` | |
| 55 | +file category urgency personal data upset time | |
| 56 | +04.txt bug (0.27) 2.30 today no no 96 ms | |
| 57 | +01.txt bug (0.96) 2.17 today yes no 118 ms | |
| 58 | +06.txt bug (0.58) 1.79 today no yes 117 ms | |
| 59 | +05.txt spam (1.00) 1.67 today no no 96 ms | |
| 60 | +03.txt billing (0.98) 1.59 today yes no 117 ms | |
| 61 | +02.txt feature (0.99) 1.32 this week no no 97 ms | |
| 62 | +``` | |
| 63 | + | |
| 64 | +Five times faster (about 0.1 s per message), but five categories out of six: the question about inviting a colleague became a `bug` (confidence 0.27), and the first message was said to hold personal data. A re-run gave the same answers. | |
| 65 | + | |
| 48 | 66 | ## Read more |
| 49 | 67 | |
| 50 | 68 | - [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) |
| 51 | 69 | - [Configuration reference — `decision`](../../docs/en/reference/configuration.md#decision) |
| 52 | 70 | - [Decision models — explanation](../../docs/en/explanation/decision-models.md#a-decider-on-its-own) |
| 71 | +- The other demos with a decider alone: [`decision-reviews`](../decision-reviews/README.en.md) (customer reviews), [`decision-moderation`](../decision-moderation/README.en.md) (blog comments) | |
| @@ -13,6 +13,10 @@ No chat model anywhere. `agent.yaml` is a **decider**: every message it receives | |||
| 13 | 13 | ||
| 14 | `inbox/` holds six messages, one of them in French. | 14 | `inbox/` holds six messages, one of them in French. |
| 15 | 15 | ||
| 16 | + | ||
| 17 | + | ||
| 18 | +Editable source: `decision-only-flow.drawio` (draw.io); `decision-only-flow.svg` is the same picture. | ||
| 19 | + | ||
| 16 | ## Run it | 20 | ## Run it |
| 17 | 21 | ||
| 18 | Pull the model into llmman once: | 22 | Pull the model into llmman once: |
| @@ -45,8 +49,23 @@ file category urgency personal data upset time | |||
| 45 | 49 | ||
| 46 | Six categories out of six, the French one included; the one message with personal data (a card number and a phone number) found. Two answers to read with care: the spam got the urgency *today* — sort on the category first — and the first message ("I have a client demo in two hours, please help!") was not judged upset, only urgent. About 0.6 s per message, the `mm` start-up included. | 50 | Six categories out of six, the French one included; the one message with personal data (a card number and a phone number) found. Two answers to read with care: the spam got the urgency *today* — sort on the category first — and the first message ("I have a client demo in two hours, please help!") was not judged upset, only urgent. About 0.6 s per message, the `mm` start-up included. |
| 47 | 51 | ||
| 52 | +The same questions with LiquidAI d1-omni-600M Q8_0 (2026-10-23, `model:` changed in a copy of `agent.yaml`): | ||
| 53 | + | ||
| 54 | +``` | ||
| 55 | +file category urgency personal data upset time | ||
| 56 | +04.txt bug (0.27) 2.30 today no no 96 ms | ||
| 57 | +01.txt bug (0.96) 2.17 today yes no 118 ms | ||
| 58 | +06.txt bug (0.58) 1.79 today no yes 117 ms | ||
| 59 | +05.txt spam (1.00) 1.67 today no no 96 ms | ||
| 60 | +03.txt billing (0.98) 1.59 today yes no 117 ms | ||
| 61 | +02.txt feature (0.99) 1.32 this week no no 97 ms | ||
| 62 | +``` | ||
| 63 | + | ||
| 64 | +Five times faster (about 0.1 s per message), but five categories out of six: the question about inviting a colleague became a `bug` (confidence 0.27), and the first message was said to hold personal data. A re-run gave the same answers. | ||
| 65 | + | ||
| 48 | ## Read more | 66 | ## Read more |
| 49 | 67 | ||
| 50 | - [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | 68 | - [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) |
| 51 | - [Configuration reference — `decision`](../../docs/en/reference/configuration.md#decision) | 69 | - [Configuration reference — `decision`](../../docs/en/reference/configuration.md#decision) |
| 52 | - [Decision models — explanation](../../docs/en/explanation/decision-models.md#a-decider-on-its-own) | 70 | - [Decision models — explanation](../../docs/en/explanation/decision-models.md#a-decider-on-its-own) |
| 71 | +- The other demos with a decider alone: [`decision-reviews`](../decision-reviews/README.en.md) (customer reviews), [`decision-moderation`](../decision-moderation/README.en.md) (blog comments) | ||
modified
demos/decision-only/README.fr.md +19 -0 | @@ -13,6 +13,10 @@ Aucun modèle de chat. `agent.yaml` est un **décideur** : chaque message qu'il | ||
| 13 | 13 | |
| 14 | 14 | `inbox/` contient six messages, dont un en français. |
| 15 | 15 | |
| 16 | + | |
| 17 | + | |
| 18 | +Source modifiable : `decision-only-flow.drawio` (draw.io) ; `decision-only-flow.svg` est la même image. | |
| 19 | + | |
| 16 | 20 | ## La lancer |
| 17 | 21 | |
| 18 | 22 | Téléchargez le modèle dans llmman une fois : |
| @@ -45,8 +49,23 @@ file category urgency personal data upset time | ||
| 45 | 49 | |
| 46 | 50 | Six catégories sur six, celle du message en français comprise ; le seul message avec des données personnelles (un numéro de carte et un numéro de téléphone) repéré. Deux réponses à lire avec prudence : le spam a reçu l'urgence *today* — triez d'abord sur la catégorie — et le premier message (« I have a client demo in two hours, please help! ») n'a pas été jugé contrarié, seulement urgent. Environ 0,6 s par message, démarrage de `mm` compris. |
| 47 | 51 | |
| 52 | +Les mêmes questions avec LiquidAI d1-omni-600M Q8_0 (2026-10-23, `model:` changé dans une copie de `agent.yaml`) : | |
| 53 | + | |
| 54 | +``` | |
| 55 | +file category urgency personal data upset time | |
| 56 | +04.txt bug (0.27) 2.30 today no no 96 ms | |
| 57 | +01.txt bug (0.96) 2.17 today yes no 118 ms | |
| 58 | +06.txt bug (0.58) 1.79 today no yes 117 ms | |
| 59 | +05.txt spam (1.00) 1.67 today no no 96 ms | |
| 60 | +03.txt billing (0.98) 1.59 today yes no 117 ms | |
| 61 | +02.txt feature (0.99) 1.32 this week no no 97 ms | |
| 62 | +``` | |
| 63 | + | |
| 64 | +Cinq fois plus rapide (environ 0,1 s par message), mais cinq catégories sur six : la question sur l'invitation d'un collègue est devenue un `bug` (confiance 0,27), et le premier message a été dit porteur de données personnelles. Une deuxième exécution a donné les mêmes réponses. | |
| 65 | + | |
| 48 | 66 | ## Pour aller plus loin |
| 49 | 67 | |
| 50 | 68 | - [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) |
| 51 | 69 | - [Référence de la configuration — `decision`](../../docs/fr/reference/configuration.md#decision) |
| 52 | 70 | - [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md#un-décideur-seul) |
| 71 | +- Les autres démos avec un décideur seul : [`decision-reviews`](../decision-reviews/README.fr.md) (des avis clients), [`decision-moderation`](../decision-moderation/README.fr.md) (des commentaires de blog) | |
| @@ -13,6 +13,10 @@ Aucun modèle de chat. `agent.yaml` est un **décideur** : chaque message qu'il | |||
| 13 | 13 | ||
| 14 | `inbox/` contient six messages, dont un en français. | 14 | `inbox/` contient six messages, dont un en français. |
| 15 | 15 | ||
| 16 | + | ||
| 17 | + | ||
| 18 | +Source modifiable : `decision-only-flow.drawio` (draw.io) ; `decision-only-flow.svg` est la même image. | ||
| 19 | + | ||
| 16 | ## La lancer | 20 | ## La lancer |
| 17 | 21 | ||
| 18 | Téléchargez le modèle dans llmman une fois : | 22 | Téléchargez le modèle dans llmman une fois : |
| @@ -45,8 +49,23 @@ file category urgency personal data upset time | |||
| 45 | 49 | ||
| 46 | Six catégories sur six, celle du message en français comprise ; le seul message avec des données personnelles (un numéro de carte et un numéro de téléphone) repéré. Deux réponses à lire avec prudence : le spam a reçu l'urgence *today* — triez d'abord sur la catégorie — et le premier message (« I have a client demo in two hours, please help! ») n'a pas été jugé contrarié, seulement urgent. Environ 0,6 s par message, démarrage de `mm` compris. | 50 | Six catégories sur six, celle du message en français comprise ; le seul message avec des données personnelles (un numéro de carte et un numéro de téléphone) repéré. Deux réponses à lire avec prudence : le spam a reçu l'urgence *today* — triez d'abord sur la catégorie — et le premier message (« I have a client demo in two hours, please help! ») n'a pas été jugé contrarié, seulement urgent. Environ 0,6 s par message, démarrage de `mm` compris. |
| 47 | 51 | ||
| 52 | +Les mêmes questions avec LiquidAI d1-omni-600M Q8_0 (2026-10-23, `model:` changé dans une copie de `agent.yaml`) : | ||
| 53 | + | ||
| 54 | +``` | ||
| 55 | +file category urgency personal data upset time | ||
| 56 | +04.txt bug (0.27) 2.30 today no no 96 ms | ||
| 57 | +01.txt bug (0.96) 2.17 today yes no 118 ms | ||
| 58 | +06.txt bug (0.58) 1.79 today no yes 117 ms | ||
| 59 | +05.txt spam (1.00) 1.67 today no no 96 ms | ||
| 60 | +03.txt billing (0.98) 1.59 today yes no 117 ms | ||
| 61 | +02.txt feature (0.99) 1.32 this week no no 97 ms | ||
| 62 | +``` | ||
| 63 | + | ||
| 64 | +Cinq fois plus rapide (environ 0,1 s par message), mais cinq catégories sur six : la question sur l'invitation d'un collègue est devenue un `bug` (confiance 0,27), et le premier message a été dit porteur de données personnelles. Une deuxième exécution a donné les mêmes réponses. | ||
| 65 | + | ||
| 48 | ## Pour aller plus loin | 66 | ## Pour aller plus loin |
| 49 | 67 | ||
| 50 | - [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | 68 | - [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) |
| 51 | - [Référence de la configuration — `decision`](../../docs/fr/reference/configuration.md#decision) | 69 | - [Référence de la configuration — `decision`](../../docs/fr/reference/configuration.md#decision) |
| 52 | - [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md#un-décideur-seul) | 70 | - [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md#un-décideur-seul) |
| 71 | +- Les autres démos avec un décideur seul : [`decision-reviews`](../decision-reviews/README.fr.md) (des avis clients), [`decision-moderation`](../decision-moderation/README.fr.md) (des commentaires de blog) | ||
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| 22 | + <text x="155.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#263238">six support messages</text> | |
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| 26 | + <text x="485.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">triage-inbox.js</text> | |
| 27 | + <text x="485.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#E65100">Node.js · one mm -p</text> | |
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| 33 | + <text x="1030.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">category · urgency · data · mood</text> | |
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| 36 | + <text x="485.0" y="439.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | |
| 37 | + <text x="485.0" y="457.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.yaml</text> | |
| 38 | + <text x="485.0" y="474.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | |
| 39 | + <text x="485.0" y="491.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass per file, ~0.5 s</text> | |
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| 60 | + <text x="605" y="328" text-anchor="middle" font-size="10.5" fill="#78909C">← the server's JSON</text> | |
| 61 | + <text x="600" y="590" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">No text is generated: every answer is a choice, a level or a probability.</text> | |
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| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">a script sends each support message to the decision model and sorts the answers</text> | ||
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| 21 | + <text x="155.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#263238">inbox/</text> | ||
| 22 | + <text x="155.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#263238">six support messages</text> | ||
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| 26 | + <text x="485.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">triage-inbox.js</text> | ||
| 27 | + <text x="485.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#E65100">Node.js · one mm -p</text> | ||
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| 31 | + <text x="1030.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#0D47A1">A table</text> | ||
| 32 | + <text x="1030.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">most urgent first</text> | ||
| 33 | + <text x="1030.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">category · urgency · data · mood</text> | ||
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| 36 | + <text x="485.0" y="439.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 37 | + <text x="485.0" y="457.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.yaml</text> | ||
| 38 | + <text x="485.0" y="474.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 39 | + <text x="485.0" y="491.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass per file, ~0.5 s</text> | ||
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| 62 | +</svg> | ||
added
demos/decision-questions/README.en.md +29 -0 | new file mode 100644 | ||
| @@ -0,0 +1,29 @@ | ||
| 1 | +# Demo: four deciders to learn the question types | |
| 2 | + | |
| 3 | +*[Version française](README.fr.md)* | |
| 4 | + | |
| 5 | +The four examples of [How to write the questions of a decider](../../docs/en/how-to/write-decision-questions.md), as agent files you can run. Each one is a **decider** (LiquidAI d1-3B on llmman, `POST /v1/systemone`): no chat model, it answers typed questions about the message it receives. | |
| 6 | + | |
| 7 | +| File | Decides | Questions | | |
| 8 | +|------|---------|-----------| | |
| 9 | +| `symptoms.yaml` | how serious a symptom ticket is | `severity` (score), `red_flag` (noul), `who` (choice) | | |
| 10 | +| `dice421.yaml` | how many dice to throw again at 421 | `reroll` (choice) | | |
| 11 | +| `spell.yaml` | which spell a wizard should cast | `spell` (choice) | | |
| 12 | +| `fight.yaml` | fight, flee or talk | `action` (choice), `danger` (score), `hurt` (noul) | | |
| 13 | + | |
| 14 | +## Run it | |
| 15 | + | |
| 16 | +Pull the model into llmman once: | |
| 17 | + | |
| 18 | +```bash | |
| 19 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 20 | +``` | |
| 21 | + | |
| 22 | +Then, from this directory: | |
| 23 | + | |
| 24 | +```bash | |
| 25 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." # the server's JSON | |
| 26 | +mm -config fight.yaml # type situations, read one line per question | |
| 27 | +``` | |
| 28 | + | |
| 29 | +More messages to try, and the answers measured on 2026-10-24, are in [the guide](../../docs/en/how-to/write-decision-questions.md#examples). For `dice421.yaml`, write what is missing into the message (`Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1.`): given the dice alone, the decider got it wrong. | |
| new file mode 100644 | |||
| @@ -0,0 +1,29 @@ | |||
| 1 | +# Demo: four deciders to learn the question types | ||
| 2 | + | ||
| 3 | +*[Version française](README.fr.md)* | ||
| 4 | + | ||
| 5 | +The four examples of [How to write the questions of a decider](../../docs/en/how-to/write-decision-questions.md), as agent files you can run. Each one is a **decider** (LiquidAI d1-3B on llmman, `POST /v1/systemone`): no chat model, it answers typed questions about the message it receives. | ||
| 6 | + | ||
| 7 | +| File | Decides | Questions | | ||
| 8 | +|------|---------|-----------| | ||
| 9 | +| `symptoms.yaml` | how serious a symptom ticket is | `severity` (score), `red_flag` (noul), `who` (choice) | | ||
| 10 | +| `dice421.yaml` | how many dice to throw again at 421 | `reroll` (choice) | | ||
| 11 | +| `spell.yaml` | which spell a wizard should cast | `spell` (choice) | | ||
| 12 | +| `fight.yaml` | fight, flee or talk | `action` (choice), `danger` (score), `hurt` (noul) | | ||
| 13 | + | ||
| 14 | +## Run it | ||
| 15 | + | ||
| 16 | +Pull the model into llmman once: | ||
| 17 | + | ||
| 18 | +```bash | ||
| 19 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 20 | +``` | ||
| 21 | + | ||
| 22 | +Then, from this directory: | ||
| 23 | + | ||
| 24 | +```bash | ||
| 25 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." # the server's JSON | ||
| 26 | +mm -config fight.yaml # type situations, read one line per question | ||
| 27 | +``` | ||
| 28 | + | ||
| 29 | +More messages to try, and the answers measured on 2026-10-24, are in [the guide](../../docs/en/how-to/write-decision-questions.md#examples). For `dice421.yaml`, write what is missing into the message (`Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1.`): given the dice alone, the decider got it wrong. | ||
added
demos/decision-questions/README.fr.md +29 -0 | new file mode 100644 | ||
| @@ -0,0 +1,29 @@ | ||
| 1 | +# Démo : quatre décideurs pour apprendre les types de questions | |
| 2 | + | |
| 3 | +*[English version](README.en.md)* | |
| 4 | + | |
| 5 | +Les quatre exemples d'[Écrire les questions d'un décideur](../../docs/fr/how-to/write-decision-questions.md), en fichiers d'agent prêts à lancer. Chacun est un **décideur** (LiquidAI d1-3B sur llmman, `POST /v1/systemone`) : pas de modèle de chat, il répond à des questions typées sur le message qu'il reçoit. | |
| 6 | + | |
| 7 | +| Fichier | Décide | Questions | | |
| 8 | +|---------|--------|-----------| | |
| 9 | +| `symptoms.yaml` | la gravité d'un ticket de symptômes | `severity` (score), `red_flag` (noul), `who` (choice) | | |
| 10 | +| `dice421.yaml` | combien de dés relancer au 421 | `reroll` (choice) | | |
| 11 | +| `spell.yaml` | quel sort doit lancer un magicien | `spell` (choice) | | |
| 12 | +| `fight.yaml` | combattre, fuir ou parlementer | `action` (choice), `danger` (score), `hurt` (noul) | | |
| 13 | + | |
| 14 | +## La lancer | |
| 15 | + | |
| 16 | +Téléchargez le modèle dans llmman une fois : | |
| 17 | + | |
| 18 | +```bash | |
| 19 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 20 | +``` | |
| 21 | + | |
| 22 | +Puis, depuis ce dossier : | |
| 23 | + | |
| 24 | +```bash | |
| 25 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." # le JSON du serveur | |
| 26 | +mm -config fight.yaml # tapez des situations, lisez une ligne par question | |
| 27 | +``` | |
| 28 | + | |
| 29 | +D'autres messages à essayer, et les réponses mesurées le 2026-10-24, sont dans [le guide](../../docs/fr/how-to/write-decision-questions.md#exemples). Pour `dice421.yaml`, écrivez ce qui manque dans le message (`Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1.`) : avec les dés seuls, le décideur s'est trompé. | |
| new file mode 100644 | |||
| @@ -0,0 +1,29 @@ | |||
| 1 | +# Démo : quatre décideurs pour apprendre les types de questions | ||
| 2 | + | ||
| 3 | +*[English version](README.en.md)* | ||
| 4 | + | ||
| 5 | +Les quatre exemples d'[Écrire les questions d'un décideur](../../docs/fr/how-to/write-decision-questions.md), en fichiers d'agent prêts à lancer. Chacun est un **décideur** (LiquidAI d1-3B sur llmman, `POST /v1/systemone`) : pas de modèle de chat, il répond à des questions typées sur le message qu'il reçoit. | ||
| 6 | + | ||
| 7 | +| Fichier | Décide | Questions | | ||
| 8 | +|---------|--------|-----------| | ||
| 9 | +| `symptoms.yaml` | la gravité d'un ticket de symptômes | `severity` (score), `red_flag` (noul), `who` (choice) | | ||
| 10 | +| `dice421.yaml` | combien de dés relancer au 421 | `reroll` (choice) | | ||
| 11 | +| `spell.yaml` | quel sort doit lancer un magicien | `spell` (choice) | | ||
| 12 | +| `fight.yaml` | combattre, fuir ou parlementer | `action` (choice), `danger` (score), `hurt` (noul) | | ||
| 13 | + | ||
| 14 | +## La lancer | ||
| 15 | + | ||
| 16 | +Téléchargez le modèle dans llmman une fois : | ||
| 17 | + | ||
| 18 | +```bash | ||
| 19 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 20 | +``` | ||
| 21 | + | ||
| 22 | +Puis, depuis ce dossier : | ||
| 23 | + | ||
| 24 | +```bash | ||
| 25 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." # le JSON du serveur | ||
| 26 | +mm -config fight.yaml # tapez des situations, lisez une ligne par question | ||
| 27 | +``` | ||
| 28 | + | ||
| 29 | +D'autres messages à essayer, et les réponses mesurées le 2026-10-24, sont dans [le guide](../../docs/fr/how-to/write-decision-questions.md#exemples). Pour `dice421.yaml`, écrivez ce qui manque dans le message (`Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1.`) : avec les dés seuls, le décideur s'est trompé. | ||
added
demos/decision-questions/dice421.yaml +31 -0 | new file mode 100644 | ||
| @@ -0,0 +1,31 @@ | ||
| 1 | +# A decider: 421: how many dice to throw again? The script writes what is missing: a decider reads, it does not count. | |
| 2 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 3 | +# | |
| 4 | +# mm -config dice421.yaml -p "Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1." | |
| 5 | +# | |
| 6 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 7 | +provider: llmman | |
| 8 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 9 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 10 | +fallback: http://host.docker.internal:17434/v1 | |
| 11 | + | |
| 12 | +decision: | |
| 13 | + questions: | |
| 14 | + reroll: | |
| 15 | + type: choice | |
| 16 | + instructions: How many dice should the player throw again? | |
| 17 | + criteria: | |
| 18 | + none: Nothing is missing | |
| 19 | + one: One die is missing | |
| 20 | + two: Two dice are missing | |
| 21 | + all: All three are missing | |
| 22 | + | |
| 23 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 24 | +bashTool: false | |
| 25 | +editTools: false | |
| 26 | +planTool: false | |
| 27 | +fetchContentTool: false | |
| 28 | +askUserTool: false | |
| 29 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 30 | +agentsMd: | |
| 31 | + enabled: false | |
| new file mode 100644 | |||
| @@ -0,0 +1,31 @@ | |||
| 1 | +# A decider: 421: how many dice to throw again? The script writes what is missing: a decider reads, it does not count. | ||
| 2 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 3 | +# | ||
| 4 | +# mm -config dice421.yaml -p "Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1." | ||
| 5 | +# | ||
| 6 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 7 | +provider: llmman | ||
| 8 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 9 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 10 | +fallback: http://host.docker.internal:17434/v1 | ||
| 11 | + | ||
| 12 | +decision: | ||
| 13 | + questions: | ||
| 14 | + reroll: | ||
| 15 | + type: choice | ||
| 16 | + instructions: How many dice should the player throw again? | ||
| 17 | + criteria: | ||
| 18 | + none: Nothing is missing | ||
| 19 | + one: One die is missing | ||
| 20 | + two: Two dice are missing | ||
| 21 | + all: All three are missing | ||
| 22 | + | ||
| 23 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 24 | +bashTool: false | ||
| 25 | +editTools: false | ||
| 26 | +planTool: false | ||
| 27 | +fetchContentTool: false | ||
| 28 | +askUserTool: false | ||
| 29 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 30 | +agentsMd: | ||
| 31 | + enabled: false | ||
added
demos/decision-questions/fight.yaml +37 -0 | new file mode 100644 | ||
| @@ -0,0 +1,37 @@ | ||
| 1 | +# A decider: Dungeons & Dragons: fight, flee or talk? | |
| 2 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 3 | +# | |
| 4 | +# mm -config fight.yaml -p "A troll guards the bridge. It says it will let us pass if we pay one gold coin." | |
| 5 | +# | |
| 6 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 7 | +provider: llmman | |
| 8 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 9 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 10 | +fallback: http://host.docker.internal:17434/v1 | |
| 11 | + | |
| 12 | +decision: | |
| 13 | + questions: | |
| 14 | + action: | |
| 15 | + type: choice | |
| 16 | + instructions: What should my character do now? | |
| 17 | + criteria: | |
| 18 | + fight: We can win this fight | |
| 19 | + flee: We would probably lose, and there is a way out | |
| 20 | + talk: The enemy might listen, a fight is not needed | |
| 21 | + danger: | |
| 22 | + type: score | |
| 23 | + instructions: How dangerous is this situation for my character? | |
| 24 | + criteria: [harmless, risky, deadly] | |
| 25 | + hurt: | |
| 26 | + type: noul | |
| 27 | + instructions: My character is badly hurt. | |
| 28 | + | |
| 29 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 30 | +bashTool: false | |
| 31 | +editTools: false | |
| 32 | +planTool: false | |
| 33 | +fetchContentTool: false | |
| 34 | +askUserTool: false | |
| 35 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 36 | +agentsMd: | |
| 37 | + enabled: false | |
| new file mode 100644 | |||
| @@ -0,0 +1,37 @@ | |||
| 1 | +# A decider: Dungeons & Dragons: fight, flee or talk? | ||
| 2 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 3 | +# | ||
| 4 | +# mm -config fight.yaml -p "A troll guards the bridge. It says it will let us pass if we pay one gold coin." | ||
| 5 | +# | ||
| 6 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 7 | +provider: llmman | ||
| 8 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 9 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 10 | +fallback: http://host.docker.internal:17434/v1 | ||
| 11 | + | ||
| 12 | +decision: | ||
| 13 | + questions: | ||
| 14 | + action: | ||
| 15 | + type: choice | ||
| 16 | + instructions: What should my character do now? | ||
| 17 | + criteria: | ||
| 18 | + fight: We can win this fight | ||
| 19 | + flee: We would probably lose, and there is a way out | ||
| 20 | + talk: The enemy might listen, a fight is not needed | ||
| 21 | + danger: | ||
| 22 | + type: score | ||
| 23 | + instructions: How dangerous is this situation for my character? | ||
| 24 | + criteria: [harmless, risky, deadly] | ||
| 25 | + hurt: | ||
| 26 | + type: noul | ||
| 27 | + instructions: My character is badly hurt. | ||
| 28 | + | ||
| 29 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 30 | +bashTool: false | ||
| 31 | +editTools: false | ||
| 32 | +planTool: false | ||
| 33 | +fetchContentTool: false | ||
| 34 | +askUserTool: false | ||
| 35 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 36 | +agentsMd: | ||
| 37 | + enabled: false | ||
added
demos/decision-questions/spell.yaml +32 -0 | new file mode 100644 | ||
| @@ -0,0 +1,32 @@ | ||
| 1 | +# A decider: Dungeons & Dragons: which spell for my wizard? | |
| 2 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 3 | +# | |
| 4 | +# mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | |
| 5 | +# | |
| 6 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 7 | +provider: llmman | |
| 8 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 9 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 10 | +fallback: http://host.docker.internal:17434/v1 | |
| 11 | + | |
| 12 | +decision: | |
| 13 | + questions: | |
| 14 | + spell: | |
| 15 | + type: choice | |
| 16 | + instructions: I am the party's wizard. Which spell should I cast now? | |
| 17 | + criteria: | |
| 18 | + fireball: Many enemies close together, far enough from my friends | |
| 19 | + magic_missile: One weak enemy to finish off, or one that is hard to hit | |
| 20 | + shield: An enemy is about to hit me | |
| 21 | + misty_step: I am surrounded or grabbed and must get away | |
| 22 | + sleep: Several weak enemies, and we would rather not kill them | |
| 23 | + | |
| 24 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 25 | +bashTool: false | |
| 26 | +editTools: false | |
| 27 | +planTool: false | |
| 28 | +fetchContentTool: false | |
| 29 | +askUserTool: false | |
| 30 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 31 | +agentsMd: | |
| 32 | + enabled: false | |
| new file mode 100644 | |||
| @@ -0,0 +1,32 @@ | |||
| 1 | +# A decider: Dungeons & Dragons: which spell for my wizard? | ||
| 2 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 3 | +# | ||
| 4 | +# mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | ||
| 5 | +# | ||
| 6 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 7 | +provider: llmman | ||
| 8 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 9 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 10 | +fallback: http://host.docker.internal:17434/v1 | ||
| 11 | + | ||
| 12 | +decision: | ||
| 13 | + questions: | ||
| 14 | + spell: | ||
| 15 | + type: choice | ||
| 16 | + instructions: I am the party's wizard. Which spell should I cast now? | ||
| 17 | + criteria: | ||
| 18 | + fireball: Many enemies close together, far enough from my friends | ||
| 19 | + magic_missile: One weak enemy to finish off, or one that is hard to hit | ||
| 20 | + shield: An enemy is about to hit me | ||
| 21 | + misty_step: I am surrounded or grabbed and must get away | ||
| 22 | + sleep: Several weak enemies, and we would rather not kill them | ||
| 23 | + | ||
| 24 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 25 | +bashTool: false | ||
| 26 | +editTools: false | ||
| 27 | +planTool: false | ||
| 28 | +fetchContentTool: false | ||
| 29 | +askUserTool: false | ||
| 30 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 31 | +agentsMd: | ||
| 32 | + enabled: false | ||
added
demos/decision-questions/symptoms.yaml +38 -0 | new file mode 100644 | ||
| @@ -0,0 +1,38 @@ | ||
| 1 | +# A decider: Symptom tickets: how serious is it? | |
| 2 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 3 | +# | |
| 4 | +# mm -config symptoms.yaml -p "My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago." | |
| 5 | +# | |
| 6 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 7 | +provider: llmman | |
| 8 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 9 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 10 | +fallback: http://host.docker.internal:17434/v1 | |
| 11 | + | |
| 12 | +decision: | |
| 13 | + questions: | |
| 14 | + severity: | |
| 15 | + type: score | |
| 16 | + instructions: How soon should this person see a doctor? | |
| 17 | + criteria: [it can wait for a usual appointment, within a few days, today, now - call the emergency number] | |
| 18 | + red_flag: | |
| 19 | + type: noul | |
| 20 | + instructions: The message describes a sudden weakness of an arm or a leg, slurred speech, chest pain, trouble breathing, heavy bleeding or fainting. | |
| 21 | + who: | |
| 22 | + type: choice | |
| 23 | + instructions: Who should see this person first? | |
| 24 | + criteria: | |
| 25 | + pharmacist: A minor problem a pharmacist can advise on | |
| 26 | + family_doctor: A usual problem for a general practitioner | |
| 27 | + specialist: A known long-term condition followed by a specialist | |
| 28 | + emergency: A problem that cannot wait | |
| 29 | + | |
| 30 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 31 | +bashTool: false | |
| 32 | +editTools: false | |
| 33 | +planTool: false | |
| 34 | +fetchContentTool: false | |
| 35 | +askUserTool: false | |
| 36 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 37 | +agentsMd: | |
| 38 | + enabled: false | |
| new file mode 100644 | |||
| @@ -0,0 +1,38 @@ | |||
| 1 | +# A decider: Symptom tickets: how serious is it? | ||
| 2 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 3 | +# | ||
| 4 | +# mm -config symptoms.yaml -p "My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago." | ||
| 5 | +# | ||
| 6 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 7 | +provider: llmman | ||
| 8 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 9 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 10 | +fallback: http://host.docker.internal:17434/v1 | ||
| 11 | + | ||
| 12 | +decision: | ||
| 13 | + questions: | ||
| 14 | + severity: | ||
| 15 | + type: score | ||
| 16 | + instructions: How soon should this person see a doctor? | ||
| 17 | + criteria: [it can wait for a usual appointment, within a few days, today, now - call the emergency number] | ||
| 18 | + red_flag: | ||
| 19 | + type: noul | ||
| 20 | + instructions: The message describes a sudden weakness of an arm or a leg, slurred speech, chest pain, trouble breathing, heavy bleeding or fainting. | ||
| 21 | + who: | ||
| 22 | + type: choice | ||
| 23 | + instructions: Who should see this person first? | ||
| 24 | + criteria: | ||
| 25 | + pharmacist: A minor problem a pharmacist can advise on | ||
| 26 | + family_doctor: A usual problem for a general practitioner | ||
| 27 | + specialist: A known long-term condition followed by a specialist | ||
| 28 | + emergency: A problem that cannot wait | ||
| 29 | + | ||
| 30 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 31 | +bashTool: false | ||
| 32 | +editTools: false | ||
| 33 | +planTool: false | ||
| 34 | +fetchContentTool: false | ||
| 35 | +askUserTool: false | ||
| 36 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 37 | +agentsMd: | ||
| 38 | + enabled: false | ||
added
demos/decision-reviews/README.en.md +88 -0 | new file mode 100644 | ||
| @@ -0,0 +1,88 @@ | ||
| 1 | +# Demo: customer reviews read by a decision model | |
| 2 | + | |
| 3 | +*[Version française](README.fr.md)* | |
| 4 | + | |
| 5 | +No chat model anywhere. `agent.yaml` is a **decider**: every message it receives is a customer review of a coffee machine, and it answers four typed questions about it in one forward pass of LiquidAI d1-3B (`POST /v1/systemone` on llmman), without writing any text: | |
| 6 | + | |
| 7 | +| Question | Type | Answer | | |
| 8 | +|----------|------|--------| | |
| 9 | +| `sentiment` | score | 0 (*very negative*) to 4 (*very positive*) | | |
| 10 | +| `topic` | choice | `quality`, `delivery`, `price`, `customer_service` or `usability`, with a confidence | | |
| 11 | +| `competitor` | noul | probability that the review names another brand or product | | |
| 12 | +| `recommend` | noul | probability that the author would recommend the product | | |
| 13 | + | |
| 14 | +`reviews/` holds eight reviews: one in French, one sarcastic ("Oh great, another machine that leaks…"), one naming a competitor. `expected.json` holds the answers a person would give, so the script can say where the model was wrong. | |
| 15 | + | |
| 16 | + | |
| 17 | + | |
| 18 | +Editable source: `decision-reviews-flow.drawio` (draw.io); `decision-reviews-flow.svg` is the same picture. | |
| 19 | + | |
| 20 | +## Run it | |
| 21 | + | |
| 22 | +Pull the model into llmman once: | |
| 23 | + | |
| 24 | +```bash | |
| 25 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 26 | +``` | |
| 27 | + | |
| 28 | +Then, from this directory: | |
| 29 | + | |
| 30 | +```bash | |
| 31 | +mm -config agent.yaml -p "$(cat reviews/03.txt)" # the server's JSON on stdout, for a script | |
| 32 | +mm -config agent.yaml # paste a review, read one line per question | |
| 33 | +node analyse-reviews.js # every review as a table, worst first | |
| 34 | +``` | |
| 35 | + | |
| 36 | +`analyse-reviews.js` runs one `mm -p` per review (set `MM_BIN` if `mm` is not on your PATH) and marks with `✗` each answer that differs from `expected.json`: the sentiment band (negative below 1.5, mixed up to 2.5, positive above), the topic, the competitor and, for the four reviews where it is clear, the recommendation. | |
| 37 | + | |
| 38 | +To try another decision model with the same questions, copy the agent file with another `model:` and give it to the script: | |
| 39 | + | |
| 40 | +```bash | |
| 41 | +sed 's#d1-3B-GGUF:Q4_K_M#d1-omni-600M-GGUF:Q8_0#' agent.yaml > omni.yaml | |
| 42 | +node analyse-reviews.js omni.yaml | |
| 43 | +``` | |
| 44 | + | |
| 45 | +## What was measured (2026-10-23, from the sandbox, llmman on the host) | |
| 46 | + | |
| 47 | +LiquidAI d1-3B Q4_K_M: | |
| 48 | + | |
| 49 | +``` | |
| 50 | +file sentiment topic competitor recommend time | |
| 51 | +04.txt 0.24 very negative customer_service (0.97) no no 553 ms | |
| 52 | +08.txt 0.37 very negative quality (0.89) no no 558 ms | |
| 53 | +02.txt 0.82 negative delivery (0.97) no no 586 ms | |
| 54 | +06.txt 1.19 negative usability (0.85) no no 590 ms | |
| 55 | +03.txt 1.20 negative price (0.98) yes no 547 ms | |
| 56 | +05.txt 2.44 mixed quality (0.83) no no 545 ms | |
| 57 | +07.txt 3.59 very positive customer_service (0.97) no yes 551 ms | |
| 58 | +01.txt 3.88 very positive quality (0.87) no yes 566 ms | |
| 59 | + | |
| 60 | +28/28 answers as expected (sentiment band, topic, competitor, recommendation) | |
| 61 | +``` | |
| 62 | + | |
| 63 | +Every answer as expected, the sarcastic review included (0.37, *very negative*) and the French one (*mixed*, the small water tank filed under `quality`, which `expected.json` accepts with `usability`). About 0.55 s per review, the `mm` start-up included. | |
| 64 | + | |
| 65 | +LiquidAI d1-omni-600M Q8_0, the same questions: | |
| 66 | + | |
| 67 | +``` | |
| 68 | +file sentiment topic competitor recommend time | |
| 69 | +04.txt 0.59 negative customer_service (0.53) no yes✗ 100 ms | |
| 70 | +08.txt 0.71 negative quality (0.53) no no 101 ms | |
| 71 | +02.txt 1.19 negative delivery (0.90) no no 109 ms | |
| 72 | +06.txt 1.35 negative usability (0.60) no no 118 ms | |
| 73 | +03.txt 2.16 mixed price (0.73) yes yes 111 ms | |
| 74 | +05.txt 2.68 positive quality (0.60) no yes 110 ms | |
| 75 | +07.txt 3.62 very positive customer_service (0.97) no yes 110 ms | |
| 76 | +01.txt 3.97 very positive quality (0.66) no no✗ 120 ms | |
| 77 | + | |
| 78 | +26/28 answers as expected (sentiment band, topic, competitor, recommendation) | |
| 79 | +``` | |
| 80 | + | |
| 81 | +Five times faster (about 0.1 s per review), the same order of reviews, the same topics, but lower confidences and two recommendations reversed: *yes* for "Stopped working after three weeks… Avoid." and *no* for "Best purchase of the year." | |
| 82 | + | |
| 83 | +## Read more | |
| 84 | + | |
| 85 | +- [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | |
| 86 | +- [Configuration reference — `decision`](../../docs/en/reference/configuration.md#decision) | |
| 87 | +- [Decision models — explanation](../../docs/en/explanation/decision-models.md#a-decider-on-its-own) | |
| 88 | +- The other demos with a decider alone: [`decision-only`](../decision-only/README.en.md) (a support inbox), [`decision-moderation`](../decision-moderation/README.en.md) (blog comments) | |
| new file mode 100644 | |||
| @@ -0,0 +1,88 @@ | |||
| 1 | +# Demo: customer reviews read by a decision model | ||
| 2 | + | ||
| 3 | +*[Version française](README.fr.md)* | ||
| 4 | + | ||
| 5 | +No chat model anywhere. `agent.yaml` is a **decider**: every message it receives is a customer review of a coffee machine, and it answers four typed questions about it in one forward pass of LiquidAI d1-3B (`POST /v1/systemone` on llmman), without writing any text: | ||
| 6 | + | ||
| 7 | +| Question | Type | Answer | | ||
| 8 | +|----------|------|--------| | ||
| 9 | +| `sentiment` | score | 0 (*very negative*) to 4 (*very positive*) | | ||
| 10 | +| `topic` | choice | `quality`, `delivery`, `price`, `customer_service` or `usability`, with a confidence | | ||
| 11 | +| `competitor` | noul | probability that the review names another brand or product | | ||
| 12 | +| `recommend` | noul | probability that the author would recommend the product | | ||
| 13 | + | ||
| 14 | +`reviews/` holds eight reviews: one in French, one sarcastic ("Oh great, another machine that leaks…"), one naming a competitor. `expected.json` holds the answers a person would give, so the script can say where the model was wrong. | ||
| 15 | + | ||
| 16 | + | ||
| 17 | + | ||
| 18 | +Editable source: `decision-reviews-flow.drawio` (draw.io); `decision-reviews-flow.svg` is the same picture. | ||
| 19 | + | ||
| 20 | +## Run it | ||
| 21 | + | ||
| 22 | +Pull the model into llmman once: | ||
| 23 | + | ||
| 24 | +```bash | ||
| 25 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 26 | +``` | ||
| 27 | + | ||
| 28 | +Then, from this directory: | ||
| 29 | + | ||
| 30 | +```bash | ||
| 31 | +mm -config agent.yaml -p "$(cat reviews/03.txt)" # the server's JSON on stdout, for a script | ||
| 32 | +mm -config agent.yaml # paste a review, read one line per question | ||
| 33 | +node analyse-reviews.js # every review as a table, worst first | ||
| 34 | +``` | ||
| 35 | + | ||
| 36 | +`analyse-reviews.js` runs one `mm -p` per review (set `MM_BIN` if `mm` is not on your PATH) and marks with `✗` each answer that differs from `expected.json`: the sentiment band (negative below 1.5, mixed up to 2.5, positive above), the topic, the competitor and, for the four reviews where it is clear, the recommendation. | ||
| 37 | + | ||
| 38 | +To try another decision model with the same questions, copy the agent file with another `model:` and give it to the script: | ||
| 39 | + | ||
| 40 | +```bash | ||
| 41 | +sed 's#d1-3B-GGUF:Q4_K_M#d1-omni-600M-GGUF:Q8_0#' agent.yaml > omni.yaml | ||
| 42 | +node analyse-reviews.js omni.yaml | ||
| 43 | +``` | ||
| 44 | + | ||
| 45 | +## What was measured (2026-10-23, from the sandbox, llmman on the host) | ||
| 46 | + | ||
| 47 | +LiquidAI d1-3B Q4_K_M: | ||
| 48 | + | ||
| 49 | +``` | ||
| 50 | +file sentiment topic competitor recommend time | ||
| 51 | +04.txt 0.24 very negative customer_service (0.97) no no 553 ms | ||
| 52 | +08.txt 0.37 very negative quality (0.89) no no 558 ms | ||
| 53 | +02.txt 0.82 negative delivery (0.97) no no 586 ms | ||
| 54 | +06.txt 1.19 negative usability (0.85) no no 590 ms | ||
| 55 | +03.txt 1.20 negative price (0.98) yes no 547 ms | ||
| 56 | +05.txt 2.44 mixed quality (0.83) no no 545 ms | ||
| 57 | +07.txt 3.59 very positive customer_service (0.97) no yes 551 ms | ||
| 58 | +01.txt 3.88 very positive quality (0.87) no yes 566 ms | ||
| 59 | + | ||
| 60 | +28/28 answers as expected (sentiment band, topic, competitor, recommendation) | ||
| 61 | +``` | ||
| 62 | + | ||
| 63 | +Every answer as expected, the sarcastic review included (0.37, *very negative*) and the French one (*mixed*, the small water tank filed under `quality`, which `expected.json` accepts with `usability`). About 0.55 s per review, the `mm` start-up included. | ||
| 64 | + | ||
| 65 | +LiquidAI d1-omni-600M Q8_0, the same questions: | ||
| 66 | + | ||
| 67 | +``` | ||
| 68 | +file sentiment topic competitor recommend time | ||
| 69 | +04.txt 0.59 negative customer_service (0.53) no yes✗ 100 ms | ||
| 70 | +08.txt 0.71 negative quality (0.53) no no 101 ms | ||
| 71 | +02.txt 1.19 negative delivery (0.90) no no 109 ms | ||
| 72 | +06.txt 1.35 negative usability (0.60) no no 118 ms | ||
| 73 | +03.txt 2.16 mixed price (0.73) yes yes 111 ms | ||
| 74 | +05.txt 2.68 positive quality (0.60) no yes 110 ms | ||
| 75 | +07.txt 3.62 very positive customer_service (0.97) no yes 110 ms | ||
| 76 | +01.txt 3.97 very positive quality (0.66) no no✗ 120 ms | ||
| 77 | + | ||
| 78 | +26/28 answers as expected (sentiment band, topic, competitor, recommendation) | ||
| 79 | +``` | ||
| 80 | + | ||
| 81 | +Five times faster (about 0.1 s per review), the same order of reviews, the same topics, but lower confidences and two recommendations reversed: *yes* for "Stopped working after three weeks… Avoid." and *no* for "Best purchase of the year." | ||
| 82 | + | ||
| 83 | +## Read more | ||
| 84 | + | ||
| 85 | +- [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | ||
| 86 | +- [Configuration reference — `decision`](../../docs/en/reference/configuration.md#decision) | ||
| 87 | +- [Decision models — explanation](../../docs/en/explanation/decision-models.md#a-decider-on-its-own) | ||
| 88 | +- The other demos with a decider alone: [`decision-only`](../decision-only/README.en.md) (a support inbox), [`decision-moderation`](../decision-moderation/README.en.md) (blog comments) | ||
added
demos/decision-reviews/README.fr.md +88 -0 | new file mode 100644 | ||
| @@ -0,0 +1,88 @@ | ||
| 1 | +# Démo : des avis clients lus par un modèle de décision | |
| 2 | + | |
| 3 | +*[English version](README.en.md)* | |
| 4 | + | |
| 5 | +Aucun modèle de chat. `agent.yaml` est un **décideur** : chaque message qu'il reçoit est un avis client sur une machine à café, et il répond à quatre questions typées à son sujet en une seule passe de LiquidAI d1-3B (`POST /v1/systemone` sur llmman), sans écrire de texte : | |
| 6 | + | |
| 7 | +| Question | Type | Réponse | | |
| 8 | +|----------|------|---------| | |
| 9 | +| `sentiment` | score | de 0 (*very negative*) à 4 (*very positive*) | | |
| 10 | +| `topic` | choice | `quality`, `delivery`, `price`, `customer_service` ou `usability`, avec une confiance | | |
| 11 | +| `competitor` | noul | probabilité que l'avis cite une autre marque ou un autre produit | | |
| 12 | +| `recommend` | noul | probabilité que l'auteur recommande le produit | | |
| 13 | + | |
| 14 | +`reviews/` contient huit avis : un en français, un ironique (« Oh great, another machine that leaks… »), un qui cite un concurrent. `expected.json` contient les réponses qu'une personne donnerait, pour que le script dise où le modèle s'est trompé. | |
| 15 | + | |
| 16 | + | |
| 17 | + | |
| 18 | +Source modifiable : `decision-reviews-flow.drawio` (draw.io) ; `decision-reviews-flow.svg` est la même image. | |
| 19 | + | |
| 20 | +## La lancer | |
| 21 | + | |
| 22 | +Téléchargez le modèle dans llmman une fois : | |
| 23 | + | |
| 24 | +```bash | |
| 25 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 26 | +``` | |
| 27 | + | |
| 28 | +Puis, depuis ce dossier : | |
| 29 | + | |
| 30 | +```bash | |
| 31 | +mm -config agent.yaml -p "$(cat reviews/03.txt)" # le JSON du serveur sur stdout, pour un script | |
| 32 | +mm -config agent.yaml # collez un avis, lisez une ligne par question | |
| 33 | +node analyse-reviews.js # tous les avis en tableau, du pire au meilleur | |
| 34 | +``` | |
| 35 | + | |
| 36 | +`analyse-reviews.js` lance un `mm -p` par avis (donnez le chemin de `mm` dans `MM_BIN` s'il n'est pas dans votre PATH) et marque d'un `✗` chaque réponse qui diffère de `expected.json` : la tranche de sentiment (négatif sous 1,5, mitigé jusqu'à 2,5, positif au-dessus), le sujet, le concurrent et, pour les quatre avis où elle est claire, la recommandation. | |
| 37 | + | |
| 38 | +Pour essayer un autre modèle de décision avec les mêmes questions, copiez le fichier d'agent avec un autre `model:` et donnez-le au script : | |
| 39 | + | |
| 40 | +```bash | |
| 41 | +sed 's#d1-3B-GGUF:Q4_K_M#d1-omni-600M-GGUF:Q8_0#' agent.yaml > omni.yaml | |
| 42 | +node analyse-reviews.js omni.yaml | |
| 43 | +``` | |
| 44 | + | |
| 45 | +## Ce qui a été mesuré (2026-10-23, depuis le sandbox, llmman sur l'hôte) | |
| 46 | + | |
| 47 | +LiquidAI d1-3B Q4_K_M : | |
| 48 | + | |
| 49 | +``` | |
| 50 | +file sentiment topic competitor recommend time | |
| 51 | +04.txt 0.24 very negative customer_service (0.97) no no 553 ms | |
| 52 | +08.txt 0.37 very negative quality (0.89) no no 558 ms | |
| 53 | +02.txt 0.82 negative delivery (0.97) no no 586 ms | |
| 54 | +06.txt 1.19 negative usability (0.85) no no 590 ms | |
| 55 | +03.txt 1.20 negative price (0.98) yes no 547 ms | |
| 56 | +05.txt 2.44 mixed quality (0.83) no no 545 ms | |
| 57 | +07.txt 3.59 very positive customer_service (0.97) no yes 551 ms | |
| 58 | +01.txt 3.88 very positive quality (0.87) no yes 566 ms | |
| 59 | + | |
| 60 | +28/28 answers as expected (sentiment band, topic, competitor, recommendation) | |
| 61 | +``` | |
| 62 | + | |
| 63 | +Toutes les réponses attendues, l'avis ironique compris (0,37, *very negative*) et l'avis en français (*mixed*, le petit réservoir classé en `quality`, que `expected.json` accepte avec `usability`). Environ 0,55 s par avis, démarrage de `mm` compris. | |
| 64 | + | |
| 65 | +LiquidAI d1-omni-600M Q8_0, les mêmes questions : | |
| 66 | + | |
| 67 | +``` | |
| 68 | +file sentiment topic competitor recommend time | |
| 69 | +04.txt 0.59 negative customer_service (0.53) no yes✗ 100 ms | |
| 70 | +08.txt 0.71 negative quality (0.53) no no 101 ms | |
| 71 | +02.txt 1.19 negative delivery (0.90) no no 109 ms | |
| 72 | +06.txt 1.35 negative usability (0.60) no no 118 ms | |
| 73 | +03.txt 2.16 mixed price (0.73) yes yes 111 ms | |
| 74 | +05.txt 2.68 positive quality (0.60) no yes 110 ms | |
| 75 | +07.txt 3.62 very positive customer_service (0.97) no yes 110 ms | |
| 76 | +01.txt 3.97 very positive quality (0.66) no no✗ 120 ms | |
| 77 | + | |
| 78 | +26/28 answers as expected (sentiment band, topic, competitor, recommendation) | |
| 79 | +``` | |
| 80 | + | |
| 81 | +Cinq fois plus rapide (environ 0,1 s par avis), le même ordre des avis, les mêmes sujets, mais des confiances plus basses et deux recommandations inversées : *yes* pour « Stopped working after three weeks… Avoid. » et *no* pour « Best purchase of the year. » | |
| 82 | + | |
| 83 | +## Pour aller plus loin | |
| 84 | + | |
| 85 | +- [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | |
| 86 | +- [Référence de la configuration — `decision`](../../docs/fr/reference/configuration.md#decision) | |
| 87 | +- [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md#un-décideur-seul) | |
| 88 | +- Les autres démos avec un décideur seul : [`decision-only`](../decision-only/README.fr.md) (une boîte de support), [`decision-moderation`](../decision-moderation/README.fr.md) (des commentaires de blog) | |
| new file mode 100644 | |||
| @@ -0,0 +1,88 @@ | |||
| 1 | +# Démo : des avis clients lus par un modèle de décision | ||
| 2 | + | ||
| 3 | +*[English version](README.en.md)* | ||
| 4 | + | ||
| 5 | +Aucun modèle de chat. `agent.yaml` est un **décideur** : chaque message qu'il reçoit est un avis client sur une machine à café, et il répond à quatre questions typées à son sujet en une seule passe de LiquidAI d1-3B (`POST /v1/systemone` sur llmman), sans écrire de texte : | ||
| 6 | + | ||
| 7 | +| Question | Type | Réponse | | ||
| 8 | +|----------|------|---------| | ||
| 9 | +| `sentiment` | score | de 0 (*very negative*) à 4 (*very positive*) | | ||
| 10 | +| `topic` | choice | `quality`, `delivery`, `price`, `customer_service` ou `usability`, avec une confiance | | ||
| 11 | +| `competitor` | noul | probabilité que l'avis cite une autre marque ou un autre produit | | ||
| 12 | +| `recommend` | noul | probabilité que l'auteur recommande le produit | | ||
| 13 | + | ||
| 14 | +`reviews/` contient huit avis : un en français, un ironique (« Oh great, another machine that leaks… »), un qui cite un concurrent. `expected.json` contient les réponses qu'une personne donnerait, pour que le script dise où le modèle s'est trompé. | ||
| 15 | + | ||
| 16 | + | ||
| 17 | + | ||
| 18 | +Source modifiable : `decision-reviews-flow.drawio` (draw.io) ; `decision-reviews-flow.svg` est la même image. | ||
| 19 | + | ||
| 20 | +## La lancer | ||
| 21 | + | ||
| 22 | +Téléchargez le modèle dans llmman une fois : | ||
| 23 | + | ||
| 24 | +```bash | ||
| 25 | +llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 26 | +``` | ||
| 27 | + | ||
| 28 | +Puis, depuis ce dossier : | ||
| 29 | + | ||
| 30 | +```bash | ||
| 31 | +mm -config agent.yaml -p "$(cat reviews/03.txt)" # le JSON du serveur sur stdout, pour un script | ||
| 32 | +mm -config agent.yaml # collez un avis, lisez une ligne par question | ||
| 33 | +node analyse-reviews.js # tous les avis en tableau, du pire au meilleur | ||
| 34 | +``` | ||
| 35 | + | ||
| 36 | +`analyse-reviews.js` lance un `mm -p` par avis (donnez le chemin de `mm` dans `MM_BIN` s'il n'est pas dans votre PATH) et marque d'un `✗` chaque réponse qui diffère de `expected.json` : la tranche de sentiment (négatif sous 1,5, mitigé jusqu'à 2,5, positif au-dessus), le sujet, le concurrent et, pour les quatre avis où elle est claire, la recommandation. | ||
| 37 | + | ||
| 38 | +Pour essayer un autre modèle de décision avec les mêmes questions, copiez le fichier d'agent avec un autre `model:` et donnez-le au script : | ||
| 39 | + | ||
| 40 | +```bash | ||
| 41 | +sed 's#d1-3B-GGUF:Q4_K_M#d1-omni-600M-GGUF:Q8_0#' agent.yaml > omni.yaml | ||
| 42 | +node analyse-reviews.js omni.yaml | ||
| 43 | +``` | ||
| 44 | + | ||
| 45 | +## Ce qui a été mesuré (2026-10-23, depuis le sandbox, llmman sur l'hôte) | ||
| 46 | + | ||
| 47 | +LiquidAI d1-3B Q4_K_M : | ||
| 48 | + | ||
| 49 | +``` | ||
| 50 | +file sentiment topic competitor recommend time | ||
| 51 | +04.txt 0.24 very negative customer_service (0.97) no no 553 ms | ||
| 52 | +08.txt 0.37 very negative quality (0.89) no no 558 ms | ||
| 53 | +02.txt 0.82 negative delivery (0.97) no no 586 ms | ||
| 54 | +06.txt 1.19 negative usability (0.85) no no 590 ms | ||
| 55 | +03.txt 1.20 negative price (0.98) yes no 547 ms | ||
| 56 | +05.txt 2.44 mixed quality (0.83) no no 545 ms | ||
| 57 | +07.txt 3.59 very positive customer_service (0.97) no yes 551 ms | ||
| 58 | +01.txt 3.88 very positive quality (0.87) no yes 566 ms | ||
| 59 | + | ||
| 60 | +28/28 answers as expected (sentiment band, topic, competitor, recommendation) | ||
| 61 | +``` | ||
| 62 | + | ||
| 63 | +Toutes les réponses attendues, l'avis ironique compris (0,37, *very negative*) et l'avis en français (*mixed*, le petit réservoir classé en `quality`, que `expected.json` accepte avec `usability`). Environ 0,55 s par avis, démarrage de `mm` compris. | ||
| 64 | + | ||
| 65 | +LiquidAI d1-omni-600M Q8_0, les mêmes questions : | ||
| 66 | + | ||
| 67 | +``` | ||
| 68 | +file sentiment topic competitor recommend time | ||
| 69 | +04.txt 0.59 negative customer_service (0.53) no yes✗ 100 ms | ||
| 70 | +08.txt 0.71 negative quality (0.53) no no 101 ms | ||
| 71 | +02.txt 1.19 negative delivery (0.90) no no 109 ms | ||
| 72 | +06.txt 1.35 negative usability (0.60) no no 118 ms | ||
| 73 | +03.txt 2.16 mixed price (0.73) yes yes 111 ms | ||
| 74 | +05.txt 2.68 positive quality (0.60) no yes 110 ms | ||
| 75 | +07.txt 3.62 very positive customer_service (0.97) no yes 110 ms | ||
| 76 | +01.txt 3.97 very positive quality (0.66) no no✗ 120 ms | ||
| 77 | + | ||
| 78 | +26/28 answers as expected (sentiment band, topic, competitor, recommendation) | ||
| 79 | +``` | ||
| 80 | + | ||
| 81 | +Cinq fois plus rapide (environ 0,1 s par avis), le même ordre des avis, les mêmes sujets, mais des confiances plus basses et deux recommandations inversées : *yes* pour « Stopped working after three weeks… Avoid. » et *no* pour « Best purchase of the year. » | ||
| 82 | + | ||
| 83 | +## Pour aller plus loin | ||
| 84 | + | ||
| 85 | +- [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | ||
| 86 | +- [Référence de la configuration — `decision`](../../docs/fr/reference/configuration.md#decision) | ||
| 87 | +- [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md#un-décideur-seul) | ||
| 88 | +- Les autres démos avec un décideur seul : [`decision-only`](../decision-only/README.fr.md) (une boîte de support), [`decision-moderation`](../decision-moderation/README.fr.md) (des commentaires de blog) | ||
added
demos/decision-reviews/agent.yaml +48 -0 | new file mode 100644 | ||
| @@ -0,0 +1,48 @@ | ||
| 1 | +# A decision model, alone: no chat model anywhere. Every message this agent | |
| 2 | +# receives is a customer review of a coffee machine; it answers four typed | |
| 3 | +# questions about it in one forward pass, and writes no text. | |
| 4 | +# | |
| 5 | +# mm -config agent.yaml -p "$(cat reviews/03.txt)" # the server's JSON on stdout | |
| 6 | +# mm -config agent.yaml # paste a review, read one line per question | |
| 7 | +# node analyse-reviews.js # every review as a table, worst first, checked against expected.json | |
| 8 | +# | |
| 9 | +# Served by llmman (its llama-server backend has /v1/systemone). Pull the | |
| 10 | +# model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 11 | +provider: llmman | |
| 12 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 13 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 14 | +fallback: http://host.docker.internal:17434/v1 | |
| 15 | + | |
| 16 | +decision: | |
| 17 | + # The first call loads the model (2 to 13 s); a warm one takes 0.2–0.5 s. | |
| 18 | + timeout: 60s | |
| 19 | + questions: | |
| 20 | + sentiment: | |
| 21 | + type: score | |
| 22 | + instructions: How does the author feel about the product overall? | |
| 23 | + criteria: [very negative, negative, mixed, positive, very positive] | |
| 24 | + topic: | |
| 25 | + type: choice | |
| 26 | + instructions: What is the review mostly about? | |
| 27 | + criteria: | |
| 28 | + quality: How well the product works, its coffee, its defects and breakdowns | |
| 29 | + delivery: Shipping, delays, the parcel or the carrier | |
| 30 | + price: The price or the value for money | |
| 31 | + customer_service: The support team, a repair, a replacement or a refund | |
| 32 | + usability: Setting it up and using it day to day, its app, its size or its tank | |
| 33 | + competitor: | |
| 34 | + type: noul | |
| 35 | + instructions: The review mentions another brand or a competing product. | |
| 36 | + recommend: | |
| 37 | + type: noul | |
| 38 | + instructions: The author would recommend this product to a friend. | |
| 39 | + | |
| 40 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 41 | +bashTool: false | |
| 42 | +editTools: false | |
| 43 | +planTool: false | |
| 44 | +fetchContentTool: false | |
| 45 | +askUserTool: false | |
| 46 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 47 | +agentsMd: | |
| 48 | + enabled: false | |
| new file mode 100644 | |||
| @@ -0,0 +1,48 @@ | |||
| 1 | +# A decision model, alone: no chat model anywhere. Every message this agent | ||
| 2 | +# receives is a customer review of a coffee machine; it answers four typed | ||
| 3 | +# questions about it in one forward pass, and writes no text. | ||
| 4 | +# | ||
| 5 | +# mm -config agent.yaml -p "$(cat reviews/03.txt)" # the server's JSON on stdout | ||
| 6 | +# mm -config agent.yaml # paste a review, read one line per question | ||
| 7 | +# node analyse-reviews.js # every review as a table, worst first, checked against expected.json | ||
| 8 | +# | ||
| 9 | +# Served by llmman (its llama-server backend has /v1/systemone). Pull the | ||
| 10 | +# model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 11 | +provider: llmman | ||
| 12 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 13 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 14 | +fallback: http://host.docker.internal:17434/v1 | ||
| 15 | + | ||
| 16 | +decision: | ||
| 17 | + # The first call loads the model (2 to 13 s); a warm one takes 0.2–0.5 s. | ||
| 18 | + timeout: 60s | ||
| 19 | + questions: | ||
| 20 | + sentiment: | ||
| 21 | + type: score | ||
| 22 | + instructions: How does the author feel about the product overall? | ||
| 23 | + criteria: [very negative, negative, mixed, positive, very positive] | ||
| 24 | + topic: | ||
| 25 | + type: choice | ||
| 26 | + instructions: What is the review mostly about? | ||
| 27 | + criteria: | ||
| 28 | + quality: How well the product works, its coffee, its defects and breakdowns | ||
| 29 | + delivery: Shipping, delays, the parcel or the carrier | ||
| 30 | + price: The price or the value for money | ||
| 31 | + customer_service: The support team, a repair, a replacement or a refund | ||
| 32 | + usability: Setting it up and using it day to day, its app, its size or its tank | ||
| 33 | + competitor: | ||
| 34 | + type: noul | ||
| 35 | + instructions: The review mentions another brand or a competing product. | ||
| 36 | + recommend: | ||
| 37 | + type: noul | ||
| 38 | + instructions: The author would recommend this product to a friend. | ||
| 39 | + | ||
| 40 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 41 | +bashTool: false | ||
| 42 | +editTools: false | ||
| 43 | +planTool: false | ||
| 44 | +fetchContentTool: false | ||
| 45 | +askUserTool: false | ||
| 46 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 47 | +agentsMd: | ||
| 48 | + enabled: false | ||
added
demos/decision-reviews/analyse-reviews.js +77 -0 | new file mode 100644 | ||
| @@ -0,0 +1,77 @@ | ||
| 1 | +#!/usr/bin/env node | |
| 2 | +// Reads every review of reviews/ with the decision model of agent.yaml (or of | |
| 3 | +// the config file given as the first argument) and prints one line per review, | |
| 4 | +// worst first. Each answer is checked against expected.json: a "✗" marks a | |
| 5 | +// sentiment, topic, competitor or recommendation the model got wrong (a | |
| 6 | +// recommendation expected as null is too ambiguous to check). No chat model is | |
| 7 | +// involved: each review is one `mm -config <file> -p` call, whose stdout is the | |
| 8 | +// /v1/systemone JSON. | |
| 9 | +// | |
| 10 | +// node analyse-reviews.js # agent.yaml | |
| 11 | +// node analyse-reviews.js omni.yaml # another model, same questions | |
| 12 | +// | |
| 13 | +// MM_BIN names the mm binary, "mm" by default. | |
| 14 | + | |
| 15 | +const { execFileSync } = require("child_process"); | |
| 16 | +const fs = require("fs"); | |
| 17 | +const path = require("path"); | |
| 18 | + | |
| 19 | +const here = __dirname; | |
| 20 | +const config = path.resolve(process.argv[2] || path.join(here, "agent.yaml")); | |
| 21 | +const expected = JSON.parse(fs.readFileSync(path.join(here, "expected.json"), "utf8")); | |
| 22 | +const folder = path.join(here, "reviews"); | |
| 23 | + | |
| 24 | +// The sentiment score runs from 0 (very negative) to 4 (very positive); the | |
| 25 | +// expected answers name a band, which is easier to agree on than a level. | |
| 26 | +function band(score) { | |
| 27 | + if (score < 1.5) return "negative"; | |
| 28 | + if (score <= 2.5) return "mixed"; | |
| 29 | + return "positive"; | |
| 30 | +} | |
| 31 | + | |
| 32 | +const mark = (ok) => (ok ? " " : "✗"); | |
| 33 | +const rows = []; | |
| 34 | +let right = 0; | |
| 35 | +let asked = 0; | |
| 36 | + | |
| 37 | +for (const file of fs.readdirSync(folder).filter((f) => f.endsWith(".txt")).sort()) { | |
| 38 | + const review = fs.readFileSync(path.join(folder, file), "utf8").trim(); | |
| 39 | + const started = Date.now(); | |
| 40 | + const out = execFileSync(process.env.MM_BIN || "mm", ["-config", config, "-p", review], { | |
| 41 | + encoding: "utf8", | |
| 42 | + stdio: ["ignore", "pipe", "inherit"], | |
| 43 | + }); | |
| 44 | + const ms = Date.now() - started; | |
| 45 | + const a = JSON.parse(out).answers; | |
| 46 | + const want = expected[file]; | |
| 47 | + const competitor = a.competitor.noul >= 0.5; | |
| 48 | + const recommend = a.recommend.noul >= 0.5; | |
| 49 | + const checks = { | |
| 50 | + sentiment: want.sentiment.includes(band(a.sentiment.score)), | |
| 51 | + topic: want.topic.includes(a.topic.choice), | |
| 52 | + competitor: competitor === want.competitor, | |
| 53 | + }; | |
| 54 | + if (want.recommend !== null) checks.recommend = recommend === want.recommend; | |
| 55 | + for (const ok of Object.values(checks)) { | |
| 56 | + asked++; | |
| 57 | + if (ok) right++; | |
| 58 | + } | |
| 59 | + rows.push({ | |
| 60 | + file, | |
| 61 | + score: a.sentiment.score, | |
| 62 | + sentiment: `${a.sentiment.score.toFixed(2)} ${a.sentiment.legend[String(Math.round(a.sentiment.score))]}${mark(checks.sentiment)}`, | |
| 63 | + topic: `${a.topic.choice} (${a.topic.confidence.toFixed(2)})${mark(checks.topic)}`, | |
| 64 | + competitor: `${competitor ? "yes" : "no"}${mark(checks.competitor)}`, | |
| 65 | + recommend: `${recommend ? "yes" : "no"}${checks.recommend === false ? "✗" : " "}`, | |
| 66 | + ms, | |
| 67 | + }); | |
| 68 | +} | |
| 69 | + | |
| 70 | +rows.sort((x, y) => x.score - y.score); | |
| 71 | +console.log("file sentiment topic competitor recommend time"); | |
| 72 | +for (const r of rows) { | |
| 73 | + console.log( | |
| 74 | + `${r.file.padEnd(8)}${r.sentiment.padEnd(22)}${r.topic.padEnd(28)}${r.competitor.padEnd(12)}${r.recommend.padEnd(11)}${r.ms} ms`, | |
| 75 | + ); | |
| 76 | +} | |
| 77 | +console.log(`\n${right}/${asked} answers as expected (sentiment band, topic, competitor, recommendation)`); | |
| new file mode 100644 | |||
| @@ -0,0 +1,77 @@ | |||
| 1 | +#!/usr/bin/env node | ||
| 2 | +// Reads every review of reviews/ with the decision model of agent.yaml (or of | ||
| 3 | +// the config file given as the first argument) and prints one line per review, | ||
| 4 | +// worst first. Each answer is checked against expected.json: a "✗" marks a | ||
| 5 | +// sentiment, topic, competitor or recommendation the model got wrong (a | ||
| 6 | +// recommendation expected as null is too ambiguous to check). No chat model is | ||
| 7 | +// involved: each review is one `mm -config <file> -p` call, whose stdout is the | ||
| 8 | +// /v1/systemone JSON. | ||
| 9 | +// | ||
| 10 | +// node analyse-reviews.js # agent.yaml | ||
| 11 | +// node analyse-reviews.js omni.yaml # another model, same questions | ||
| 12 | +// | ||
| 13 | +// MM_BIN names the mm binary, "mm" by default. | ||
| 14 | + | ||
| 15 | +const { execFileSync } = require("child_process"); | ||
| 16 | +const fs = require("fs"); | ||
| 17 | +const path = require("path"); | ||
| 18 | + | ||
| 19 | +const here = __dirname; | ||
| 20 | +const config = path.resolve(process.argv[2] || path.join(here, "agent.yaml")); | ||
| 21 | +const expected = JSON.parse(fs.readFileSync(path.join(here, "expected.json"), "utf8")); | ||
| 22 | +const folder = path.join(here, "reviews"); | ||
| 23 | + | ||
| 24 | +// The sentiment score runs from 0 (very negative) to 4 (very positive); the | ||
| 25 | +// expected answers name a band, which is easier to agree on than a level. | ||
| 26 | +function band(score) { | ||
| 27 | + if (score < 1.5) return "negative"; | ||
| 28 | + if (score <= 2.5) return "mixed"; | ||
| 29 | + return "positive"; | ||
| 30 | +} | ||
| 31 | + | ||
| 32 | +const mark = (ok) => (ok ? " " : "✗"); | ||
| 33 | +const rows = []; | ||
| 34 | +let right = 0; | ||
| 35 | +let asked = 0; | ||
| 36 | + | ||
| 37 | +for (const file of fs.readdirSync(folder).filter((f) => f.endsWith(".txt")).sort()) { | ||
| 38 | + const review = fs.readFileSync(path.join(folder, file), "utf8").trim(); | ||
| 39 | + const started = Date.now(); | ||
| 40 | + const out = execFileSync(process.env.MM_BIN || "mm", ["-config", config, "-p", review], { | ||
| 41 | + encoding: "utf8", | ||
| 42 | + stdio: ["ignore", "pipe", "inherit"], | ||
| 43 | + }); | ||
| 44 | + const ms = Date.now() - started; | ||
| 45 | + const a = JSON.parse(out).answers; | ||
| 46 | + const want = expected[file]; | ||
| 47 | + const competitor = a.competitor.noul >= 0.5; | ||
| 48 | + const recommend = a.recommend.noul >= 0.5; | ||
| 49 | + const checks = { | ||
| 50 | + sentiment: want.sentiment.includes(band(a.sentiment.score)), | ||
| 51 | + topic: want.topic.includes(a.topic.choice), | ||
| 52 | + competitor: competitor === want.competitor, | ||
| 53 | + }; | ||
| 54 | + if (want.recommend !== null) checks.recommend = recommend === want.recommend; | ||
| 55 | + for (const ok of Object.values(checks)) { | ||
| 56 | + asked++; | ||
| 57 | + if (ok) right++; | ||
| 58 | + } | ||
| 59 | + rows.push({ | ||
| 60 | + file, | ||
| 61 | + score: a.sentiment.score, | ||
| 62 | + sentiment: `${a.sentiment.score.toFixed(2)} ${a.sentiment.legend[String(Math.round(a.sentiment.score))]}${mark(checks.sentiment)}`, | ||
| 63 | + topic: `${a.topic.choice} (${a.topic.confidence.toFixed(2)})${mark(checks.topic)}`, | ||
| 64 | + competitor: `${competitor ? "yes" : "no"}${mark(checks.competitor)}`, | ||
| 65 | + recommend: `${recommend ? "yes" : "no"}${checks.recommend === false ? "✗" : " "}`, | ||
| 66 | + ms, | ||
| 67 | + }); | ||
| 68 | +} | ||
| 69 | + | ||
| 70 | +rows.sort((x, y) => x.score - y.score); | ||
| 71 | +console.log("file sentiment topic competitor recommend time"); | ||
| 72 | +for (const r of rows) { | ||
| 73 | + console.log( | ||
| 74 | + `${r.file.padEnd(8)}${r.sentiment.padEnd(22)}${r.topic.padEnd(28)}${r.competitor.padEnd(12)}${r.recommend.padEnd(11)}${r.ms} ms`, | ||
| 75 | + ); | ||
| 76 | +} | ||
| 77 | +console.log(`\n${right}/${asked} answers as expected (sentiment band, topic, competitor, recommendation)`); | ||
added
demos/decision-reviews/decision-reviews-flow.drawio +30 -0 | new file mode 100644 | ||
| @@ -0,0 +1,30 @@ | ||
| 1 | +<mxfile host="app.diagrams.net"> | |
| 2 | + <diagram id="decision-reviews-flow" name="demos/decision-reviews — customer reviews, read by a decider"> | |
| 3 | + <mxGraphModel dx="1200" dy="640" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="1200" pageHeight="640" background="#F5F7FC" math="0" shadow="0"> | |
| 4 | + <root> | |
| 5 | + <mxCell id="0"/> | |
| 6 | + <mxCell id="1" parent="0"/> | |
| 7 | + <mxCell id="title" value="<b style="font-size:25px;color:#1A237E">demos/decision-reviews — customer reviews, read by a decider</b><br><i style="font-size:14px;color:#546E7A">a script sends each review to the decision model and checks the answers</i>" style="text;html=1;align=center;verticalAlign=middle;strokeColor=none;fillColor=none;" vertex="1" parent="1"><mxGeometry x="150.0" y="12" width="900" height="56" as="geometry"/></mxCell> | |
| 8 | + <mxCell id="c12" value="" style="edgeStyle=none;rounded=0;html=1;strokeColor=#37474F;strokeWidth=2;endArrow=block;endFill=1;startArrow=none;" edge="1" parent="1"><mxGeometry relative="1" as="geometry"><mxPoint x="270" y="200" as="sourcePoint"/><mxPoint x="350" y="200" as="targetPoint"/></mxGeometry></mxCell> | |
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| 13 | + <mxCell id="c2" value="💻<br><b style="font-size:16px">analyse-reviews.js</b><br><span style="font-size:11.5px;font-weight:normal">Node.js · one mm -p per review<br>[config] to try another model</span>" style="rounded=1;arcSize=14;whiteSpace=wrap;html=1;fillColor=#FFFDE7;gradientColor=#FFF9C4;strokeColor=#F9A825;strokeWidth=2;shadow=1;fontSize=20;fontColor=#E65100;" vertex="1" parent="1"><mxGeometry x="350" y="140" width="270" height="120" as="geometry"/></mxCell> | |
| 14 | + <mxCell id="c3" value="💻<br><b style="font-size:16px">A table</b><br><span style="font-size:11.5px;font-weight:normal">worst review first<br>✗ where it differs · d1-3B 28/28</span>" style="rounded=1;arcSize=14;whiteSpace=wrap;html=1;fillColor=#E3F2FD;gradientColor=#BBDEFB;strokeColor=#1565C0;strokeWidth=2;shadow=1;fontSize=20;fontColor=#0D47A1;" vertex="1" parent="1"><mxGeometry x="900" y="140" width="260" height="120" as="geometry"/></mxCell> | |
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| 27 | + </root> | |
| 28 | + </mxGraphModel> | |
| 29 | + </diagram> | |
| 30 | +</mxfile> | |
| new file mode 100644 | |||
| @@ -0,0 +1,30 @@ | |||
| 1 | +<mxfile host="app.diagrams.net"> | ||
| 2 | + <diagram id="decision-reviews-flow" name="demos/decision-reviews — customer reviews, read by a decider"> | ||
| 3 | + <mxGraphModel dx="1200" dy="640" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="1200" pageHeight="640" background="#F5F7FC" math="0" shadow="0"> | ||
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| 5 | + <mxCell id="0"/> | ||
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| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">a script sends each review to the decision model and checks the answers</text> | |
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| 22 | + <text x="155.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#263238">eight customer reviews</text> | |
| 23 | + <text x="155.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#263238">+ expected.json, a person's answers</text> | |
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| 28 | + <text x="485.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#E65100">[config] to try another model</text> | |
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| 33 | + <text x="1030.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">✗ where it differs · d1-3B 28/28</text> | |
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| 59 | + <text x="605" y="312" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">mm -config agent.yaml -p</text> | |
| 60 | + <text x="605" y="328" text-anchor="middle" font-size="10.5" fill="#78909C">← the server's JSON</text> | |
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| 22 | + <text x="155.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#263238">eight customer reviews</text> | ||
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| 28 | + <text x="485.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#E65100">[config] to try another model</text> | ||
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| 31 | + <text x="1030.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#0D47A1">A table</text> | ||
| 32 | + <text x="1030.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">worst review first</text> | ||
| 33 | + <text x="1030.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">✗ where it differs · d1-3B 28/28</text> | ||
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| 37 | + <text x="485.0" y="457.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.yaml</text> | ||
| 38 | + <text x="485.0" y="474.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
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| 51 | + <text x="1040.0" y="474.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">recommend · noul</text> | ||
| 52 | + <text x="925" y="518" text-anchor="middle" font-size="11.5" fill="#37474F" font-family="DejaVu Sans Mono, monospace">08.txt · 0.37 very negative · quality (0.89)</text> | ||
| 53 | + <rect x="279.0" y="216.0" width="62" height="24" rx="5" fill="#FFFFFF"/> | ||
| 54 | + <text x="310" y="232.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">a file</text> | ||
| 55 | + <rect x="685.4" y="180.0" width="149.2" height="40" rx="5" fill="#FFFFFF"/> | ||
| 56 | + <text x="760" y="197" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">one line per file</text> | ||
| 57 | + <text x="760" y="213" text-anchor="middle" font-size="10.5" fill="#78909C">worst first, checked</text> | ||
| 58 | + <rect x="503.8" y="295.0" width="202.39999999999998" height="40" rx="5" fill="#FFFFFF"/> | ||
| 59 | + <text x="605" y="312" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">mm -config agent.yaml -p</text> | ||
| 60 | + <text x="605" y="328" text-anchor="middle" font-size="10.5" fill="#78909C">← the server's JSON</text> | ||
| 61 | + <text x="600" y="590" text-anchor="middle" font-size="12.5" fill="#455A64" font-style="italic">Same questions, another model: sed 's#d1-3B…#d1-omni…#' agent.yaml > omni.yaml</text> | ||
| 62 | +</svg> | ||
added
demos/decision-reviews/expected.json +10 -0 | new file mode 100644 | ||
| @@ -0,0 +1,10 @@ | ||
| 1 | +{ | |
| 2 | + "01.txt": { "sentiment": ["positive"], "topic": ["quality"], "competitor": false, "recommend": true }, | |
| 3 | + "02.txt": { "sentiment": ["negative"], "topic": ["delivery"], "competitor": false, "recommend": null }, | |
| 4 | + "03.txt": { "sentiment": ["negative", "mixed"], "topic": ["price"], "competitor": true, "recommend": null }, | |
| 5 | + "04.txt": { "sentiment": ["negative"], "topic": ["quality", "customer_service"], "competitor": false, "recommend": false }, | |
| 6 | + "05.txt": { "sentiment": ["mixed", "positive"], "topic": ["usability", "quality"], "competitor": false, "recommend": null }, | |
| 7 | + "06.txt": { "sentiment": ["negative", "mixed"], "topic": ["usability"], "competitor": false, "recommend": null }, | |
| 8 | + "07.txt": { "sentiment": ["positive"], "topic": ["customer_service"], "competitor": false, "recommend": true }, | |
| 9 | + "08.txt": { "sentiment": ["negative"], "topic": ["quality"], "competitor": false, "recommend": false } | |
| 10 | +} | |
| new file mode 100644 | |||
| @@ -0,0 +1,10 @@ | |||
| 1 | +{ | ||
| 2 | + "01.txt": { "sentiment": ["positive"], "topic": ["quality"], "competitor": false, "recommend": true }, | ||
| 3 | + "02.txt": { "sentiment": ["negative"], "topic": ["delivery"], "competitor": false, "recommend": null }, | ||
| 4 | + "03.txt": { "sentiment": ["negative", "mixed"], "topic": ["price"], "competitor": true, "recommend": null }, | ||
| 5 | + "04.txt": { "sentiment": ["negative"], "topic": ["quality", "customer_service"], "competitor": false, "recommend": false }, | ||
| 6 | + "05.txt": { "sentiment": ["mixed", "positive"], "topic": ["usability", "quality"], "competitor": false, "recommend": null }, | ||
| 7 | + "06.txt": { "sentiment": ["negative", "mixed"], "topic": ["usability"], "competitor": false, "recommend": null }, | ||
| 8 | + "07.txt": { "sentiment": ["positive"], "topic": ["customer_service"], "competitor": false, "recommend": true }, | ||
| 9 | + "08.txt": { "sentiment": ["negative"], "topic": ["quality"], "competitor": false, "recommend": false } | ||
| 10 | +} | ||
added
demos/decision-reviews/reviews/01.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Five stars. The espresso is as good as in my favourite café, and the machine heats up in under a minute. Best purchase of the year. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Five stars. The espresso is as good as in my favourite café, and the machine heats up in under a minute. Best purchase of the year. | ||
added
demos/decision-reviews/reviews/02.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +The parcel arrived nine days late and the box was crushed. The machine works, but I had to chase the carrier twice to get it. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +The parcel arrived nine days late and the box was crushed. The machine works, but I had to chase the carrier twice to get it. | ||
added
demos/decision-reviews/reviews/03.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Nice coffee, but 499 euros is far too much for what you get. The Brewmaster Pro does the same for half the price. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Nice coffee, but 499 euros is far too much for what you get. The Brewmaster Pro does the same for half the price. | ||
added
demos/decision-reviews/reviews/04.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Stopped working after three weeks. I called support four times, nobody ever called me back. Avoid. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Stopped working after three weeks. I called support four times, nobody ever called me back. Avoid. | ||
added
demos/decision-reviews/reviews/05.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Très bonne machine, le café est excellent, mais le réservoir d'eau est minuscule : il faut le remplir tous les deux jours. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Très bonne machine, le café est excellent, mais le réservoir d'eau est minuscule : il faut le remplir tous les deux jours. | ||
added
demos/decision-reviews/reviews/06.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +The app to set it up is a nightmare: I needed an hour and three resets to pair it with my phone. Once it works, the coffee is fine. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +The app to set it up is a nightmare: I needed an hour and three resets to pair it with my phone. Once it works, the coffee is fine. | ||
added
demos/decision-reviews/reviews/07.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Support replaced my faulty grinder within two days, no questions asked. That is how it should be done. I would buy from them again. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Support replaced my faulty grinder within two days, no questions asked. That is how it should be done. I would buy from them again. | ||
added
demos/decision-reviews/reviews/08.txt +1 -0 | new file mode 100644 | ||
| @@ -0,0 +1 @@ | ||
| 1 | +Oh great, another machine that leaks all over my counter. Just what I needed on a Monday morning. | |
| new file mode 100644 | |||
| @@ -0,0 +1 @@ | |||
| 1 | +Oh great, another machine that leaks all over my counter. Just what I needed on a Monday morning. | ||
modified
demos/decision-skills/README.en.md +5 -1 | @@ -7,6 +7,10 @@ Two agent files around one decision model (LiquidAI d1-3B on llmman), served by | ||
| 7 | 7 | - `agent.decider.yaml` — a **decider**: every message is a shell command it judges with three questions (`risk`: read-only / local-change / dangerous; `destructive`: yes-or-no probability; `urgency`: how much review it needs). |
| 8 | 8 | - `agent.yaml` — a coding agent (Qwen3.5-4B on llmman) that asks the decider **which skill applies** before each turn (`skillRouting`), and can ask it about a command with `/ask-decider`. |
| 9 | 9 | |
| 10 | + | |
| 11 | + | |
| 12 | +Editable source: `decision-skills-flow.drawio` (draw.io); `decision-skills-flow.svg` is the same picture. | |
| 13 | + | |
| 10 | 14 | ## Run it |
| 11 | 15 | |
| 12 | 16 | Pull the decision model into llmman once (the chat model of `agent.yaml` too, if it is not there yet): |
| @@ -44,4 +48,4 @@ llama-server gave the same answers and the same routing scores (`provider: llama | ||
| 44 | 48 | - [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) |
| 45 | 49 | - [How to route skills with a decision model](../../docs/en/how-to/route-skills-with-a-decision-model.md) |
| 46 | 50 | - [Decision models — explanation](../../docs/en/explanation/decision-models.md) |
| 47 | -- The other decision demos: [`decision-commands`](../decision-commands/README.en.md) (command triage), [`decision-tools`](../decision-tools/README.en.md) (tool routing), [`decision-only`](../decision-only/README.en.md) (a decider alone) | |
| 51 | +- The other decision demos: [`decision-commands`](../decision-commands/README.en.md) (command triage), [`decision-tools`](../decision-tools/README.en.md) (tool routing), [`decision-chat`](../decision-chat/README.en.md) (a decider before each question of a chat agent), [`decision-only`](../decision-only/README.en.md), [`decision-reviews`](../decision-reviews/README.en.md) and [`decision-moderation`](../decision-moderation/README.en.md) (a decider alone) | |
| @@ -7,6 +7,10 @@ Two agent files around one decision model (LiquidAI d1-3B on llmman), served by | |||
| 7 | - `agent.decider.yaml` — a **decider**: every message is a shell command it judges with three questions (`risk`: read-only / local-change / dangerous; `destructive`: yes-or-no probability; `urgency`: how much review it needs). | 7 | - `agent.decider.yaml` — a **decider**: every message is a shell command it judges with three questions (`risk`: read-only / local-change / dangerous; `destructive`: yes-or-no probability; `urgency`: how much review it needs). |
| 8 | - `agent.yaml` — a coding agent (Qwen3.5-4B on llmman) that asks the decider **which skill applies** before each turn (`skillRouting`), and can ask it about a command with `/ask-decider`. | 8 | - `agent.yaml` — a coding agent (Qwen3.5-4B on llmman) that asks the decider **which skill applies** before each turn (`skillRouting`), and can ask it about a command with `/ask-decider`. |
| 9 | 9 | ||
| 10 | + | ||
| 11 | + | ||
| 12 | +Editable source: `decision-skills-flow.drawio` (draw.io); `decision-skills-flow.svg` is the same picture. | ||
| 13 | + | ||
| 10 | ## Run it | 14 | ## Run it |
| 11 | 15 | ||
| 12 | Pull the decision model into llmman once (the chat model of `agent.yaml` too, if it is not there yet): | 16 | Pull the decision model into llmman once (the chat model of `agent.yaml` too, if it is not there yet): |
| @@ -44,4 +48,4 @@ llama-server gave the same answers and the same routing scores (`provider: llama | |||
| 44 | - [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) | 48 | - [How to ask a decision model](../../docs/en/how-to/ask-a-decision-model.md) |
| 45 | - [How to route skills with a decision model](../../docs/en/how-to/route-skills-with-a-decision-model.md) | 49 | - [How to route skills with a decision model](../../docs/en/how-to/route-skills-with-a-decision-model.md) |
| 46 | - [Decision models — explanation](../../docs/en/explanation/decision-models.md) | 50 | - [Decision models — explanation](../../docs/en/explanation/decision-models.md) |
| 47 | -- The other decision demos: [`decision-commands`](../decision-commands/README.en.md) (command triage), [`decision-tools`](../decision-tools/README.en.md) (tool routing), [`decision-only`](../decision-only/README.en.md) (a decider alone) | 51 | +- The other decision demos: [`decision-commands`](../decision-commands/README.en.md) (command triage), [`decision-tools`](../decision-tools/README.en.md) (tool routing), [`decision-chat`](../decision-chat/README.en.md) (a decider before each question of a chat agent), [`decision-only`](../decision-only/README.en.md), [`decision-reviews`](../decision-reviews/README.en.md) and [`decision-moderation`](../decision-moderation/README.en.md) (a decider alone) |
modified
demos/decision-skills/README.fr.md +5 -1 | @@ -7,6 +7,10 @@ Deux fichiers d'agent autour d'un modèle de décision (LiquidAI d1-3B sur llmma | ||
| 7 | 7 | - `agent.decider.yaml` — un **décideur** : chaque message est une commande shell qu'il juge par trois questions (`risk` : lecture seule / modification locale / dangereuse ; `destructive` : probabilité oui ou non ; `urgency` : la relecture qu'elle demande). |
| 8 | 8 | - `agent.yaml` — un agent de code (Qwen3.5-4B sur llmman) qui demande au décideur **quel skill s'applique** avant chaque tour (`skillRouting`), et peut l'interroger sur une commande avec `/ask-decider`. |
| 9 | 9 | |
| 10 | + | |
| 11 | + | |
| 12 | +Source modifiable : `decision-skills-flow.drawio` (draw.io) ; `decision-skills-flow.svg` est la même image. | |
| 13 | + | |
| 10 | 14 | ## Le lancer |
| 11 | 15 | |
| 12 | 16 | Téléchargez une fois le modèle de décision dans llmman (et le modèle de chat d'`agent.yaml`, s'il n'y est pas encore) : |
| @@ -44,4 +48,4 @@ llama-server a donné les mêmes réponses et les mêmes scores de routage (`pro | ||
| 44 | 48 | - [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) |
| 45 | 49 | - [Router les skills avec un modèle de décision](../../docs/fr/how-to/route-skills-with-a-decision-model.md) |
| 46 | 50 | - [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md) |
| 47 | -- Les autres démos de décision : [`decision-commands`](../decision-commands/README.fr.md) (tri des commandes), [`decision-tools`](../decision-tools/README.fr.md) (routage d'outils), [`decision-only`](../decision-only/README.fr.md) (un décideur seul) | |
| 51 | +- Les autres démos de décision : [`decision-commands`](../decision-commands/README.fr.md) (tri des commandes), [`decision-tools`](../decision-tools/README.fr.md) (routage d'outils), [`decision-chat`](../decision-chat/README.fr.md) (un décideur avant chaque question d'un agent de chat), [`decision-only`](../decision-only/README.fr.md), [`decision-reviews`](../decision-reviews/README.fr.md) et [`decision-moderation`](../decision-moderation/README.fr.md) (un décideur seul) | |
| @@ -7,6 +7,10 @@ Deux fichiers d'agent autour d'un modèle de décision (LiquidAI d1-3B sur llmma | |||
| 7 | - `agent.decider.yaml` — un **décideur** : chaque message est une commande shell qu'il juge par trois questions (`risk` : lecture seule / modification locale / dangereuse ; `destructive` : probabilité oui ou non ; `urgency` : la relecture qu'elle demande). | 7 | - `agent.decider.yaml` — un **décideur** : chaque message est une commande shell qu'il juge par trois questions (`risk` : lecture seule / modification locale / dangereuse ; `destructive` : probabilité oui ou non ; `urgency` : la relecture qu'elle demande). |
| 8 | - `agent.yaml` — un agent de code (Qwen3.5-4B sur llmman) qui demande au décideur **quel skill s'applique** avant chaque tour (`skillRouting`), et peut l'interroger sur une commande avec `/ask-decider`. | 8 | - `agent.yaml` — un agent de code (Qwen3.5-4B sur llmman) qui demande au décideur **quel skill s'applique** avant chaque tour (`skillRouting`), et peut l'interroger sur une commande avec `/ask-decider`. |
| 9 | 9 | ||
| 10 | + | ||
| 11 | + | ||
| 12 | +Source modifiable : `decision-skills-flow.drawio` (draw.io) ; `decision-skills-flow.svg` est la même image. | ||
| 13 | + | ||
| 10 | ## Le lancer | 14 | ## Le lancer |
| 11 | 15 | ||
| 12 | Téléchargez une fois le modèle de décision dans llmman (et le modèle de chat d'`agent.yaml`, s'il n'y est pas encore) : | 16 | Téléchargez une fois le modèle de décision dans llmman (et le modèle de chat d'`agent.yaml`, s'il n'y est pas encore) : |
| @@ -44,4 +48,4 @@ llama-server a donné les mêmes réponses et les mêmes scores de routage (`pro | |||
| 44 | - [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) | 48 | - [Interroger un modèle de décision](../../docs/fr/how-to/ask-a-decision-model.md) |
| 45 | - [Router les skills avec un modèle de décision](../../docs/fr/how-to/route-skills-with-a-decision-model.md) | 49 | - [Router les skills avec un modèle de décision](../../docs/fr/how-to/route-skills-with-a-decision-model.md) |
| 46 | - [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md) | 50 | - [Les modèles de décision — explication](../../docs/fr/explanation/decision-models.md) |
| 47 | -- Les autres démos de décision : [`decision-commands`](../decision-commands/README.fr.md) (tri des commandes), [`decision-tools`](../decision-tools/README.fr.md) (routage d'outils), [`decision-only`](../decision-only/README.fr.md) (un décideur seul) | 51 | +- Les autres démos de décision : [`decision-commands`](../decision-commands/README.fr.md) (tri des commandes), [`decision-tools`](../decision-tools/README.fr.md) (routage d'outils), [`decision-chat`](../decision-chat/README.fr.md) (un décideur avant chaque question d'un agent de chat), [`decision-only`](../decision-only/README.fr.md), [`decision-reviews`](../decision-reviews/README.fr.md) et [`decision-moderation`](../decision-moderation/README.fr.md) (un décideur seul) |
added
demos/decision-skills/decision-skills-flow.drawio +35 -0 | new file mode 100644 | ||
| @@ -0,0 +1,35 @@ | ||
| 1 | +<mxfile host="app.diagrams.net"> | |
| 2 | + <diagram id="decision-skills-flow" name="demos/decision-skills — the decider picks the skill"> | |
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| 39 | + <text x="455.0" y="462.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | |
| 40 | + <text x="455.0" y="479.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | |
| 41 | + <text x="455.0" y="496.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one request per turn, ~0.5 s</text> | |
| 42 | + <rect x="511.2" y="368" width="78.8" height="24" rx="12" fill="#6A1B9A"/> | |
| 43 | + <text x="550.6" y="384" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | |
| 44 | + <rect x="650" y="360" width="510" height="201" rx="10" fill="#FAFAFA" fill-opacity="0.7" stroke="#90A4AE" stroke-width="2" stroke-dasharray="7,5"/> | |
| 45 | + <text x="905.0" y="382" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">the question mm asks · built from agent.yaml</text> | |
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| 49 | + <text x="905.0" y="428.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">greetings</text> | |
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| 53 | + <text x="740.3333333333334" y="484.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">plan-manager</text> | |
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| 55 | + <text x="905.0" y="484.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">lsp-navigation</text> | |
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| 57 | + <text x="1069.6666666666665" y="484.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">none</text> | |
| 58 | + <text x="905" y="520" text-anchor="middle" font-size="11.5" fill="#37474F">one choice: a skill of skillsDir, or none</text> | |
| 59 | + <rect x="241.0" y="216.0" width="78" height="24" rx="5" fill="#FFFFFF"/> | |
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| 62 | + <text x="730" y="197" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question + [skill: <name> — …]</text> | |
| 63 | + <text x="730" y="213" text-anchor="middle" font-size="10.5" fill="#78909C">only when confidence ≥ 0.6</text> | |
| 64 | + <rect x="459.4" y="300.0" width="171.2" height="40" rx="5" fill="#FFFFFF"/> | |
| 65 | + <text x="545" y="317" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">the question alone</text> | |
| 66 | + <text x="545" y="333" text-anchor="middle" font-size="10.5" fill="#78909C">← one skill + confidence</text> | |
| 67 | + <rect x="540.0" y="88.0" width="80" height="24" rx="5" fill="#FFFFFF"/> | |
| 68 | + <text x="580" y="104.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">answer</text> | |
| 69 | + <rect x="30.5" y="360.0" width="209.0" height="40" rx="5" fill="#FFFFFF"/> | |
| 70 | + <text x="135" y="377" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">/ask-decider <command></text> | |
| 71 | + <text x="135" y="393" text-anchor="middle" font-size="10.5" fill="#78909C">← risk · destructive · urgency</text> | |
| 72 | +</svg> | |
| new file mode 100644 | |||
| @@ -0,0 +1,72 @@ | |||
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| 11 | + </defs> | ||
| 12 | + <rect x="0" y="0" width="1200" height="660" fill="url(#gBg)"/> | ||
| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-skills — the decider picks the skill</text> | ||
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">before each turn, mm asks the decision model which skill applies (skillRouting)</text> | ||
| 15 | + <path d="M230,200 L330,200" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | ||
| 16 | + <path d="M580,200 L880,200" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | ||
| 17 | + <path d="M455,260 L455,380" fill="none" stroke="#37474F" stroke-width="2.2" marker-start="url(#arrow)" marker-end="url(#arrow)"/> | ||
| 18 | + <path d="M580,450 L650,450" fill="none" stroke="#37474F" stroke-width="2.2" stroke-dasharray="6,4" marker-end="url(#arrow)"/> | ||
| 19 | + <path d="M1020,140 L1020,100 L135,100 L135,140" fill="none" stroke="#37474F" stroke-width="2.2" marker-end="url(#arrow)"/> | ||
| 20 | + <path d="M135,260 L135,470 L330,470" fill="none" stroke="#37474F" stroke-width="2.2" stroke-dasharray="6,4" marker-end="url(#arrow)"/> | ||
| 21 | + <g filter="url(#shadow)"><rect x="40" y="140" width="190" height="120" rx="16" fill="url(#gBlue)" stroke="#1565C0" stroke-width="2"/></g> | ||
| 22 | + <text x="135.0" y="180.0" text-anchor="middle" font-size="22">🧑</text> | ||
| 23 | + <text x="135.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#0D47A1">User</text> | ||
| 24 | + <text x="135.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">asks a question</text> | ||
| 25 | + <text x="135.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">terminal · -tui · editor</text> | ||
| 26 | + <g filter="url(#shadow)"><rect x="330" y="140" width="250" height="120" rx="16" fill="url(#gYellow)" stroke="#F9A825" stroke-width="2"/></g> | ||
| 27 | + <text x="455.0" y="180.0" text-anchor="middle" font-size="22">⚙️</text> | ||
| 28 | + <text x="455.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">Skill routing</text> | ||
| 29 | + <text x="455.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#E65100">mm, before each turn</text> | ||
| 30 | + <text x="455.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#E65100">skipped when the question names $skill</text> | ||
| 31 | + <g filter="url(#shadow)"><rect x="880" y="140" width="280" height="120" rx="16" fill="url(#gBlue2)" stroke="#0277BD" stroke-width="2"/></g> | ||
| 32 | + <text x="1020.0" y="180.0" text-anchor="middle" font-size="22">🤖</text> | ||
| 33 | + <text x="1020.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | ||
| 34 | + <text x="1020.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B</text> | ||
| 35 | + <text x="1020.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#01579B">then calls read_skill <name></text> | ||
| 36 | + <g filter="url(#shadow)"><rect x="330" y="380" width="250" height="140" rx="16" fill="url(#gPurple)" stroke="#6A1B9A" stroke-width="3"/></g> | ||
| 37 | + <text x="455.0" y="421.5" text-anchor="middle" font-size="22">⚖️</text> | ||
| 38 | + <text x="455.0" y="444.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 39 | + <text x="455.0" y="462.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | ||
| 40 | + <text x="455.0" y="479.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 41 | + <text x="455.0" y="496.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one request per turn, ~0.5 s</text> | ||
| 42 | + <rect x="511.2" y="368" width="78.8" height="24" rx="12" fill="#6A1B9A"/> | ||
| 43 | + <text x="550.6" y="384" text-anchor="middle" font-size="11.5" font-weight="700" fill="#FFFFFF">★ decides</text> | ||
| 44 | + <rect x="650" y="360" width="510" height="201" rx="10" fill="#FAFAFA" fill-opacity="0.7" stroke="#90A4AE" stroke-width="2" stroke-dasharray="7,5"/> | ||
| 45 | + <text x="905.0" y="382" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">the question mm asks · built from agent.yaml</text> | ||
| 46 | + <g filter="url(#shadow)"><rect x="665.0" y="400" width="150.66666666666666" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 47 | + <text x="740.3333333333334" y="428.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">bg-jobs</text> | ||
| 48 | + <g filter="url(#shadow)"><rect x="829.6666666666666" y="400" width="150.66666666666666" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 49 | + <text x="905.0" y="428.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">greetings</text> | ||
| 50 | + <g filter="url(#shadow)"><rect x="994.3333333333333" y="400" width="150.66666666666666" height="46" rx="12" fill="url(#gGrey)" stroke="#455A64" stroke-width="2"/></g> | ||
| 51 | + <text x="1069.6666666666665" y="428.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">what-time-is-it</text> | ||
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| 53 | + <text x="740.3333333333334" y="484.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">plan-manager</text> | ||
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| 55 | + <text x="905.0" y="484.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">lsp-navigation</text> | ||
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| 57 | + <text x="1069.6666666666665" y="484.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">none</text> | ||
| 58 | + <text x="905" y="520" text-anchor="middle" font-size="11.5" fill="#37474F">one choice: a skill of skillsDir, or none</text> | ||
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| 60 | + <text x="280" y="232.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question</text> | ||
| 61 | + <rect x="606.0" y="180.0" width="248.0" height="40" rx="5" fill="#FFFFFF"/> | ||
| 62 | + <text x="730" y="197" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">question + [skill: <name> — …]</text> | ||
| 63 | + <text x="730" y="213" text-anchor="middle" font-size="10.5" fill="#78909C">only when confidence ≥ 0.6</text> | ||
| 64 | + <rect x="459.4" y="300.0" width="171.2" height="40" rx="5" fill="#FFFFFF"/> | ||
| 65 | + <text x="545" y="317" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">the question alone</text> | ||
| 66 | + <text x="545" y="333" text-anchor="middle" font-size="10.5" fill="#78909C">← one skill + confidence</text> | ||
| 67 | + <rect x="540.0" y="88.0" width="80" height="24" rx="5" fill="#FFFFFF"/> | ||
| 68 | + <text x="580" y="104.5" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">answer</text> | ||
| 69 | + <rect x="30.5" y="360.0" width="209.0" height="40" rx="5" fill="#FFFFFF"/> | ||
| 70 | + <text x="135" y="377" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">/ask-decider <command></text> | ||
| 71 | + <text x="135" y="393" text-anchor="middle" font-size="10.5" fill="#78909C">← risk · destructive · urgency</text> | ||
| 72 | +</svg> | ||
modified
demos/decision-tool-errors/README.en.md +4 -0 | @@ -6,6 +6,10 @@ A shell assistant (Qwen3.5-4B on llmman). mm already appends `[exit code: N]` to | ||
| 6 | 6 | |
| 7 | 7 | > NOTE (failure check, 0.96): the output above shows an error — the command did not do its job, whatever its exit code says. Do not tell the user it succeeded: tell them it failed and quote the error. Do not edit files to make the error go away unless the user asked for a fix. |
| 8 | 8 | |
| 9 | + | |
| 10 | + | |
| 11 | +Editable source: `decision-tool-errors-flow.drawio` (draw.io); `decision-tool-errors-flow.svg` is the same picture. | |
| 12 | + | |
| 9 | 13 | ## Run it |
| 10 | 14 | |
| 11 | 15 | Pull the models into llmman once: |
| @@ -6,6 +6,10 @@ A shell assistant (Qwen3.5-4B on llmman). mm already appends `[exit code: N]` to | |||
| 6 | 6 | ||
| 7 | > NOTE (failure check, 0.96): the output above shows an error — the command did not do its job, whatever its exit code says. Do not tell the user it succeeded: tell them it failed and quote the error. Do not edit files to make the error go away unless the user asked for a fix. | 7 | > NOTE (failure check, 0.96): the output above shows an error — the command did not do its job, whatever its exit code says. Do not tell the user it succeeded: tell them it failed and quote the error. Do not edit files to make the error go away unless the user asked for a fix. |
| 8 | 8 | ||
| 9 | + | ||
| 10 | + | ||
| 11 | +Editable source: `decision-tool-errors-flow.drawio` (draw.io); `decision-tool-errors-flow.svg` is the same picture. | ||
| 12 | + | ||
| 9 | ## Run it | 13 | ## Run it |
| 10 | 14 | ||
| 11 | Pull the models into llmman once: | 15 | Pull the models into llmman once: |
modified
demos/decision-tool-errors/README.fr.md +4 -0 | @@ -8,6 +8,10 @@ Un hook `postToolCall` sur `bash`, `hooks/failure-hint.js`, envoie la commande e | ||
| 8 | 8 | |
| 9 | 9 | > NOTE (failure check, 0.96): the output above shows an error — the command did not do its job, whatever its exit code says. Do not tell the user it succeeded: tell them it failed and quote the error. Do not edit files to make the error go away unless the user asked for a fix. |
| 10 | 10 | |
| 11 | + | |
| 12 | + | |
| 13 | +Source modifiable : `decision-tool-errors-flow.drawio` (draw.io) ; `decision-tool-errors-flow.svg` est la même image. | |
| 14 | + | |
| 11 | 15 | ## Lancer la démo |
| 12 | 16 | |
| 13 | 17 | Récupérez une fois les modèles dans llmman : |
| @@ -8,6 +8,10 @@ Un hook `postToolCall` sur `bash`, `hooks/failure-hint.js`, envoie la commande e | |||
| 8 | 8 | ||
| 9 | > NOTE (failure check, 0.96): the output above shows an error — the command did not do its job, whatever its exit code says. Do not tell the user it succeeded: tell them it failed and quote the error. Do not edit files to make the error go away unless the user asked for a fix. | 9 | > NOTE (failure check, 0.96): the output above shows an error — the command did not do its job, whatever its exit code says. Do not tell the user it succeeded: tell them it failed and quote the error. Do not edit files to make the error go away unless the user asked for a fix. |
| 10 | 10 | ||
| 11 | + | ||
| 12 | + | ||
| 13 | +Source modifiable : `decision-tool-errors-flow.drawio` (draw.io) ; `decision-tool-errors-flow.svg` est la même image. | ||
| 14 | + | ||
| 11 | ## Lancer la démo | 15 | ## Lancer la démo |
| 12 | 16 | ||
| 13 | Récupérez une fois les modèles dans llmman : | 17 | Récupérez une fois les modèles dans llmman : |
added
demos/decision-tool-errors/decision-tool-errors-flow.drawio +30 -0 | new file mode 100644 | ||
| @@ -0,0 +1,30 @@ | ||
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| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-tool-errors — an error behind exit code 0</text> | |
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">after each bash call, a postToolCall hook asks the decision model what the output says</text> | |
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| 21 | + <text x="165.0" y="190.0" text-anchor="middle" font-size="22">🤖</text> | |
| 22 | + <text x="165.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | |
| 23 | + <text x="165.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B</text> | |
| 24 | + <text x="165.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#01579B">runs shell commands</text> | |
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| 27 | + <text x="515.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#263238">bash</text> | |
| 28 | + <text x="515.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#263238">the command runs</text> | |
| 29 | + <text x="515.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#263238">may print an error and exit 0</text> | |
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| 32 | + <text x="950.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">postToolCall hook</text> | |
| 33 | + <text x="950.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/failure-hint.js · matcher ^bash$</text> | |
| 34 | + <text x="950.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#E65100">the command + the end of its output</text> | |
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| 37 | + <text x="950.0" y="454.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | |
| 38 | + <text x="950.0" y="472.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | |
| 39 | + <text x="950.0" y="489.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | |
| 40 | + <text x="950.0" y="506.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | |
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| 47 | + <text x="380" y="490" text-anchor="middle" font-size="12" fill="#37474F">success · nothing-found · error</text> | |
| 48 | + <text x="380" y="512" text-anchor="middle" font-size="12" fill="#37474F">error ≥ 0.95 → NOTE: the command did not do its job</text> | |
| 49 | + <text x="380" y="534" text-anchor="middle" font-size="12" fill="#37474F" font-style="italic">mm already adds [exit code: N] for a non-zero exit</text> | |
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| 56 | + <text x="1050" y="343" text-anchor="middle" font-size="10.5" fill="#78909C">← the answer</text> | |
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| 59 | + <text x="560" y="118" text-anchor="middle" font-size="10.5" fill="#78909C">only when error ≥ 0.95</text> | |
| 60 | +</svg> | |
| new file mode 100644 | |||
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| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-tool-errors — an error behind exit code 0</text> | ||
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">after each bash call, a postToolCall hook asks the decision model what the output says</text> | ||
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| 21 | + <text x="165.0" y="190.0" text-anchor="middle" font-size="22">🤖</text> | ||
| 22 | + <text x="165.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | ||
| 23 | + <text x="165.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B</text> | ||
| 24 | + <text x="165.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#01579B">runs shell commands</text> | ||
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| 27 | + <text x="515.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#263238">bash</text> | ||
| 28 | + <text x="515.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#263238">the command runs</text> | ||
| 29 | + <text x="515.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#263238">may print an error and exit 0</text> | ||
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| 32 | + <text x="950.0" y="213.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">postToolCall hook</text> | ||
| 33 | + <text x="950.0" y="231.0" text-anchor="middle" font-size="11.5" fill="#E65100">hooks/failure-hint.js · matcher ^bash$</text> | ||
| 34 | + <text x="950.0" y="248.0" text-anchor="middle" font-size="11.5" fill="#E65100">the command + the end of its output</text> | ||
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| 37 | + <text x="950.0" y="454.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 38 | + <text x="950.0" y="472.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | ||
| 39 | + <text x="950.0" y="489.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 40 | + <text x="950.0" y="506.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one forward pass, ~0.5 s</text> | ||
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| 44 | + <text x="380.0" y="392" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">the question · agent.decider.yaml</text> | ||
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| 46 | + <text x="380.0" y="440.0" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">outcome · choice</text> | ||
| 47 | + <text x="380" y="490" text-anchor="middle" font-size="12" fill="#37474F">success · nothing-found · error</text> | ||
| 48 | + <text x="380" y="512" text-anchor="middle" font-size="12" fill="#37474F">error ≥ 0.95 → NOTE: the command did not do its job</text> | ||
| 49 | + <text x="380" y="534" text-anchor="middle" font-size="12" fill="#37474F" font-style="italic">mm already adds [exit code: N] for a non-zero exit</text> | ||
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| 55 | + <text x="1050" y="327" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">command + output</text> | ||
| 56 | + <text x="1050" y="343" text-anchor="middle" font-size="10.5" fill="#78909C">← the answer</text> | ||
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| 59 | + <text x="560" y="118" text-anchor="middle" font-size="10.5" fill="#78909C">only when error ≥ 0.95</text> | ||
| 60 | +</svg> | ||
modified
demos/decision-tools/README.en.md +4 -0 | @@ -4,6 +4,10 @@ | ||
| 4 | 4 | |
| 5 | 5 | A small coding agent (Qwen3.5-4B on llmman) with every built-in tool on. Before each turn, a decision model (LiquidAI d1-3B, `agent.decider.yaml`) answers one yes/no question per tool group of `agent.yaml` — `shell`, `files`, `web`, `plan` — and a group it gives less than 0.2 is not sent to the model for that turn (`toolRouting`). The tools in no group (`ask_user`, `unload_model`) are always sent. |
| 6 | 6 | |
| 7 | + | |
| 8 | + | |
| 9 | +Editable source: `decision-tools-flow.drawio` (draw.io); `decision-tools-flow.svg` is the same picture. | |
| 10 | + | |
| 7 | 11 | ## Run it |
| 8 | 12 | |
| 9 | 13 | Pull the models into llmman once: |
| @@ -4,6 +4,10 @@ | |||
| 4 | 4 | ||
| 5 | A small coding agent (Qwen3.5-4B on llmman) with every built-in tool on. Before each turn, a decision model (LiquidAI d1-3B, `agent.decider.yaml`) answers one yes/no question per tool group of `agent.yaml` — `shell`, `files`, `web`, `plan` — and a group it gives less than 0.2 is not sent to the model for that turn (`toolRouting`). The tools in no group (`ask_user`, `unload_model`) are always sent. | 5 | A small coding agent (Qwen3.5-4B on llmman) with every built-in tool on. Before each turn, a decision model (LiquidAI d1-3B, `agent.decider.yaml`) answers one yes/no question per tool group of `agent.yaml` — `shell`, `files`, `web`, `plan` — and a group it gives less than 0.2 is not sent to the model for that turn (`toolRouting`). The tools in no group (`ask_user`, `unload_model`) are always sent. |
| 6 | 6 | ||
| 7 | + | ||
| 8 | + | ||
| 9 | +Editable source: `decision-tools-flow.drawio` (draw.io); `decision-tools-flow.svg` is the same picture. | ||
| 10 | + | ||
| 7 | ## Run it | 11 | ## Run it |
| 8 | 12 | ||
| 9 | Pull the models into llmman once: | 13 | Pull the models into llmman once: |
modified
demos/decision-tools/README.fr.md +4 -0 | @@ -4,6 +4,10 @@ | ||
| 4 | 4 | |
| 5 | 5 | Un petit agent de code (Qwen3.5-4B sur llmman) avec tous les outils intégrés activés. Avant chaque tour, un modèle de décision (LiquidAI d1-3B, `agent.decider.yaml`) répond à une question oui/non par groupe d'outils de `agent.yaml` — `shell`, `files`, `web`, `plan` — et un groupe auquel il donne moins de 0,2 n'est pas envoyé au modèle pour ce tour (`toolRouting`). Les outils hors de tout groupe (`ask_user`, `unload_model`) sont toujours envoyés. |
| 6 | 6 | |
| 7 | + | |
| 8 | + | |
| 9 | +Source modifiable : `decision-tools-flow.drawio` (draw.io) ; `decision-tools-flow.svg` est la même image. | |
| 10 | + | |
| 7 | 11 | ## La lancer |
| 8 | 12 | |
| 9 | 13 | Téléchargez les modèles dans llmman une fois : |
| @@ -4,6 +4,10 @@ | |||
| 4 | 4 | ||
| 5 | Un petit agent de code (Qwen3.5-4B sur llmman) avec tous les outils intégrés activés. Avant chaque tour, un modèle de décision (LiquidAI d1-3B, `agent.decider.yaml`) répond à une question oui/non par groupe d'outils de `agent.yaml` — `shell`, `files`, `web`, `plan` — et un groupe auquel il donne moins de 0,2 n'est pas envoyé au modèle pour ce tour (`toolRouting`). Les outils hors de tout groupe (`ask_user`, `unload_model`) sont toujours envoyés. | 5 | Un petit agent de code (Qwen3.5-4B sur llmman) avec tous les outils intégrés activés. Avant chaque tour, un modèle de décision (LiquidAI d1-3B, `agent.decider.yaml`) répond à une question oui/non par groupe d'outils de `agent.yaml` — `shell`, `files`, `web`, `plan` — et un groupe auquel il donne moins de 0,2 n'est pas envoyé au modèle pour ce tour (`toolRouting`). Les outils hors de tout groupe (`ask_user`, `unload_model`) sont toujours envoyés. |
| 6 | 6 | ||
| 7 | + | ||
| 8 | + | ||
| 9 | +Source modifiable : `decision-tools-flow.drawio` (draw.io) ; `decision-tools-flow.svg` est la même image. | ||
| 10 | + | ||
| 7 | ## La lancer | 11 | ## La lancer |
| 8 | 12 | ||
| 9 | Téléchargez les modèles dans llmman une fois : | 13 | Téléchargez les modèles dans llmman une fois : |
added
demos/decision-tools/decision-tools-flow.drawio +32 -0 | new file mode 100644 | ||
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| 13 | + <text x="600.0" y="38" text-anchor="middle" font-size="25" font-weight="700" fill="#1A237E">demos/decision-tools — the decider trims the tool list</text> | ||
| 14 | + <text x="600.0" y="61" text-anchor="middle" font-size="14" font-style="italic" fill="#546E7A">before each turn, mm asks the decision model which tool groups the request needs (toolRouting)</text> | ||
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| 22 | + <text x="135.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#0D47A1">User</text> | ||
| 23 | + <text x="135.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">asks a question</text> | ||
| 24 | + <text x="135.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#0D47A1">terminal · -tui · editor</text> | ||
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| 27 | + <text x="455.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#E65100">Tool routing</text> | ||
| 28 | + <text x="455.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#E65100">mm, before each turn</text> | ||
| 29 | + <text x="455.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#E65100">decider failed → every tool</text> | ||
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| 32 | + <text x="1020.0" y="203.0" text-anchor="middle" font-size="16" font-weight="700" fill="#01579B">Chat model</text> | ||
| 33 | + <text x="1020.0" y="221.0" text-anchor="middle" font-size="11.5" fill="#01579B">Qwen3.5-4B · all built-in tools</text> | ||
| 34 | + <text x="1020.0" y="238.0" text-anchor="middle" font-size="11.5" fill="#01579B">sees only what the request needs</text> | ||
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| 37 | + <text x="455.0" y="444.5" text-anchor="middle" font-size="16" font-weight="700" fill="#4A148C">Decider</text> | ||
| 38 | + <text x="455.0" y="462.5" text-anchor="middle" font-size="11.5" fill="#4A148C">LiquidAI d1-3B · agent.decider.yaml</text> | ||
| 39 | + <text x="455.0" y="479.5" text-anchor="middle" font-size="11.5" fill="#4A148C">POST /v1/systemone</text> | ||
| 40 | + <text x="455.0" y="496.5" text-anchor="middle" font-size="11.5" fill="#4A148C">one request per turn, ~0.5 s</text> | ||
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| 44 | + <text x="905.0" y="382" text-anchor="middle" font-size="13" font-style="italic" font-weight="700" fill="#607D8B">the question mm asks · built from agent.yaml</text> | ||
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| 53 | + <text x="905" y="464" text-anchor="middle" font-size="11.5" fill="#37474F">one noul per group: "answering this request needs …"</text> | ||
| 54 | + <text x="905" y="483" text-anchor="middle" font-size="11.5" fill="#37474F" font-style="italic">ask_user and unload_model are in no group: always offered</text> | ||
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| 61 | + <text x="545" y="317" text-anchor="middle" font-size="12.5" font-weight="700" fill="#263238">the question alone</text> | ||
| 62 | + <text x="545" y="333" text-anchor="middle" font-size="10.5" fill="#78909C">← a probability per group</text> | ||
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modified
docs/en/README.md +1 -0 | @@ -49,6 +49,7 @@ This documentation is organised along the four [Diátaxis](https://diataxis.fr) | ||
| 49 | 49 | - [Control the hand-offs to other agents with hooks](how-to/control-agent-calls-with-hooks.md) — refuse, rewrite or mask what an agent sends to another one, check or replace what comes back (`preAsk`, `postAsk`) |
| 50 | 50 | - [Screen questions with guard models](how-to/screen-questions-with-guard-models.md) — one guard agent per risk (Granite Guardian), a `preGeneration` hook that asks them without the history, an assistant that reacts to their verdicts; the demos in `demos/guard/` and `demos/guards/` |
| 51 | 51 | - [Ask a decision model](how-to/ask-a-decision-model.md) — a `decision:` agent on `/v1/systemone` (llama-server, llmman, Ollama): typed questions, `-p` JSON for scripts and hooks, `/ask-<name>` from another agent; the demo in `demos/decision-skills/` |
| 52 | +- [Write the questions of a decider](how-to/write-decision-questions.md) — the `decision:` block step by step: which names are yours, `choice` / `noul` / `score` and what each returns, four worked examples (symptom tickets, 421 dice, a wizard's spell, fight or flee) | |
| 52 | 53 | - [Route skills with a decision model](how-to/route-skills-with-a-decision-model.md) — `skillRouting:`: a decider picks the skill before each turn, the `🧭` notice, `minConfidence`, `timeout` |
| 53 | 54 | - [Triage commands with a decision model](how-to/triage-commands-with-a-decision-model.md) — a `preToolCall` hook asks a decider about each `bash` command and answers `allow` for what clearly only reads; the demo in `demos/decision-commands/` |
| 54 | 55 | - [Offer only the tools a request needs](how-to/route-tools-with-a-decision-model.md) — `toolRouting:`: a decider leaves out the tool groups a request does not need, the `🧰` notice, `dropBelow`; the demo in `demos/decision-tools/` |
| @@ -49,6 +49,7 @@ This documentation is organised along the four [Diátaxis](https://diataxis.fr) | |||
| 49 | - [Control the hand-offs to other agents with hooks](how-to/control-agent-calls-with-hooks.md) — refuse, rewrite or mask what an agent sends to another one, check or replace what comes back (`preAsk`, `postAsk`) | 49 | - [Control the hand-offs to other agents with hooks](how-to/control-agent-calls-with-hooks.md) — refuse, rewrite or mask what an agent sends to another one, check or replace what comes back (`preAsk`, `postAsk`) |
| 50 | - [Screen questions with guard models](how-to/screen-questions-with-guard-models.md) — one guard agent per risk (Granite Guardian), a `preGeneration` hook that asks them without the history, an assistant that reacts to their verdicts; the demos in `demos/guard/` and `demos/guards/` | 50 | - [Screen questions with guard models](how-to/screen-questions-with-guard-models.md) — one guard agent per risk (Granite Guardian), a `preGeneration` hook that asks them without the history, an assistant that reacts to their verdicts; the demos in `demos/guard/` and `demos/guards/` |
| 51 | - [Ask a decision model](how-to/ask-a-decision-model.md) — a `decision:` agent on `/v1/systemone` (llama-server, llmman, Ollama): typed questions, `-p` JSON for scripts and hooks, `/ask-<name>` from another agent; the demo in `demos/decision-skills/` | 51 | - [Ask a decision model](how-to/ask-a-decision-model.md) — a `decision:` agent on `/v1/systemone` (llama-server, llmman, Ollama): typed questions, `-p` JSON for scripts and hooks, `/ask-<name>` from another agent; the demo in `demos/decision-skills/` |
| 52 | +- [Write the questions of a decider](how-to/write-decision-questions.md) — the `decision:` block step by step: which names are yours, `choice` / `noul` / `score` and what each returns, four worked examples (symptom tickets, 421 dice, a wizard's spell, fight or flee) | ||
| 52 | - [Route skills with a decision model](how-to/route-skills-with-a-decision-model.md) — `skillRouting:`: a decider picks the skill before each turn, the `🧭` notice, `minConfidence`, `timeout` | 53 | - [Route skills with a decision model](how-to/route-skills-with-a-decision-model.md) — `skillRouting:`: a decider picks the skill before each turn, the `🧭` notice, `minConfidence`, `timeout` |
| 53 | - [Triage commands with a decision model](how-to/triage-commands-with-a-decision-model.md) — a `preToolCall` hook asks a decider about each `bash` command and answers `allow` for what clearly only reads; the demo in `demos/decision-commands/` | 54 | - [Triage commands with a decision model](how-to/triage-commands-with-a-decision-model.md) — a `preToolCall` hook asks a decider about each `bash` command and answers `allow` for what clearly only reads; the demo in `demos/decision-commands/` |
| 54 | - [Offer only the tools a request needs](how-to/route-tools-with-a-decision-model.md) — `toolRouting:`: a decider leaves out the tool groups a request does not need, the `🧰` notice, `dropBelow`; the demo in `demos/decision-tools/` | 55 | - [Offer only the tools a request needs](how-to/route-tools-with-a-decision-model.md) — `toolRouting:`: a decider leaves out the tool groups a request does not need, the `🧰` notice, `dropBelow`; the demo in `demos/decision-tools/` |
modified
docs/en/explanation/decision-models.md +3 -1 | @@ -66,7 +66,9 @@ What was not measured yet: whether a smaller tool list makes a small model choos | ||
| 66 | 66 | |
| 67 | 67 | ## A decider on its own |
| 68 | 68 | |
| 69 | -A decider needs no chat model. `demos/decision-only/` triages a support inbox: four questions per message (category, urgency, personal data, an upset author), one `mm -p` call each, about 0.6 s per message. On its six messages, one of them in French, the six categories and the personal data were right; the spam was given the urgency "today", which a filter on the category corrects. | |
| 69 | +A decider needs no chat model. `demos/decision-only/` triages a support inbox: four questions per message (category, urgency, personal data, an upset author), one `mm -p` call each, about 0.6 s per message. On its six messages, one of them in French, the six categories and the personal data were right; the spam was given the urgency "today", which a filter on the category corrects. `demos/decision-reviews/` (28/28 answers as expected on eight customer reviews, a sarcastic one included) and `demos/decision-moderation/` (31/32 on eight blog comments) show the same use on other texts. In the moderation demo the one miss was an action, not a flag: an off-topic comment flagged `off_topic` but sent to `publish`. Several noul questions and a rule in the script can be safer than one choice question that sums them up. | |
| 70 | + | |
| 71 | +LiquidAI d1-omni-600M, the other d1 model published as GGUF, is about five times faster on the same questions, and clearly less accurate on the comments (24/32): it flagged on-topic comments as off topic and let a French insult through. d1-3B stays the model of the demos. | |
| 70 | 72 | |
| 71 | 73 | ## Checks after the fact only add a warning |
| 72 | 74 | |
| @@ -66,7 +66,9 @@ What was not measured yet: whether a smaller tool list makes a small model choos | |||
| 66 | 66 | ||
| 67 | ## A decider on its own | 67 | ## A decider on its own |
| 68 | 68 | ||
| 69 | -A decider needs no chat model. `demos/decision-only/` triages a support inbox: four questions per message (category, urgency, personal data, an upset author), one `mm -p` call each, about 0.6 s per message. On its six messages, one of them in French, the six categories and the personal data were right; the spam was given the urgency "today", which a filter on the category corrects. | 69 | +A decider needs no chat model. `demos/decision-only/` triages a support inbox: four questions per message (category, urgency, personal data, an upset author), one `mm -p` call each, about 0.6 s per message. On its six messages, one of them in French, the six categories and the personal data were right; the spam was given the urgency "today", which a filter on the category corrects. `demos/decision-reviews/` (28/28 answers as expected on eight customer reviews, a sarcastic one included) and `demos/decision-moderation/` (31/32 on eight blog comments) show the same use on other texts. In the moderation demo the one miss was an action, not a flag: an off-topic comment flagged `off_topic` but sent to `publish`. Several noul questions and a rule in the script can be safer than one choice question that sums them up. |
| 70 | + | ||
| 71 | +LiquidAI d1-omni-600M, the other d1 model published as GGUF, is about five times faster on the same questions, and clearly less accurate on the comments (24/32): it flagged on-topic comments as off topic and let a French insult through. d1-3B stays the model of the demos. | ||
| 70 | 72 | ||
| 71 | ## Checks after the fact only add a warning | 73 | ## Checks after the fact only add a warning |
| 72 | 74 | ||
modified
docs/en/how-to/ask-a-decision-model.md +5 -2 | @@ -14,7 +14,7 @@ llama-server -hf LiquidAI/d1-3B-GGUF:Q4_K_M --port 8090 | ||
| 14 | 14 | |
| 15 | 15 | ### 2. Write the decider agent |
| 16 | 16 | |
| 17 | -A decider is an agent file with a `decision:` block. Each question has a name, a type and its criteria: | |
| 17 | +A decider is an agent file with a `decision:` block. Each question has a name, a type and its criteria (step by step, with examples: [How to write the questions of a decider](write-decision-questions.md)): | |
| 18 | 18 | |
| 19 | 19 | ```yaml |
| 20 | 20 | # agent.decider.yaml |
| @@ -90,7 +90,9 @@ urgency: 1.89 → a careful review (confidence 0.83) — a careful review 0.92 | ||
| 90 | 90 | - **llmman or Ollama**: `provider: llmman` (or `ollama`), `baseUrl: http://127.0.0.1:17434/v1` (or `:11434/v1`), `model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M` — pull it first. All three servers gave the same answers for the same request. |
| 91 | 91 | - **Another OpenAI-compatible server**: `provider: openai` and its `baseUrl`; mm posts to `/v1/systemone` at the server's root (`baseUrl` without its trailing `/v1`), and a server without the route answers 404. |
| 92 | 92 | - **From a sandbox**: add `fallback: http://host.docker.internal:8090/v1`. |
| 93 | -- **Without any chat model**: `demos/decision-only/` triages a folder of support messages with one `mm -p` call per message, read by a short Node.js script that prints a table, most urgent first. | |
| 93 | +- **Before every question of a chat agent**: a `preGeneration` hook runs `mm -config agent.decider.yaml -p` on the question and returns the answers as a `context`, which the chat model reads under the question; its system prompt says what to do with them. `demos/decision-chat/` does this with a hook that turns any answer into a line, so the questions can change without touching it. | |
| 94 | +- **Without any chat model**: `demos/decision-only/` triages a folder of support messages with one `mm -p` call per message, read by a short Node.js script that prints a table, most urgent first. `demos/decision-reviews/` (customer reviews) and `demos/decision-moderation/` (blog comments) do the same and check every answer against a file of expected answers. | |
| 95 | +- **A smaller decision model**: `model: hf.co/LiquidAI/d1-omni-600M-GGUF:Q8_0` (no Q4_K_M build is published). On the three demos above it was about five times faster than d1-3B (0.1 s per call against 0.55 s, `mm` start-up included) and less accurate: 26/28 against 28/28 on the reviews, 24/32 against 31/32 on the comments, five support categories out of six against six. | |
| 94 | 96 | |
| 95 | 97 | ## Troubleshooting |
| 96 | 98 | |
| @@ -104,5 +106,6 @@ urgency: 1.89 → a careful review (confidence 0.83) — a careful review 0.92 | ||
| 104 | 106 | ## See also |
| 105 | 107 | |
| 106 | 108 | - Every key and every answer field: [Configuration reference](../reference/configuration.md#decision) |
| 109 | +- Choosing the names, the types and the wording of the questions: [How to write the questions of a decider](write-decision-questions.md) | |
| 107 | 110 | - Using a decider to pick the skill before each turn: [How to route skills with a decision model](route-skills-with-a-decision-model.md) |
| 108 | 111 | - Why it is built this way: [Decision models](../explanation/decision-models.md) |
| @@ -14,7 +14,7 @@ llama-server -hf LiquidAI/d1-3B-GGUF:Q4_K_M --port 8090 | |||
| 14 | 14 | ||
| 15 | ### 2. Write the decider agent | 15 | ### 2. Write the decider agent |
| 16 | 16 | ||
| 17 | -A decider is an agent file with a `decision:` block. Each question has a name, a type and its criteria: | 17 | +A decider is an agent file with a `decision:` block. Each question has a name, a type and its criteria (step by step, with examples: [How to write the questions of a decider](write-decision-questions.md)): |
| 18 | 18 | ||
| 19 | ```yaml | 19 | ```yaml |
| 20 | # agent.decider.yaml | 20 | # agent.decider.yaml |
| @@ -90,7 +90,9 @@ urgency: 1.89 → a careful review (confidence 0.83) — a careful review 0.92 | |||
| 90 | - **llmman or Ollama**: `provider: llmman` (or `ollama`), `baseUrl: http://127.0.0.1:17434/v1` (or `:11434/v1`), `model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M` — pull it first. All three servers gave the same answers for the same request. | 90 | - **llmman or Ollama**: `provider: llmman` (or `ollama`), `baseUrl: http://127.0.0.1:17434/v1` (or `:11434/v1`), `model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M` — pull it first. All three servers gave the same answers for the same request. |
| 91 | - **Another OpenAI-compatible server**: `provider: openai` and its `baseUrl`; mm posts to `/v1/systemone` at the server's root (`baseUrl` without its trailing `/v1`), and a server without the route answers 404. | 91 | - **Another OpenAI-compatible server**: `provider: openai` and its `baseUrl`; mm posts to `/v1/systemone` at the server's root (`baseUrl` without its trailing `/v1`), and a server without the route answers 404. |
| 92 | - **From a sandbox**: add `fallback: http://host.docker.internal:8090/v1`. | 92 | - **From a sandbox**: add `fallback: http://host.docker.internal:8090/v1`. |
| 93 | -- **Without any chat model**: `demos/decision-only/` triages a folder of support messages with one `mm -p` call per message, read by a short Node.js script that prints a table, most urgent first. | 93 | +- **Before every question of a chat agent**: a `preGeneration` hook runs `mm -config agent.decider.yaml -p` on the question and returns the answers as a `context`, which the chat model reads under the question; its system prompt says what to do with them. `demos/decision-chat/` does this with a hook that turns any answer into a line, so the questions can change without touching it. |
| 94 | +- **Without any chat model**: `demos/decision-only/` triages a folder of support messages with one `mm -p` call per message, read by a short Node.js script that prints a table, most urgent first. `demos/decision-reviews/` (customer reviews) and `demos/decision-moderation/` (blog comments) do the same and check every answer against a file of expected answers. | ||
| 95 | +- **A smaller decision model**: `model: hf.co/LiquidAI/d1-omni-600M-GGUF:Q8_0` (no Q4_K_M build is published). On the three demos above it was about five times faster than d1-3B (0.1 s per call against 0.55 s, `mm` start-up included) and less accurate: 26/28 against 28/28 on the reviews, 24/32 against 31/32 on the comments, five support categories out of six against six. | ||
| 94 | 96 | ||
| 95 | ## Troubleshooting | 97 | ## Troubleshooting |
| 96 | 98 | ||
| @@ -104,5 +106,6 @@ urgency: 1.89 → a careful review (confidence 0.83) — a careful review 0.92 | |||
| 104 | ## See also | 106 | ## See also |
| 105 | 107 | ||
| 106 | - Every key and every answer field: [Configuration reference](../reference/configuration.md#decision) | 108 | - Every key and every answer field: [Configuration reference](../reference/configuration.md#decision) |
| 109 | +- Choosing the names, the types and the wording of the questions: [How to write the questions of a decider](write-decision-questions.md) | ||
| 107 | - Using a decider to pick the skill before each turn: [How to route skills with a decision model](route-skills-with-a-decision-model.md) | 110 | - Using a decider to pick the skill before each turn: [How to route skills with a decision model](route-skills-with-a-decision-model.md) |
| 108 | - Why it is built this way: [Decision models](../explanation/decision-models.md) | 111 | - Why it is built this way: [Decision models](../explanation/decision-models.md) |
added
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| 1 | +# How to write the questions of a decider | |
| 2 | + | |
| 3 | +This guide shows how to build the `decision:` block of a decider step by step: which words are fixed, which ones you choose, which type to pick for each question, and how to read the answers. It assumes you already have a decider that runs — if not, start with [How to ask a decision model](ask-a-decision-model.md). | |
| 4 | + | |
| 5 | +## What is fixed, what is yours | |
| 6 | + | |
| 7 | +```yaml | |
| 8 | +decision: # fixed | |
| 9 | + timeout: 60s # fixed (optional) | |
| 10 | + questions: # fixed | |
| 11 | + hurry: # YOURS: any name | |
| 12 | + type: noul # fixed word, one of: choice, noul, score | |
| 13 | + instructions: The message contains a word asking for speed, such as quick, fast, asap or now. # YOURS | |
| 14 | + level: # YOURS | |
| 15 | + type: choice | |
| 16 | + instructions: How familiar is the person with git? # YOURS | |
| 17 | + criteria: # fixed word | |
| 18 | + beginner: New to git # YOURS: the option (key) and what it means (text) | |
| 19 | + expert: Knows git well | |
| 20 | +``` | |
| 21 | + | |
| 22 | +`hurry`, `upset`, `level`, `beginner`… are **names you choose**, not keywords. mm and the model attach no meaning to them: the model reads only the `instructions` and the `criteria` texts. The name is the key you will find in the answer (`answers.hurry`), so pick one your script or your prompt can use. | |
| 23 | + | |
| 24 | +The keywords are `decision`, `timeout`, `questions`, `type`, `instructions`, `criteria`, and the three type names. | |
| 25 | + | |
| 26 | +## Steps | |
| 27 | + | |
| 28 | +### 1. Say what the decider reads | |
| 29 | + | |
| 30 | +The decider reads **one message**, alone — the "state": a ticket, a command, the description of a game situation. No history, no system prompt. Everything it must know has to be in that message. | |
| 31 | + | |
| 32 | +### 2. Split the decision into questions | |
| 33 | + | |
| 34 | +One question per thing you want to know. "How serious is this ticket?" may become three: how soon (a level), is there a danger sign (yes or no), who should handle it (one option). All the questions are answered together, in one pass, a fraction of a second. | |
| 35 | + | |
| 36 | +### 3. Pick a type for each question | |
| 37 | + | |
| 38 | +| You want… | Type | `instructions` is… | `criteria` | You get back | | |
| 39 | +|-----------|------|--------------------|------------|--------------| | |
| 40 | +| one option out of a list | `choice` | a question | a mapping `option: description`, at least 2 | `choice` (the option's key), `probabilities` (one per option), `confidence` | | |
| 41 | +| a yes or a no | `noul` | a **statement** about the message | none | `noul`: the probability, from 0 to 1, that the statement is true | | |
| 42 | +| a level on a scale | `score` | a question | a list of 2 to 10 levels, **lowest first** | `score` (from 0 to n−1, may fall between two levels), `legend` (number → level), `probabilities`, `confidence` | | |
| 43 | + | |
| 44 | +**`noul`** is the yes-or-no type. You do not ask a question, you write a statement — "The message describes chest pain" — and the decider gives the probability that it is true for this message: `0.96` means "almost certainly yes", `0.01` "almost certainly no". Your script decides where yes starts (0.5 is a common threshold, higher when a false yes is costly). | |
| 45 | + | |
| 46 | +**`score`** returns a number, not a level: `2.81` on four levels means "between *today* and *now*, much closer to *now*". Round it to read the level in `legend`. | |
| 47 | + | |
| 48 | +### 4. Write the `instructions` | |
| 49 | + | |
| 50 | +- `choice` and `score`: a question — "Which spell should I cast now?". | |
| 51 | +- `noul`: a statement — "My character is badly hurt." A yes-or-no question works too: on five git questions, "Is the person upset?" and "The person is worried, stressed or upset." gave the same verdicts (0.97 and 0.99 on the two upset messages, 0.14 at most on the three calm ones). | |
| 52 | +- **Name what is in the text, not an intention.** Measured with LiquidAI d1-3B: "The person is in a hurry or asks for a short answer" scored 0.5 to 0.7 on calm questions too; "The message contains a word asking for speed, such as quick, fast, asap or now" gave 0.03 on a calm question and 0.98 on "quick: …". Likewise "signs of a stroke" scored 0.27 on a textbook stroke, "a sudden weakness of an arm or a leg, slurred speech" 0.96. | |
| 53 | + | |
| 54 | +### 5. Write the `criteria` | |
| 55 | + | |
| 56 | +- `choice`: the key is what you get back (`fireball`), the text is what the model reads to choose — say **when** to pick that option: `fireball: Many enemies close together, far enough from my friends`. | |
| 57 | +- `score`: the levels, lowest first, as short phrases: `[harmless, risky, deadly]`. | |
| 58 | +- `noul`: nothing. | |
| 59 | + | |
| 60 | +The order of the file is kept: in the request, in the answer, and in the line display. | |
| 61 | + | |
| 62 | +### 6. Try it | |
| 63 | + | |
| 64 | +With `spell.yaml` from `demos/decision-questions/` (the complete file is in the [examples](#dungeons--dragons-which-spell-for-my-wizard)): | |
| 65 | + | |
| 66 | +```bash | |
| 67 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | |
| 68 | +``` | |
| 69 | + | |
| 70 | +```json | |
| 71 | +{"model":"hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M","answers":{"spell":{"type":"choice","choice":"shield","probabilities":{"fireball":0.024,"magic_missile":0.043,"shield":0.878,"misty_step":0.043,"sleep":0.011},"confidence":0.848}},"usage":{"input_tokens":109,"output_tokens":0}} | |
| 72 | +``` | |
| 73 | + | |
| 74 | +(numbers shortened here; the server gives them in full.) Without `-p`, `mm -config spell.yaml` shows one line per question for each message you type, then the same JSON. | |
| 75 | + | |
| 76 | +### 7. Read the answers | |
| 77 | + | |
| 78 | +The envelope is always the same — `model`, `answers`, `usage` — and `answers` has one entry per question, under the name you chose, with the fields of its type (step 3). What changes from one decider to another is only the names and the number of questions. | |
| 79 | + | |
| 80 | +- `choice`: read `choice`; treat a low `confidence` (under 0.5 or so) as "unsure". | |
| 81 | +- `noul`: compare `noul` with your threshold. | |
| 82 | +- `score`: read `legend[round(score)]`, or compare `score` itself (`> 2.5`). | |
| 83 | + | |
| 84 | +## Examples | |
| 85 | + | |
| 86 | +Each example is a complete agent file in [`demos/decision-questions/`](../../../demos/decision-questions/README.en.md): copy it, or run it from that folder with `mm -config <file> -p "<message>"`. All answers below were measured on 2026-10-24 with LiquidAI d1-3B Q4_K_M on llmman. | |
| 87 | + | |
| 88 | +### Symptom tickets: how serious is it? | |
| 89 | + | |
| 90 | +`symptoms.yaml`: | |
| 91 | + | |
| 92 | +```yaml | |
| 93 | +# A decider: Symptom tickets: how serious is it? | |
| 94 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 95 | +# | |
| 96 | +# mm -config symptoms.yaml -p "My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago." | |
| 97 | +# | |
| 98 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 99 | +provider: llmman | |
| 100 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 101 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 102 | +fallback: http://host.docker.internal:17434/v1 | |
| 103 | + | |
| 104 | +decision: | |
| 105 | + questions: | |
| 106 | + severity: | |
| 107 | + type: score | |
| 108 | + instructions: How soon should this person see a doctor? | |
| 109 | + criteria: [it can wait for a usual appointment, within a few days, today, now - call the emergency number] | |
| 110 | + red_flag: | |
| 111 | + type: noul | |
| 112 | + instructions: The message describes a sudden weakness of an arm or a leg, slurred speech, chest pain, trouble breathing, heavy bleeding or fainting. | |
| 113 | + who: | |
| 114 | + type: choice | |
| 115 | + instructions: Who should see this person first? | |
| 116 | + criteria: | |
| 117 | + pharmacist: A minor problem a pharmacist can advise on | |
| 118 | + family_doctor: A usual problem for a general practitioner | |
| 119 | + specialist: A known long-term condition followed by a specialist | |
| 120 | + emergency: A problem that cannot wait | |
| 121 | + | |
| 122 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 123 | +bashTool: false | |
| 124 | +editTools: false | |
| 125 | +planTool: false | |
| 126 | +fetchContentTool: false | |
| 127 | +askUserTool: false | |
| 128 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 129 | +agentsMd: | |
| 130 | + enabled: false | |
| 131 | +``` | |
| 132 | + | |
| 133 | +| Ticket | severity | red_flag | who | | |
| 134 | +|--------|----------|----------|-----| | |
| 135 | +| My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago. | 2.81 → now (0.81) | 0.96 | emergency (0.86) | | |
| 136 | +| I have a tight pain in my chest and my left arm since an hour. | 2.60 → now (0.60) | 0.56 | emergency (0.83) | | |
| 137 | +| I have had a sore throat and a runny nose for two days, no fever. | 0.82 → within a few days (0.49) | 0.01 | pharmacist (0.30) | | |
| 138 | + | |
| 139 | +Put the danger signs in a `noul` of their own and let it win over the score: the chest pain got only 0.56 on `red_flag`, so a threshold of 0.5 catches it and 0.8 would not. A decider sorts tickets; it does not make a diagnosis, and a person must read what it sends to "can wait". | |
| 140 | + | |
| 141 | +### 421: which dice to throw again? | |
| 142 | + | |
| 143 | +`dice421.yaml`: | |
| 144 | + | |
| 145 | +```yaml | |
| 146 | +# A decider: 421: how many dice to throw again? The script writes what is missing: a decider reads, it does not count. | |
| 147 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 148 | +# | |
| 149 | +# mm -config dice421.yaml -p "Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1." | |
| 150 | +# | |
| 151 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 152 | +provider: llmman | |
| 153 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 154 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 155 | +fallback: http://host.docker.internal:17434/v1 | |
| 156 | + | |
| 157 | +decision: | |
| 158 | + questions: | |
| 159 | + reroll: | |
| 160 | + type: choice | |
| 161 | + instructions: How many dice should the player throw again? | |
| 162 | + criteria: | |
| 163 | + none: Nothing is missing | |
| 164 | + one: One die is missing | |
| 165 | + two: Two dice are missing | |
| 166 | + all: All three are missing | |
| 167 | + | |
| 168 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 169 | +bashTool: false | |
| 170 | +editTools: false | |
| 171 | +planTool: false | |
| 172 | +fetchContentTool: false | |
| 173 | +askUserTool: false | |
| 174 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 175 | +agentsMd: | |
| 176 | + enabled: false | |
| 177 | +``` | |
| 178 | + | |
| 179 | +| State sent | reroll | | |
| 180 | +|------------|--------| | |
| 181 | +| `Dice: 4, 2, 6.` | none (0.33) — wrong | | |
| 182 | +| `Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1.` | one (0.80) | | |
| 183 | +| `Dice: 4, 5, 6. In place for 421: 4. Missing: 2 and 1.` | two (0.62) | | |
| 184 | +| `Dice: 3, 5, 6. In place for 421: nothing. Missing: 4, 2 and 1.` | all (0.76) | | |
| 185 | +| `Dice: 4, 2, 1. In place for 421: 4, 2 and 1. Missing: nothing.` | none (0.96) | | |
| 186 | + | |
| 187 | +A decision model reads; it does not count. Given the dice alone it was wrong; once the script wrote what is missing into the state, it was right four times out of four. But then the script had already done the work: a rule like this one is better written in code. Keep the decider for what a rule cannot say — "is my opponent's score worth taking the risk?", described in words. | |
| 188 | + | |
| 189 | +### Dungeons & Dragons: which spell for my wizard? | |
| 190 | + | |
| 191 | +`spell.yaml`: | |
| 192 | + | |
| 193 | +```yaml | |
| 194 | +# A decider: Dungeons & Dragons: which spell for my wizard? | |
| 195 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 196 | +# | |
| 197 | +# mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | |
| 198 | +# | |
| 199 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 200 | +provider: llmman | |
| 201 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 202 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 203 | +fallback: http://host.docker.internal:17434/v1 | |
| 204 | + | |
| 205 | +decision: | |
| 206 | + questions: | |
| 207 | + spell: | |
| 208 | + type: choice | |
| 209 | + instructions: I am the party's wizard. Which spell should I cast now? | |
| 210 | + criteria: | |
| 211 | + fireball: Many enemies close together, far enough from my friends | |
| 212 | + magic_missile: One weak enemy to finish off, or one that is hard to hit | |
| 213 | + shield: An enemy is about to hit me | |
| 214 | + misty_step: I am surrounded or grabbed and must get away | |
| 215 | + sleep: Several weak enemies, and we would rather not kill them | |
| 216 | + | |
| 217 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 218 | +bashTool: false | |
| 219 | +editTools: false | |
| 220 | +planTool: false | |
| 221 | +fetchContentTool: false | |
| 222 | +askUserTool: false | |
| 223 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 224 | +agentsMd: | |
| 225 | + enabled: false | |
| 226 | +``` | |
| 227 | + | |
| 228 | +| Situation | spell | | |
| 229 | +|-----------|-------| | |
| 230 | +| Five goblins are standing in a tight group 40 feet away. My friends are behind me. | fireball (0.50) | | |
| 231 | +| An ogre is raising its club to hit me right now. | shield (0.85) | | |
| 232 | +| Two wolves have grabbed me and the rest of the party is far away. | misty_step (0.47) | | |
| 233 | +| One goblin is left, almost dead, hiding behind a crate. | magic_missile (0.58) | | |
| 234 | + | |
| 235 | +Each description says when to cast the spell, not what it does: the decider matches the situation against these conditions. | |
| 236 | + | |
| 237 | +### Dungeons & Dragons: fight or flee? | |
| 238 | + | |
| 239 | +`fight.yaml`: | |
| 240 | + | |
| 241 | +```yaml | |
| 242 | +# A decider: Dungeons & Dragons: fight, flee or talk? | |
| 243 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 244 | +# | |
| 245 | +# mm -config fight.yaml -p "A troll guards the bridge. It says it will let us pass if we pay one gold coin." | |
| 246 | +# | |
| 247 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 248 | +provider: llmman | |
| 249 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 250 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 251 | +fallback: http://host.docker.internal:17434/v1 | |
| 252 | + | |
| 253 | +decision: | |
| 254 | + questions: | |
| 255 | + action: | |
| 256 | + type: choice | |
| 257 | + instructions: What should my character do now? | |
| 258 | + criteria: | |
| 259 | + fight: We can win this fight | |
| 260 | + flee: We would probably lose, and there is a way out | |
| 261 | + talk: The enemy might listen, a fight is not needed | |
| 262 | + danger: | |
| 263 | + type: score | |
| 264 | + instructions: How dangerous is this situation for my character? | |
| 265 | + criteria: [harmless, risky, deadly] | |
| 266 | + hurt: | |
| 267 | + type: noul | |
| 268 | + instructions: My character is badly hurt. | |
| 269 | + | |
| 270 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 271 | +bashTool: false | |
| 272 | +editTools: false | |
| 273 | +planTool: false | |
| 274 | +fetchContentTool: false | |
| 275 | +askUserTool: false | |
| 276 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 277 | +agentsMd: | |
| 278 | + enabled: false | |
| 279 | +``` | |
| 280 | + | |
| 281 | +| Situation | action | danger | hurt | | |
| 282 | +|-----------|--------|--------|------| | |
| 283 | +| We are four, full health, facing two tired bandits on an open road. | fight (0.17) | 1.15 → risky | 0.18 | | |
| 284 | +| I am alone with 3 hit points left, a red dragon lands in front of me, the cave exit is behind me. | flee (0.56) | 1.76 → deadly | 0.97 | | |
| 285 | +| A troll guards the bridge. It says it will let us pass if we pay one gold coin. | talk (0.64) | 0.64 → risky | 0.31 | | |
| 286 | + | |
| 287 | +The bandits got `fight` with a confidence of 0.17: the right option, but barely ahead of `talk`. Asking `danger` and `hurt` as well lets your script decide when `action` is unsure — for example, flee when `hurt` is above 0.8, whatever `action` says. | |
| 288 | + | |
| 289 | +## Common mistakes | |
| 290 | + | |
| 291 | +| Mistake | Effect | Fix | | |
| 292 | +|---------|--------|-----| | |
| 293 | +| An intention or a diagnosis ("is in a hurry", "signs of a stroke") | middling probabilities on every message | name what can be read in the text | | |
| 294 | +| `choice` descriptions that say what an option *is* | the decider cannot match the situation | say **when** to pick it | | |
| 295 | +| `score` levels highest first | the score reads backwards | lowest first | | |
| 296 | +| Arithmetic or counting in the question | wrong answers | compute in the script, or put the result in the state | | |
| 297 | +| Context only in the history | the decider never sees it | put it in the message: the decider reads nothing else | | |
| 298 | + | |
| 299 | +## See also | |
| 300 | + | |
| 301 | +- [Configuration reference — `decision`](../reference/configuration.md#decision): every key and every field of the answers | |
| 302 | +- [How to ask a decision model](ask-a-decision-model.md): serve the model, write the agent file, ask it from a script, a hook or another agent | |
| 303 | +- [Decision models — explanation](../explanation/decision-models.md): why a decider is an agent, what was measured | |
| 304 | +- Demos: `demos/decision-only/`, `demos/decision-reviews/`, `demos/decision-moderation/` (a decider alone), `demos/decision-chat/` (a decider before a chat agent) | |
| new file mode 100644 | |||
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| 1 | +# How to write the questions of a decider | ||
| 2 | + | ||
| 3 | +This guide shows how to build the `decision:` block of a decider step by step: which words are fixed, which ones you choose, which type to pick for each question, and how to read the answers. It assumes you already have a decider that runs — if not, start with [How to ask a decision model](ask-a-decision-model.md). | ||
| 4 | + | ||
| 5 | +## What is fixed, what is yours | ||
| 6 | + | ||
| 7 | +```yaml | ||
| 8 | +decision: # fixed | ||
| 9 | + timeout: 60s # fixed (optional) | ||
| 10 | + questions: # fixed | ||
| 11 | + hurry: # YOURS: any name | ||
| 12 | + type: noul # fixed word, one of: choice, noul, score | ||
| 13 | + instructions: The message contains a word asking for speed, such as quick, fast, asap or now. # YOURS | ||
| 14 | + level: # YOURS | ||
| 15 | + type: choice | ||
| 16 | + instructions: How familiar is the person with git? # YOURS | ||
| 17 | + criteria: # fixed word | ||
| 18 | + beginner: New to git # YOURS: the option (key) and what it means (text) | ||
| 19 | + expert: Knows git well | ||
| 20 | +``` | ||
| 21 | + | ||
| 22 | +`hurry`, `upset`, `level`, `beginner`… are **names you choose**, not keywords. mm and the model attach no meaning to them: the model reads only the `instructions` and the `criteria` texts. The name is the key you will find in the answer (`answers.hurry`), so pick one your script or your prompt can use. | ||
| 23 | + | ||
| 24 | +The keywords are `decision`, `timeout`, `questions`, `type`, `instructions`, `criteria`, and the three type names. | ||
| 25 | + | ||
| 26 | +## Steps | ||
| 27 | + | ||
| 28 | +### 1. Say what the decider reads | ||
| 29 | + | ||
| 30 | +The decider reads **one message**, alone — the "state": a ticket, a command, the description of a game situation. No history, no system prompt. Everything it must know has to be in that message. | ||
| 31 | + | ||
| 32 | +### 2. Split the decision into questions | ||
| 33 | + | ||
| 34 | +One question per thing you want to know. "How serious is this ticket?" may become three: how soon (a level), is there a danger sign (yes or no), who should handle it (one option). All the questions are answered together, in one pass, a fraction of a second. | ||
| 35 | + | ||
| 36 | +### 3. Pick a type for each question | ||
| 37 | + | ||
| 38 | +| You want… | Type | `instructions` is… | `criteria` | You get back | | ||
| 39 | +|-----------|------|--------------------|------------|--------------| | ||
| 40 | +| one option out of a list | `choice` | a question | a mapping `option: description`, at least 2 | `choice` (the option's key), `probabilities` (one per option), `confidence` | | ||
| 41 | +| a yes or a no | `noul` | a **statement** about the message | none | `noul`: the probability, from 0 to 1, that the statement is true | | ||
| 42 | +| a level on a scale | `score` | a question | a list of 2 to 10 levels, **lowest first** | `score` (from 0 to n−1, may fall between two levels), `legend` (number → level), `probabilities`, `confidence` | | ||
| 43 | + | ||
| 44 | +**`noul`** is the yes-or-no type. You do not ask a question, you write a statement — "The message describes chest pain" — and the decider gives the probability that it is true for this message: `0.96` means "almost certainly yes", `0.01` "almost certainly no". Your script decides where yes starts (0.5 is a common threshold, higher when a false yes is costly). | ||
| 45 | + | ||
| 46 | +**`score`** returns a number, not a level: `2.81` on four levels means "between *today* and *now*, much closer to *now*". Round it to read the level in `legend`. | ||
| 47 | + | ||
| 48 | +### 4. Write the `instructions` | ||
| 49 | + | ||
| 50 | +- `choice` and `score`: a question — "Which spell should I cast now?". | ||
| 51 | +- `noul`: a statement — "My character is badly hurt." A yes-or-no question works too: on five git questions, "Is the person upset?" and "The person is worried, stressed or upset." gave the same verdicts (0.97 and 0.99 on the two upset messages, 0.14 at most on the three calm ones). | ||
| 52 | +- **Name what is in the text, not an intention.** Measured with LiquidAI d1-3B: "The person is in a hurry or asks for a short answer" scored 0.5 to 0.7 on calm questions too; "The message contains a word asking for speed, such as quick, fast, asap or now" gave 0.03 on a calm question and 0.98 on "quick: …". Likewise "signs of a stroke" scored 0.27 on a textbook stroke, "a sudden weakness of an arm or a leg, slurred speech" 0.96. | ||
| 53 | + | ||
| 54 | +### 5. Write the `criteria` | ||
| 55 | + | ||
| 56 | +- `choice`: the key is what you get back (`fireball`), the text is what the model reads to choose — say **when** to pick that option: `fireball: Many enemies close together, far enough from my friends`. | ||
| 57 | +- `score`: the levels, lowest first, as short phrases: `[harmless, risky, deadly]`. | ||
| 58 | +- `noul`: nothing. | ||
| 59 | + | ||
| 60 | +The order of the file is kept: in the request, in the answer, and in the line display. | ||
| 61 | + | ||
| 62 | +### 6. Try it | ||
| 63 | + | ||
| 64 | +With `spell.yaml` from `demos/decision-questions/` (the complete file is in the [examples](#dungeons--dragons-which-spell-for-my-wizard)): | ||
| 65 | + | ||
| 66 | +```bash | ||
| 67 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | ||
| 68 | +``` | ||
| 69 | + | ||
| 70 | +```json | ||
| 71 | +{"model":"hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M","answers":{"spell":{"type":"choice","choice":"shield","probabilities":{"fireball":0.024,"magic_missile":0.043,"shield":0.878,"misty_step":0.043,"sleep":0.011},"confidence":0.848}},"usage":{"input_tokens":109,"output_tokens":0}} | ||
| 72 | +``` | ||
| 73 | + | ||
| 74 | +(numbers shortened here; the server gives them in full.) Without `-p`, `mm -config spell.yaml` shows one line per question for each message you type, then the same JSON. | ||
| 75 | + | ||
| 76 | +### 7. Read the answers | ||
| 77 | + | ||
| 78 | +The envelope is always the same — `model`, `answers`, `usage` — and `answers` has one entry per question, under the name you chose, with the fields of its type (step 3). What changes from one decider to another is only the names and the number of questions. | ||
| 79 | + | ||
| 80 | +- `choice`: read `choice`; treat a low `confidence` (under 0.5 or so) as "unsure". | ||
| 81 | +- `noul`: compare `noul` with your threshold. | ||
| 82 | +- `score`: read `legend[round(score)]`, or compare `score` itself (`> 2.5`). | ||
| 83 | + | ||
| 84 | +## Examples | ||
| 85 | + | ||
| 86 | +Each example is a complete agent file in [`demos/decision-questions/`](../../../demos/decision-questions/README.en.md): copy it, or run it from that folder with `mm -config <file> -p "<message>"`. All answers below were measured on 2026-10-24 with LiquidAI d1-3B Q4_K_M on llmman. | ||
| 87 | + | ||
| 88 | +### Symptom tickets: how serious is it? | ||
| 89 | + | ||
| 90 | +`symptoms.yaml`: | ||
| 91 | + | ||
| 92 | +```yaml | ||
| 93 | +# A decider: Symptom tickets: how serious is it? | ||
| 94 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 95 | +# | ||
| 96 | +# mm -config symptoms.yaml -p "My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago." | ||
| 97 | +# | ||
| 98 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 99 | +provider: llmman | ||
| 100 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 101 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 102 | +fallback: http://host.docker.internal:17434/v1 | ||
| 103 | + | ||
| 104 | +decision: | ||
| 105 | + questions: | ||
| 106 | + severity: | ||
| 107 | + type: score | ||
| 108 | + instructions: How soon should this person see a doctor? | ||
| 109 | + criteria: [it can wait for a usual appointment, within a few days, today, now - call the emergency number] | ||
| 110 | + red_flag: | ||
| 111 | + type: noul | ||
| 112 | + instructions: The message describes a sudden weakness of an arm or a leg, slurred speech, chest pain, trouble breathing, heavy bleeding or fainting. | ||
| 113 | + who: | ||
| 114 | + type: choice | ||
| 115 | + instructions: Who should see this person first? | ||
| 116 | + criteria: | ||
| 117 | + pharmacist: A minor problem a pharmacist can advise on | ||
| 118 | + family_doctor: A usual problem for a general practitioner | ||
| 119 | + specialist: A known long-term condition followed by a specialist | ||
| 120 | + emergency: A problem that cannot wait | ||
| 121 | + | ||
| 122 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 123 | +bashTool: false | ||
| 124 | +editTools: false | ||
| 125 | +planTool: false | ||
| 126 | +fetchContentTool: false | ||
| 127 | +askUserTool: false | ||
| 128 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 129 | +agentsMd: | ||
| 130 | + enabled: false | ||
| 131 | +``` | ||
| 132 | + | ||
| 133 | +| Ticket | severity | red_flag | who | | ||
| 134 | +|--------|----------|----------|-----| | ||
| 135 | +| My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago. | 2.81 → now (0.81) | 0.96 | emergency (0.86) | | ||
| 136 | +| I have a tight pain in my chest and my left arm since an hour. | 2.60 → now (0.60) | 0.56 | emergency (0.83) | | ||
| 137 | +| I have had a sore throat and a runny nose for two days, no fever. | 0.82 → within a few days (0.49) | 0.01 | pharmacist (0.30) | | ||
| 138 | + | ||
| 139 | +Put the danger signs in a `noul` of their own and let it win over the score: the chest pain got only 0.56 on `red_flag`, so a threshold of 0.5 catches it and 0.8 would not. A decider sorts tickets; it does not make a diagnosis, and a person must read what it sends to "can wait". | ||
| 140 | + | ||
| 141 | +### 421: which dice to throw again? | ||
| 142 | + | ||
| 143 | +`dice421.yaml`: | ||
| 144 | + | ||
| 145 | +```yaml | ||
| 146 | +# A decider: 421: how many dice to throw again? The script writes what is missing: a decider reads, it does not count. | ||
| 147 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 148 | +# | ||
| 149 | +# mm -config dice421.yaml -p "Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1." | ||
| 150 | +# | ||
| 151 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 152 | +provider: llmman | ||
| 153 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 154 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 155 | +fallback: http://host.docker.internal:17434/v1 | ||
| 156 | + | ||
| 157 | +decision: | ||
| 158 | + questions: | ||
| 159 | + reroll: | ||
| 160 | + type: choice | ||
| 161 | + instructions: How many dice should the player throw again? | ||
| 162 | + criteria: | ||
| 163 | + none: Nothing is missing | ||
| 164 | + one: One die is missing | ||
| 165 | + two: Two dice are missing | ||
| 166 | + all: All three are missing | ||
| 167 | + | ||
| 168 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 169 | +bashTool: false | ||
| 170 | +editTools: false | ||
| 171 | +planTool: false | ||
| 172 | +fetchContentTool: false | ||
| 173 | +askUserTool: false | ||
| 174 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 175 | +agentsMd: | ||
| 176 | + enabled: false | ||
| 177 | +``` | ||
| 178 | + | ||
| 179 | +| State sent | reroll | | ||
| 180 | +|------------|--------| | ||
| 181 | +| `Dice: 4, 2, 6.` | none (0.33) — wrong | | ||
| 182 | +| `Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1.` | one (0.80) | | ||
| 183 | +| `Dice: 4, 5, 6. In place for 421: 4. Missing: 2 and 1.` | two (0.62) | | ||
| 184 | +| `Dice: 3, 5, 6. In place for 421: nothing. Missing: 4, 2 and 1.` | all (0.76) | | ||
| 185 | +| `Dice: 4, 2, 1. In place for 421: 4, 2 and 1. Missing: nothing.` | none (0.96) | | ||
| 186 | + | ||
| 187 | +A decision model reads; it does not count. Given the dice alone it was wrong; once the script wrote what is missing into the state, it was right four times out of four. But then the script had already done the work: a rule like this one is better written in code. Keep the decider for what a rule cannot say — "is my opponent's score worth taking the risk?", described in words. | ||
| 188 | + | ||
| 189 | +### Dungeons & Dragons: which spell for my wizard? | ||
| 190 | + | ||
| 191 | +`spell.yaml`: | ||
| 192 | + | ||
| 193 | +```yaml | ||
| 194 | +# A decider: Dungeons & Dragons: which spell for my wizard? | ||
| 195 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 196 | +# | ||
| 197 | +# mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | ||
| 198 | +# | ||
| 199 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 200 | +provider: llmman | ||
| 201 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 202 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 203 | +fallback: http://host.docker.internal:17434/v1 | ||
| 204 | + | ||
| 205 | +decision: | ||
| 206 | + questions: | ||
| 207 | + spell: | ||
| 208 | + type: choice | ||
| 209 | + instructions: I am the party's wizard. Which spell should I cast now? | ||
| 210 | + criteria: | ||
| 211 | + fireball: Many enemies close together, far enough from my friends | ||
| 212 | + magic_missile: One weak enemy to finish off, or one that is hard to hit | ||
| 213 | + shield: An enemy is about to hit me | ||
| 214 | + misty_step: I am surrounded or grabbed and must get away | ||
| 215 | + sleep: Several weak enemies, and we would rather not kill them | ||
| 216 | + | ||
| 217 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 218 | +bashTool: false | ||
| 219 | +editTools: false | ||
| 220 | +planTool: false | ||
| 221 | +fetchContentTool: false | ||
| 222 | +askUserTool: false | ||
| 223 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 224 | +agentsMd: | ||
| 225 | + enabled: false | ||
| 226 | +``` | ||
| 227 | + | ||
| 228 | +| Situation | spell | | ||
| 229 | +|-----------|-------| | ||
| 230 | +| Five goblins are standing in a tight group 40 feet away. My friends are behind me. | fireball (0.50) | | ||
| 231 | +| An ogre is raising its club to hit me right now. | shield (0.85) | | ||
| 232 | +| Two wolves have grabbed me and the rest of the party is far away. | misty_step (0.47) | | ||
| 233 | +| One goblin is left, almost dead, hiding behind a crate. | magic_missile (0.58) | | ||
| 234 | + | ||
| 235 | +Each description says when to cast the spell, not what it does: the decider matches the situation against these conditions. | ||
| 236 | + | ||
| 237 | +### Dungeons & Dragons: fight or flee? | ||
| 238 | + | ||
| 239 | +`fight.yaml`: | ||
| 240 | + | ||
| 241 | +```yaml | ||
| 242 | +# A decider: Dungeons & Dragons: fight, flee or talk? | ||
| 243 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 244 | +# | ||
| 245 | +# mm -config fight.yaml -p "A troll guards the bridge. It says it will let us pass if we pay one gold coin." | ||
| 246 | +# | ||
| 247 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 248 | +provider: llmman | ||
| 249 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 250 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 251 | +fallback: http://host.docker.internal:17434/v1 | ||
| 252 | + | ||
| 253 | +decision: | ||
| 254 | + questions: | ||
| 255 | + action: | ||
| 256 | + type: choice | ||
| 257 | + instructions: What should my character do now? | ||
| 258 | + criteria: | ||
| 259 | + fight: We can win this fight | ||
| 260 | + flee: We would probably lose, and there is a way out | ||
| 261 | + talk: The enemy might listen, a fight is not needed | ||
| 262 | + danger: | ||
| 263 | + type: score | ||
| 264 | + instructions: How dangerous is this situation for my character? | ||
| 265 | + criteria: [harmless, risky, deadly] | ||
| 266 | + hurt: | ||
| 267 | + type: noul | ||
| 268 | + instructions: My character is badly hurt. | ||
| 269 | + | ||
| 270 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 271 | +bashTool: false | ||
| 272 | +editTools: false | ||
| 273 | +planTool: false | ||
| 274 | +fetchContentTool: false | ||
| 275 | +askUserTool: false | ||
| 276 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 277 | +agentsMd: | ||
| 278 | + enabled: false | ||
| 279 | +``` | ||
| 280 | + | ||
| 281 | +| Situation | action | danger | hurt | | ||
| 282 | +|-----------|--------|--------|------| | ||
| 283 | +| We are four, full health, facing two tired bandits on an open road. | fight (0.17) | 1.15 → risky | 0.18 | | ||
| 284 | +| I am alone with 3 hit points left, a red dragon lands in front of me, the cave exit is behind me. | flee (0.56) | 1.76 → deadly | 0.97 | | ||
| 285 | +| A troll guards the bridge. It says it will let us pass if we pay one gold coin. | talk (0.64) | 0.64 → risky | 0.31 | | ||
| 286 | + | ||
| 287 | +The bandits got `fight` with a confidence of 0.17: the right option, but barely ahead of `talk`. Asking `danger` and `hurt` as well lets your script decide when `action` is unsure — for example, flee when `hurt` is above 0.8, whatever `action` says. | ||
| 288 | + | ||
| 289 | +## Common mistakes | ||
| 290 | + | ||
| 291 | +| Mistake | Effect | Fix | | ||
| 292 | +|---------|--------|-----| | ||
| 293 | +| An intention or a diagnosis ("is in a hurry", "signs of a stroke") | middling probabilities on every message | name what can be read in the text | | ||
| 294 | +| `choice` descriptions that say what an option *is* | the decider cannot match the situation | say **when** to pick it | | ||
| 295 | +| `score` levels highest first | the score reads backwards | lowest first | | ||
| 296 | +| Arithmetic or counting in the question | wrong answers | compute in the script, or put the result in the state | | ||
| 297 | +| Context only in the history | the decider never sees it | put it in the message: the decider reads nothing else | | ||
| 298 | + | ||
| 299 | +## See also | ||
| 300 | + | ||
| 301 | +- [Configuration reference — `decision`](../reference/configuration.md#decision): every key and every field of the answers | ||
| 302 | +- [How to ask a decision model](ask-a-decision-model.md): serve the model, write the agent file, ask it from a script, a hook or another agent | ||
| 303 | +- [Decision models — explanation](../explanation/decision-models.md): why a decider is an agent, what was measured | ||
| 304 | +- Demos: `demos/decision-only/`, `demos/decision-reviews/`, `demos/decision-moderation/` (a decider alone), `demos/decision-chat/` (a decider before a chat agent) | ||
modified
docs/en/reference/configuration.md +1 -0 | @@ -27,6 +27,7 @@ | ||
| 27 | 27 | | `bashTool` | bool | `true` | Declare `bash`. `false` removes it: the model can still read and edit files (`editTools`) and load skills, but never runs a command. Reword a system prompt that still announces a bash tool. | |
| 28 | 28 | | `editTools` | bool | `true` | Declare `read_file`, `write_file`, `edit_file`. `false` leaves `bash` and `read_skill` only. | |
| 29 | 29 | | `fetchContentTool` | bool | `false` | Declare `fetch_content`, which fetches web pages as Markdown. Off by default: it is the only built-in tool that reaches the network. | |
| 30 | +| `planTool` | bool | `true` | Declare `plan`, through which the model keeps a plan of tasks during multi-step work. `false` removes it. See [tools](tools.md#plan) and [Manage plans and tasks](../how-to/manage-plans-and-tasks.md). | | |
| 30 | 31 | | `askUserTool` | bool | `true` | Declare `ask_user`, through which the model asks the user questions (pick one, pick several, type a text, yes or no) and waits for the answers. `false` removes it: the model cannot ask. Never declared beside a `structuredOutput`. Overridden by `AGENT_ASK_USER`; for an agent asked by another one, also by the asker's `mmConfigs.<name>.askUser`. See [tools](tools.md#ask_user). | |
| 31 | 32 | | `saveAnswerTool` | bool | `false` | Declare `save_answer`, which writes an answer the model already gave to a new file: the model sends a file name, not the text again. Off by default. The `/save` command exists either way. See [tools](tools.md#save_answer). | |
| 32 | 33 | | `unloadModels` | bool | `true` | The `/unload [model]` command (terminal, window, editor) and the `unload_model` tool, which free a model from the server's memory: llmman and Ollama, llama-server in router mode. `false` removes both. The tool is never declared beside a `structuredOutput` or a `decision` block. See [tools](tools.md#unload_model) and [How to free a model's memory](../how-to/unload-a-model.md). | |
| @@ -27,6 +27,7 @@ | |||
| 27 | | `bashTool` | bool | `true` | Declare `bash`. `false` removes it: the model can still read and edit files (`editTools`) and load skills, but never runs a command. Reword a system prompt that still announces a bash tool. | | 27 | | `bashTool` | bool | `true` | Declare `bash`. `false` removes it: the model can still read and edit files (`editTools`) and load skills, but never runs a command. Reword a system prompt that still announces a bash tool. | |
| 28 | | `editTools` | bool | `true` | Declare `read_file`, `write_file`, `edit_file`. `false` leaves `bash` and `read_skill` only. | | 28 | | `editTools` | bool | `true` | Declare `read_file`, `write_file`, `edit_file`. `false` leaves `bash` and `read_skill` only. | |
| 29 | | `fetchContentTool` | bool | `false` | Declare `fetch_content`, which fetches web pages as Markdown. Off by default: it is the only built-in tool that reaches the network. | | 29 | | `fetchContentTool` | bool | `false` | Declare `fetch_content`, which fetches web pages as Markdown. Off by default: it is the only built-in tool that reaches the network. | |
| 30 | +| `planTool` | bool | `true` | Declare `plan`, through which the model keeps a plan of tasks during multi-step work. `false` removes it. See [tools](tools.md#plan) and [Manage plans and tasks](../how-to/manage-plans-and-tasks.md). | | ||
| 30 | | `askUserTool` | bool | `true` | Declare `ask_user`, through which the model asks the user questions (pick one, pick several, type a text, yes or no) and waits for the answers. `false` removes it: the model cannot ask. Never declared beside a `structuredOutput`. Overridden by `AGENT_ASK_USER`; for an agent asked by another one, also by the asker's `mmConfigs.<name>.askUser`. See [tools](tools.md#ask_user). | | 31 | | `askUserTool` | bool | `true` | Declare `ask_user`, through which the model asks the user questions (pick one, pick several, type a text, yes or no) and waits for the answers. `false` removes it: the model cannot ask. Never declared beside a `structuredOutput`. Overridden by `AGENT_ASK_USER`; for an agent asked by another one, also by the asker's `mmConfigs.<name>.askUser`. See [tools](tools.md#ask_user). | |
| 31 | | `saveAnswerTool` | bool | `false` | Declare `save_answer`, which writes an answer the model already gave to a new file: the model sends a file name, not the text again. Off by default. The `/save` command exists either way. See [tools](tools.md#save_answer). | | 32 | | `saveAnswerTool` | bool | `false` | Declare `save_answer`, which writes an answer the model already gave to a new file: the model sends a file name, not the text again. Off by default. The `/save` command exists either way. See [tools](tools.md#save_answer). | |
| 32 | | `unloadModels` | bool | `true` | The `/unload [model]` command (terminal, window, editor) and the `unload_model` tool, which free a model from the server's memory: llmman and Ollama, llama-server in router mode. `false` removes both. The tool is never declared beside a `structuredOutput` or a `decision` block. See [tools](tools.md#unload_model) and [How to free a model's memory](../how-to/unload-a-model.md). | | 33 | | `unloadModels` | bool | `true` | The `/unload [model]` command (terminal, window, editor) and the `unload_model` tool, which free a model from the server's memory: llmman and Ollama, llama-server in router mode. `false` removes both. The tool is never declared beside a `structuredOutput` or a `decision` block. See [tools](tools.md#unload_model) and [How to free a model's memory](../how-to/unload-a-model.md). | |
modified
docs/fr/README.md +1 -0 | @@ -49,6 +49,7 @@ Cette documentation est organisée selon les quatre quadrants [Diátaxis](https: | ||
| 49 | 49 | - [Contrôler les relais vers d'autres agents avec des hooks](how-to/control-agent-calls-with-hooks.md) — refuser, réécrire ou masquer ce qu'un agent envoie à un autre, vérifier ou remplacer ce qui revient (`preAsk`, `postAsk`) |
| 50 | 50 | - [Filtrer les questions avec des modèles de garde](how-to/screen-questions-with-guard-models.md) — un agent de garde par risque (Granite Guardian), un hook `preGeneration` qui les interroge sans l'historique, un assistant qui réagit à leurs verdicts ; les démos dans `demos/guard/` et `demos/guards/` |
| 51 | 51 | - [Interroger un modèle de décision](how-to/ask-a-decision-model.md) — un agent `decision:` sur `/v1/systemone` (llama-server, llmman, Ollama) : questions typées, JSON en `-p` pour les scripts et les hooks, `/ask-<nom>` depuis un autre agent ; la démo dans `demos/decision-skills/` |
| 52 | +- [Écrire les questions d'un décideur](how-to/write-decision-questions.md) — le bloc `decision:` pas à pas : quels noms sont à vous, `choice` / `noul` / `score` et ce que chacun renvoie, quatre exemples (tickets de symptômes, dés du 421, sort d'un magicien, combattre ou fuir) | |
| 52 | 53 | - [Router les skills avec un modèle de décision](how-to/route-skills-with-a-decision-model.md) — `skillRouting:` : un décideur choisit le skill avant chaque tour, la notice `🧭`, `minConfidence`, `timeout` |
| 53 | 54 | - [Trier les commandes avec un modèle de décision](how-to/triage-commands-with-a-decision-model.md) — un hook `preToolCall` interroge un décideur sur chaque commande `bash` et répond `allow` pour ce qui ne fait clairement que lire ; la démo dans `demos/decision-commands/` |
| 54 | 55 | - [Ne proposer que les outils dont une demande a besoin](how-to/route-tools-with-a-decision-model.md) — `toolRouting:` : un décideur retire les groupes d'outils inutiles à la demande, la notice `🧰`, `dropBelow` ; la démo dans `demos/decision-tools/` |
| @@ -49,6 +49,7 @@ Cette documentation est organisée selon les quatre quadrants [Diátaxis](https: | |||
| 49 | - [Contrôler les relais vers d'autres agents avec des hooks](how-to/control-agent-calls-with-hooks.md) — refuser, réécrire ou masquer ce qu'un agent envoie à un autre, vérifier ou remplacer ce qui revient (`preAsk`, `postAsk`) | 49 | - [Contrôler les relais vers d'autres agents avec des hooks](how-to/control-agent-calls-with-hooks.md) — refuser, réécrire ou masquer ce qu'un agent envoie à un autre, vérifier ou remplacer ce qui revient (`preAsk`, `postAsk`) |
| 50 | - [Filtrer les questions avec des modèles de garde](how-to/screen-questions-with-guard-models.md) — un agent de garde par risque (Granite Guardian), un hook `preGeneration` qui les interroge sans l'historique, un assistant qui réagit à leurs verdicts ; les démos dans `demos/guard/` et `demos/guards/` | 50 | - [Filtrer les questions avec des modèles de garde](how-to/screen-questions-with-guard-models.md) — un agent de garde par risque (Granite Guardian), un hook `preGeneration` qui les interroge sans l'historique, un assistant qui réagit à leurs verdicts ; les démos dans `demos/guard/` et `demos/guards/` |
| 51 | - [Interroger un modèle de décision](how-to/ask-a-decision-model.md) — un agent `decision:` sur `/v1/systemone` (llama-server, llmman, Ollama) : questions typées, JSON en `-p` pour les scripts et les hooks, `/ask-<nom>` depuis un autre agent ; la démo dans `demos/decision-skills/` | 51 | - [Interroger un modèle de décision](how-to/ask-a-decision-model.md) — un agent `decision:` sur `/v1/systemone` (llama-server, llmman, Ollama) : questions typées, JSON en `-p` pour les scripts et les hooks, `/ask-<nom>` depuis un autre agent ; la démo dans `demos/decision-skills/` |
| 52 | +- [Écrire les questions d'un décideur](how-to/write-decision-questions.md) — le bloc `decision:` pas à pas : quels noms sont à vous, `choice` / `noul` / `score` et ce que chacun renvoie, quatre exemples (tickets de symptômes, dés du 421, sort d'un magicien, combattre ou fuir) | ||
| 52 | - [Router les skills avec un modèle de décision](how-to/route-skills-with-a-decision-model.md) — `skillRouting:` : un décideur choisit le skill avant chaque tour, la notice `🧭`, `minConfidence`, `timeout` | 53 | - [Router les skills avec un modèle de décision](how-to/route-skills-with-a-decision-model.md) — `skillRouting:` : un décideur choisit le skill avant chaque tour, la notice `🧭`, `minConfidence`, `timeout` |
| 53 | - [Trier les commandes avec un modèle de décision](how-to/triage-commands-with-a-decision-model.md) — un hook `preToolCall` interroge un décideur sur chaque commande `bash` et répond `allow` pour ce qui ne fait clairement que lire ; la démo dans `demos/decision-commands/` | 54 | - [Trier les commandes avec un modèle de décision](how-to/triage-commands-with-a-decision-model.md) — un hook `preToolCall` interroge un décideur sur chaque commande `bash` et répond `allow` pour ce qui ne fait clairement que lire ; la démo dans `demos/decision-commands/` |
| 54 | - [Ne proposer que les outils dont une demande a besoin](how-to/route-tools-with-a-decision-model.md) — `toolRouting:` : un décideur retire les groupes d'outils inutiles à la demande, la notice `🧰`, `dropBelow` ; la démo dans `demos/decision-tools/` | 55 | - [Ne proposer que les outils dont une demande a besoin](how-to/route-tools-with-a-decision-model.md) — `toolRouting:` : un décideur retire les groupes d'outils inutiles à la demande, la notice `🧰`, `dropBelow` ; la démo dans `demos/decision-tools/` |
modified
docs/fr/explanation/decision-models.md +3 -1 | @@ -66,7 +66,9 @@ Ce qui n'a pas encore été mesuré : si une liste d'outils plus courte fait mie | ||
| 66 | 66 | |
| 67 | 67 | ## Un décideur seul |
| 68 | 68 | |
| 69 | -Un décideur n'a besoin d'aucun modèle de chat. `demos/decision-only/` trie une boîte de messages de support : quatre questions par message (catégorie, urgence, données personnelles, auteur contrarié), un appel `mm -p` chacun, environ 0,6 s par message. Sur ses six messages, dont un en français, les six catégories et les données personnelles étaient justes ; le spam a reçu l'urgence « today », qu'un filtre sur la catégorie corrige. | |
| 69 | +Un décideur n'a besoin d'aucun modèle de chat. `demos/decision-only/` trie une boîte de messages de support : quatre questions par message (catégorie, urgence, données personnelles, auteur contrarié), un appel `mm -p` chacun, environ 0,6 s par message. Sur ses six messages, dont un en français, les six catégories et les données personnelles étaient justes ; le spam a reçu l'urgence « today », qu'un filtre sur la catégorie corrige. `demos/decision-reviews/` (28/28 réponses attendues sur huit avis clients, un ironique compris) et `demos/decision-moderation/` (31/32 sur huit commentaires de blog) montrent le même usage sur d'autres textes. Dans la démo de modération, le seul raté était une action, pas un drapeau : un commentaire hors sujet marqué `off_topic` mais envoyé en `publish`. Plusieurs questions noul et une règle dans le script peuvent être plus sûres qu'une question choice qui les résume. | |
| 70 | + | |
| 71 | +LiquidAI d1-omni-600M, l'autre modèle d1 publié en GGUF, est environ cinq fois plus rapide sur les mêmes questions, et nettement moins juste sur les commentaires (24/32) : il a marqué hors sujet des commentaires qui parlaient du billet et laissé passer une insulte en français. d1-3B reste le modèle des démos. | |
| 70 | 72 | |
| 71 | 73 | ## Les contrôles après coup n'ajoutent qu'un avertissement |
| 72 | 74 | |
| @@ -66,7 +66,9 @@ Ce qui n'a pas encore été mesuré : si une liste d'outils plus courte fait mie | |||
| 66 | 66 | ||
| 67 | ## Un décideur seul | 67 | ## Un décideur seul |
| 68 | 68 | ||
| 69 | -Un décideur n'a besoin d'aucun modèle de chat. `demos/decision-only/` trie une boîte de messages de support : quatre questions par message (catégorie, urgence, données personnelles, auteur contrarié), un appel `mm -p` chacun, environ 0,6 s par message. Sur ses six messages, dont un en français, les six catégories et les données personnelles étaient justes ; le spam a reçu l'urgence « today », qu'un filtre sur la catégorie corrige. | 69 | +Un décideur n'a besoin d'aucun modèle de chat. `demos/decision-only/` trie une boîte de messages de support : quatre questions par message (catégorie, urgence, données personnelles, auteur contrarié), un appel `mm -p` chacun, environ 0,6 s par message. Sur ses six messages, dont un en français, les six catégories et les données personnelles étaient justes ; le spam a reçu l'urgence « today », qu'un filtre sur la catégorie corrige. `demos/decision-reviews/` (28/28 réponses attendues sur huit avis clients, un ironique compris) et `demos/decision-moderation/` (31/32 sur huit commentaires de blog) montrent le même usage sur d'autres textes. Dans la démo de modération, le seul raté était une action, pas un drapeau : un commentaire hors sujet marqué `off_topic` mais envoyé en `publish`. Plusieurs questions noul et une règle dans le script peuvent être plus sûres qu'une question choice qui les résume. |
| 70 | + | ||
| 71 | +LiquidAI d1-omni-600M, l'autre modèle d1 publié en GGUF, est environ cinq fois plus rapide sur les mêmes questions, et nettement moins juste sur les commentaires (24/32) : il a marqué hors sujet des commentaires qui parlaient du billet et laissé passer une insulte en français. d1-3B reste le modèle des démos. | ||
| 70 | 72 | ||
| 71 | ## Les contrôles après coup n'ajoutent qu'un avertissement | 73 | ## Les contrôles après coup n'ajoutent qu'un avertissement |
| 72 | 74 | ||
modified
docs/fr/how-to/ask-a-decision-model.md +5 -2 | @@ -14,7 +14,7 @@ llama-server -hf LiquidAI/d1-3B-GGUF:Q4_K_M --port 8090 | ||
| 14 | 14 | |
| 15 | 15 | ### 2. Écrire l'agent décideur |
| 16 | 16 | |
| 17 | -Un décideur est un fichier d'agent avec un bloc `decision:`. Chaque question a un nom, un type et ses critères : | |
| 17 | +Un décideur est un fichier d'agent avec un bloc `decision:`. Chaque question a un nom, un type et ses critères (pas à pas, avec des exemples : [Écrire les questions d'un décideur](write-decision-questions.md)) : | |
| 18 | 18 | |
| 19 | 19 | ```yaml |
| 20 | 20 | # agent.decider.yaml |
| @@ -90,7 +90,9 @@ urgency: 1.89 → a careful review (confidence 0.83) — a careful review 0.92 | ||
| 90 | 90 | - **llmman ou Ollama** : `provider: llmman` (ou `ollama`), `baseUrl: http://127.0.0.1:17434/v1` (ou `:11434/v1`), `model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M` — téléchargez-le d'abord. Les trois serveurs ont donné les mêmes réponses à la même requête. |
| 91 | 91 | - **Un autre serveur compatible OpenAI** : `provider: openai` et son `baseUrl` ; mm envoie à `/v1/systemone` à la racine du serveur (`baseUrl` sans son `/v1` final), et un serveur sans la route répond 404. |
| 92 | 92 | - **Depuis un sandbox** : ajoutez `fallback: http://host.docker.internal:8090/v1`. |
| 93 | -- **Sans aucun modèle de chat** : `demos/decision-only/` trie un dossier de messages de support avec un appel `mm -p` par message, lu par un court script Node.js qui affiche un tableau, du plus urgent au moins urgent. | |
| 93 | +- **Avant chaque question d'un agent de chat** : un hook `preGeneration` lance `mm -config agent.decider.yaml -p` sur la question et renvoie les réponses en `context`, que le modèle de chat lit sous la question ; son prompt système dit quoi en faire. `demos/decision-chat/` le fait avec un hook qui transforme n'importe quelle réponse en ligne, si bien que les questions changent sans le toucher. | |
| 94 | +- **Sans aucun modèle de chat** : `demos/decision-only/` trie un dossier de messages de support avec un appel `mm -p` par message, lu par un court script Node.js qui affiche un tableau, du plus urgent au moins urgent. `demos/decision-reviews/` (des avis clients) et `demos/decision-moderation/` (des commentaires de blog) font de même et vérifient chaque réponse par rapport à un fichier de réponses attendues. | |
| 95 | +- **Un modèle de décision plus petit** : `model: hf.co/LiquidAI/d1-omni-600M-GGUF:Q8_0` (aucune version Q4_K_M n'est publiée). Sur les trois démos ci-dessus, il a été environ cinq fois plus rapide que d1-3B (0,1 s par appel contre 0,55 s, démarrage de `mm` compris) et moins juste : 26/28 contre 28/28 sur les avis, 24/32 contre 31/32 sur les commentaires, cinq catégories de support sur six contre six. | |
| 94 | 96 | |
| 95 | 97 | ## Dépannage |
| 96 | 98 | |
| @@ -104,5 +106,6 @@ urgency: 1.89 → a careful review (confidence 0.83) — a careful review 0.92 | ||
| 104 | 106 | ## Voir aussi |
| 105 | 107 | |
| 106 | 108 | - Toutes les clés et tous les champs de réponse : [Référence de la configuration](../reference/configuration.md#decision) |
| 109 | +- Choisir les noms, les types et la formulation des questions : [Écrire les questions d'un décideur](write-decision-questions.md) | |
| 107 | 110 | - Utiliser un décideur pour choisir le skill avant chaque tour : [Router les skills avec un modèle de décision](route-skills-with-a-decision-model.md) |
| 108 | 111 | - Pourquoi c'est construit ainsi : [Les modèles de décision](../explanation/decision-models.md) |
| @@ -14,7 +14,7 @@ llama-server -hf LiquidAI/d1-3B-GGUF:Q4_K_M --port 8090 | |||
| 14 | 14 | ||
| 15 | ### 2. Écrire l'agent décideur | 15 | ### 2. Écrire l'agent décideur |
| 16 | 16 | ||
| 17 | -Un décideur est un fichier d'agent avec un bloc `decision:`. Chaque question a un nom, un type et ses critères : | 17 | +Un décideur est un fichier d'agent avec un bloc `decision:`. Chaque question a un nom, un type et ses critères (pas à pas, avec des exemples : [Écrire les questions d'un décideur](write-decision-questions.md)) : |
| 18 | 18 | ||
| 19 | ```yaml | 19 | ```yaml |
| 20 | # agent.decider.yaml | 20 | # agent.decider.yaml |
| @@ -90,7 +90,9 @@ urgency: 1.89 → a careful review (confidence 0.83) — a careful review 0.92 | |||
| 90 | - **llmman ou Ollama** : `provider: llmman` (ou `ollama`), `baseUrl: http://127.0.0.1:17434/v1` (ou `:11434/v1`), `model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M` — téléchargez-le d'abord. Les trois serveurs ont donné les mêmes réponses à la même requête. | 90 | - **llmman ou Ollama** : `provider: llmman` (ou `ollama`), `baseUrl: http://127.0.0.1:17434/v1` (ou `:11434/v1`), `model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M` — téléchargez-le d'abord. Les trois serveurs ont donné les mêmes réponses à la même requête. |
| 91 | - **Un autre serveur compatible OpenAI** : `provider: openai` et son `baseUrl` ; mm envoie à `/v1/systemone` à la racine du serveur (`baseUrl` sans son `/v1` final), et un serveur sans la route répond 404. | 91 | - **Un autre serveur compatible OpenAI** : `provider: openai` et son `baseUrl` ; mm envoie à `/v1/systemone` à la racine du serveur (`baseUrl` sans son `/v1` final), et un serveur sans la route répond 404. |
| 92 | - **Depuis un sandbox** : ajoutez `fallback: http://host.docker.internal:8090/v1`. | 92 | - **Depuis un sandbox** : ajoutez `fallback: http://host.docker.internal:8090/v1`. |
| 93 | -- **Sans aucun modèle de chat** : `demos/decision-only/` trie un dossier de messages de support avec un appel `mm -p` par message, lu par un court script Node.js qui affiche un tableau, du plus urgent au moins urgent. | 93 | +- **Avant chaque question d'un agent de chat** : un hook `preGeneration` lance `mm -config agent.decider.yaml -p` sur la question et renvoie les réponses en `context`, que le modèle de chat lit sous la question ; son prompt système dit quoi en faire. `demos/decision-chat/` le fait avec un hook qui transforme n'importe quelle réponse en ligne, si bien que les questions changent sans le toucher. |
| 94 | +- **Sans aucun modèle de chat** : `demos/decision-only/` trie un dossier de messages de support avec un appel `mm -p` par message, lu par un court script Node.js qui affiche un tableau, du plus urgent au moins urgent. `demos/decision-reviews/` (des avis clients) et `demos/decision-moderation/` (des commentaires de blog) font de même et vérifient chaque réponse par rapport à un fichier de réponses attendues. | ||
| 95 | +- **Un modèle de décision plus petit** : `model: hf.co/LiquidAI/d1-omni-600M-GGUF:Q8_0` (aucune version Q4_K_M n'est publiée). Sur les trois démos ci-dessus, il a été environ cinq fois plus rapide que d1-3B (0,1 s par appel contre 0,55 s, démarrage de `mm` compris) et moins juste : 26/28 contre 28/28 sur les avis, 24/32 contre 31/32 sur les commentaires, cinq catégories de support sur six contre six. | ||
| 94 | 96 | ||
| 95 | ## Dépannage | 97 | ## Dépannage |
| 96 | 98 | ||
| @@ -104,5 +106,6 @@ urgency: 1.89 → a careful review (confidence 0.83) — a careful review 0.92 | |||
| 104 | ## Voir aussi | 106 | ## Voir aussi |
| 105 | 107 | ||
| 106 | - Toutes les clés et tous les champs de réponse : [Référence de la configuration](../reference/configuration.md#decision) | 108 | - Toutes les clés et tous les champs de réponse : [Référence de la configuration](../reference/configuration.md#decision) |
| 109 | +- Choisir les noms, les types et la formulation des questions : [Écrire les questions d'un décideur](write-decision-questions.md) | ||
| 107 | - Utiliser un décideur pour choisir le skill avant chaque tour : [Router les skills avec un modèle de décision](route-skills-with-a-decision-model.md) | 110 | - Utiliser un décideur pour choisir le skill avant chaque tour : [Router les skills avec un modèle de décision](route-skills-with-a-decision-model.md) |
| 108 | - Pourquoi c'est construit ainsi : [Les modèles de décision](../explanation/decision-models.md) | 111 | - Pourquoi c'est construit ainsi : [Les modèles de décision](../explanation/decision-models.md) |
added
docs/fr/how-to/write-decision-questions.md +306 -0 | new file mode 100644 | ||
| @@ -0,0 +1,306 @@ | ||
| 1 | +# Écrire les questions d'un décideur | |
| 2 | + | |
| 3 | +Ce guide montre comment construire pas à pas le bloc `decision:` d'un décideur : quels mots sont imposés, lesquels vous choisissez, quel type prendre pour chaque question, et comment lire les réponses. Il suppose que vous avez déjà un décideur qui tourne — sinon, commencez par [Interroger un modèle de décision](ask-a-decision-model.md). | |
| 4 | + | |
| 5 | +## Ce qui est imposé, ce qui est à vous | |
| 6 | + | |
| 7 | +```yaml | |
| 8 | +decision: # imposé | |
| 9 | + timeout: 60s # imposé (facultatif) | |
| 10 | + questions: # imposé | |
| 11 | + hurry: # À VOUS : n'importe quel nom | |
| 12 | + type: noul # mot imposé, l'un de : choice, noul, score | |
| 13 | + instructions: The message contains a word asking for speed, such as quick, fast, asap or now. # À VOUS | |
| 14 | + level: # À VOUS | |
| 15 | + type: choice | |
| 16 | + instructions: How familiar is the person with git? # À VOUS | |
| 17 | + criteria: # mot imposé | |
| 18 | + beginner: New to git # À VOUS : l'option (la clé) et ce qu'elle veut dire (le texte) | |
| 19 | + expert: Knows git well | |
| 20 | +``` | |
| 21 | + | |
| 22 | +`hurry`, `upset`, `level`, `beginner`… sont des **noms que vous choisissez**, pas des mots-clés. Ni mm ni le modèle ne leur donnent de sens : le modèle ne lit que les textes de `instructions` et de `criteria`. Le nom est la clé que vous retrouverez dans la réponse (`answers.hurry`) : choisissez-en un que votre script ou votre prompt pourra utiliser. | |
| 23 | + | |
| 24 | +Les mots-clés sont `decision`, `timeout`, `questions`, `type`, `instructions`, `criteria`, et les trois noms de types. | |
| 25 | + | |
| 26 | +## Étapes | |
| 27 | + | |
| 28 | +### 1. Dire ce que lit le décideur | |
| 29 | + | |
| 30 | +Le décideur lit **un seul message**, seul — l'« état » : un ticket, une commande, la description d'une situation de jeu. Pas d'historique, pas de prompt système. Tout ce qu'il doit savoir doit être dans ce message. | |
| 31 | + | |
| 32 | +### 2. Découper la décision en questions | |
| 33 | + | |
| 34 | +Une question par chose que vous voulez savoir. « Ce ticket est-il grave ? » peut devenir trois questions : dans quel délai (un niveau), y a-t-il un signe de danger (oui ou non), qui doit s'en occuper (une option). Toutes les questions reçoivent leur réponse ensemble, en une passe, en une fraction de seconde. | |
| 35 | + | |
| 36 | +### 3. Choisir un type pour chaque question | |
| 37 | + | |
| 38 | +| Vous voulez… | Type | `instructions` est… | `criteria` | Vous recevez | | |
| 39 | +|--------------|------|---------------------|------------|--------------| | |
| 40 | +| une option dans une liste | `choice` | une question | un dictionnaire `option: description`, au moins 2 | `choice` (la clé de l'option), `probabilities` (une par option), `confidence` | | |
| 41 | +| un oui ou un non | `noul` | une **affirmation** sur le message | aucun | `noul` : la probabilité, de 0 à 1, que l'affirmation soit vraie | | |
| 42 | +| un niveau sur une échelle | `score` | une question | une liste de 2 à 10 niveaux, **du plus bas au plus haut** | `score` (de 0 à n−1, peut tomber entre deux niveaux), `legend` (numéro → niveau), `probabilities`, `confidence` | | |
| 43 | + | |
| 44 | +**`noul`** est le type oui-ou-non. Vous écrivez une affirmation — « The message describes chest pain » — et le décideur donne la probabilité qu'elle soit vraie pour ce message : `0.96` veut dire « presque sûrement oui », `0.01` « presque sûrement non ». C'est votre script qui décide où commence le oui (0,5 est un seuil courant, plus haut quand un faux oui coûte cher). | |
| 45 | + | |
| 46 | +**`score`** renvoie un nombre, pas un niveau : `2.81` sur quatre niveaux veut dire « entre *today* et *now*, bien plus près de *now* ». Arrondissez-le pour lire le niveau dans `legend`. | |
| 47 | + | |
| 48 | +### 4. Écrire les `instructions` | |
| 49 | + | |
| 50 | +- `choice` et `score` : une question — « Which spell should I cast now? ». | |
| 51 | +- `noul` : une affirmation — « My character is badly hurt. ». Une question fermée marche aussi : sur cinq questions sur git, « Is the person upset? » et « The person is worried, stressed or upset. » ont donné les mêmes verdicts (0,97 et 0,99 sur les deux messages contrariés, 0,14 au plus sur les trois calmes). | |
| 52 | +- **Nommez ce qui est dans le texte, pas une intention.** Mesuré avec LiquidAI d1-3B : « The person is in a hurry or asks for a short answer » donnait de 0,5 à 0,7 sur des questions calmes aussi ; « The message contains a word asking for speed, such as quick, fast, asap or now » a donné 0,03 sur une question calme et 0,98 sur « quick: … ». De même, « signs of a stroke » a obtenu 0,27 sur un AVC typique, « a sudden weakness of an arm or a leg, slurred speech » 0,96. | |
| 53 | + | |
| 54 | +Les exemples sont en anglais, comme dans les démos ; d1-3B a aussi bien traité des messages en français dans les démos (`decision-only`, `decision-moderation`). | |
| 55 | + | |
| 56 | +### 5. Écrire les `criteria` | |
| 57 | + | |
| 58 | +- `choice` : la clé est ce que vous recevez (`fireball`), le texte est ce que le modèle lit pour choisir — dites **quand** prendre cette option : `fireball: Many enemies close together, far enough from my friends`. | |
| 59 | +- `score` : les niveaux, du plus bas au plus haut, en phrases courtes : `[harmless, risky, deadly]`. | |
| 60 | +- `noul` : rien. | |
| 61 | + | |
| 62 | +L'ordre du fichier est conservé : dans la requête, dans la réponse, et dans l'affichage en lignes. | |
| 63 | + | |
| 64 | +### 6. L'essayer | |
| 65 | + | |
| 66 | +Avec `spell.yaml` de `demos/decision-questions/` (le fichier complet est dans les [exemples](#donjons-et-dragons--quel-sort-pour-mon-magicien-)) : | |
| 67 | + | |
| 68 | +```bash | |
| 69 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | |
| 70 | +``` | |
| 71 | + | |
| 72 | +```json | |
| 73 | +{"model":"hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M","answers":{"spell":{"type":"choice","choice":"shield","probabilities":{"fireball":0.024,"magic_missile":0.043,"shield":0.878,"misty_step":0.043,"sleep":0.011},"confidence":0.848}},"usage":{"input_tokens":109,"output_tokens":0}} | |
| 74 | +``` | |
| 75 | + | |
| 76 | +(nombres raccourcis ici ; le serveur les donne en entier.) Sans `-p`, `mm -config spell.yaml` affiche une ligne par question pour chaque message tapé, puis le même JSON. | |
| 77 | + | |
| 78 | +### 7. Lire les réponses | |
| 79 | + | |
| 80 | +L'enveloppe est toujours la même — `model`, `answers`, `usage` — et `answers` a une entrée par question, sous le nom que vous avez choisi, avec les champs de son type (étape 3). D'un décideur à l'autre, seuls changent les noms et le nombre de questions. | |
| 81 | + | |
| 82 | +- `choice` : lisez `choice` ; traitez une `confidence` basse (sous 0,5 environ) comme « incertain ». | |
| 83 | +- `noul` : comparez `noul` à votre seuil. | |
| 84 | +- `score` : lisez `legend[round(score)]`, ou comparez `score` lui-même (`> 2.5`). | |
| 85 | + | |
| 86 | +## Exemples | |
| 87 | + | |
| 88 | +Chaque exemple est un fichier d'agent complet de [`demos/decision-questions/`](../../../demos/decision-questions/README.fr.md) : copiez-le, ou lancez-le depuis ce dossier avec `mm -config <fichier> -p "<message>"`. Toutes les réponses ci-dessous ont été mesurées le 2026-10-24 avec LiquidAI d1-3B Q4_K_M sur llmman. | |
| 89 | + | |
| 90 | +### Des tickets de symptômes : à quel point c'est grave ? | |
| 91 | + | |
| 92 | +`symptoms.yaml` : | |
| 93 | + | |
| 94 | +```yaml | |
| 95 | +# A decider: Symptom tickets: how serious is it? | |
| 96 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 97 | +# | |
| 98 | +# mm -config symptoms.yaml -p "My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago." | |
| 99 | +# | |
| 100 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 101 | +provider: llmman | |
| 102 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 103 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 104 | +fallback: http://host.docker.internal:17434/v1 | |
| 105 | + | |
| 106 | +decision: | |
| 107 | + questions: | |
| 108 | + severity: | |
| 109 | + type: score | |
| 110 | + instructions: How soon should this person see a doctor? | |
| 111 | + criteria: [it can wait for a usual appointment, within a few days, today, now - call the emergency number] | |
| 112 | + red_flag: | |
| 113 | + type: noul | |
| 114 | + instructions: The message describes a sudden weakness of an arm or a leg, slurred speech, chest pain, trouble breathing, heavy bleeding or fainting. | |
| 115 | + who: | |
| 116 | + type: choice | |
| 117 | + instructions: Who should see this person first? | |
| 118 | + criteria: | |
| 119 | + pharmacist: A minor problem a pharmacist can advise on | |
| 120 | + family_doctor: A usual problem for a general practitioner | |
| 121 | + specialist: A known long-term condition followed by a specialist | |
| 122 | + emergency: A problem that cannot wait | |
| 123 | + | |
| 124 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 125 | +bashTool: false | |
| 126 | +editTools: false | |
| 127 | +planTool: false | |
| 128 | +fetchContentTool: false | |
| 129 | +askUserTool: false | |
| 130 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 131 | +agentsMd: | |
| 132 | + enabled: false | |
| 133 | +``` | |
| 134 | + | |
| 135 | +| Ticket | severity | red_flag | who | | |
| 136 | +|--------|----------|----------|-----| | |
| 137 | +| My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago. | 2.81 → now (0.81) | 0.96 | emergency (0.86) | | |
| 138 | +| I have a tight pain in my chest and my left arm since an hour. | 2.60 → now (0.60) | 0.56 | emergency (0.83) | | |
| 139 | +| I have had a sore throat and a runny nose for two days, no fever. | 0.82 → within a few days (0.49) | 0.01 | pharmacist (0.30) | | |
| 140 | + | |
| 141 | +Mettez les signes de danger dans un `noul` à part et faites-le passer avant le score : la douleur thoracique n'a obtenu que 0,56 sur `red_flag`, un seuil de 0,5 l'attrape, un seuil de 0,8 non. Un décideur trie des tickets ; il ne pose pas de diagnostic, et une personne doit relire ce qu'il range en « peut attendre ». | |
| 142 | + | |
| 143 | +### Le 421 : quels dés relancer ? | |
| 144 | + | |
| 145 | +`dice421.yaml` : | |
| 146 | + | |
| 147 | +```yaml | |
| 148 | +# A decider: 421: how many dice to throw again? The script writes what is missing: a decider reads, it does not count. | |
| 149 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 150 | +# | |
| 151 | +# mm -config dice421.yaml -p "Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1." | |
| 152 | +# | |
| 153 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 154 | +provider: llmman | |
| 155 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 156 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 157 | +fallback: http://host.docker.internal:17434/v1 | |
| 158 | + | |
| 159 | +decision: | |
| 160 | + questions: | |
| 161 | + reroll: | |
| 162 | + type: choice | |
| 163 | + instructions: How many dice should the player throw again? | |
| 164 | + criteria: | |
| 165 | + none: Nothing is missing | |
| 166 | + one: One die is missing | |
| 167 | + two: Two dice are missing | |
| 168 | + all: All three are missing | |
| 169 | + | |
| 170 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 171 | +bashTool: false | |
| 172 | +editTools: false | |
| 173 | +planTool: false | |
| 174 | +fetchContentTool: false | |
| 175 | +askUserTool: false | |
| 176 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 177 | +agentsMd: | |
| 178 | + enabled: false | |
| 179 | +``` | |
| 180 | + | |
| 181 | +| État envoyé | reroll | | |
| 182 | +|-------------|--------| | |
| 183 | +| `Dice: 4, 2, 6.` | none (0.33) — faux | | |
| 184 | +| `Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1.` | one (0.80) | | |
| 185 | +| `Dice: 4, 5, 6. In place for 421: 4. Missing: 2 and 1.` | two (0.62) | | |
| 186 | +| `Dice: 3, 5, 6. In place for 421: nothing. Missing: 4, 2 and 1.` | all (0.76) | | |
| 187 | +| `Dice: 4, 2, 1. In place for 421: 4, 2 and 1. Missing: nothing.` | none (0.96) | | |
| 188 | + | |
| 189 | +Un modèle de décision lit ; il ne compte pas. Avec les dés seuls, il s'est trompé ; dès que le script a écrit ce qui manque dans l'état, il a eu juste quatre fois sur quatre. Mais le script avait alors déjà fait le travail : une règle comme celle-ci s'écrit mieux en code. Gardez le décideur pour ce qu'une règle ne sait pas dire — « le score de mon adversaire vaut-il de prendre le risque ? », décrit en mots. | |
| 190 | + | |
| 191 | +### Donjons et Dragons : quel sort pour mon magicien ? | |
| 192 | + | |
| 193 | +`spell.yaml` : | |
| 194 | + | |
| 195 | +```yaml | |
| 196 | +# A decider: Dungeons & Dragons: which spell for my wizard? | |
| 197 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 198 | +# | |
| 199 | +# mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | |
| 200 | +# | |
| 201 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 202 | +provider: llmman | |
| 203 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 204 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 205 | +fallback: http://host.docker.internal:17434/v1 | |
| 206 | + | |
| 207 | +decision: | |
| 208 | + questions: | |
| 209 | + spell: | |
| 210 | + type: choice | |
| 211 | + instructions: I am the party's wizard. Which spell should I cast now? | |
| 212 | + criteria: | |
| 213 | + fireball: Many enemies close together, far enough from my friends | |
| 214 | + magic_missile: One weak enemy to finish off, or one that is hard to hit | |
| 215 | + shield: An enemy is about to hit me | |
| 216 | + misty_step: I am surrounded or grabbed and must get away | |
| 217 | + sleep: Several weak enemies, and we would rather not kill them | |
| 218 | + | |
| 219 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 220 | +bashTool: false | |
| 221 | +editTools: false | |
| 222 | +planTool: false | |
| 223 | +fetchContentTool: false | |
| 224 | +askUserTool: false | |
| 225 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 226 | +agentsMd: | |
| 227 | + enabled: false | |
| 228 | +``` | |
| 229 | + | |
| 230 | +| Situation | spell | | |
| 231 | +|-----------|-------| | |
| 232 | +| Five goblins are standing in a tight group 40 feet away. My friends are behind me. | fireball (0.50) | | |
| 233 | +| An ogre is raising its club to hit me right now. | shield (0.85) | | |
| 234 | +| Two wolves have grabbed me and the rest of the party is far away. | misty_step (0.47) | | |
| 235 | +| One goblin is left, almost dead, hiding behind a crate. | magic_missile (0.58) | | |
| 236 | + | |
| 237 | +Chaque description dit quand lancer le sort, pas ce qu'il fait : le décideur compare la situation à ces conditions. | |
| 238 | + | |
| 239 | +### Donjons et Dragons : combattre ou fuir ? | |
| 240 | + | |
| 241 | +`fight.yaml` : | |
| 242 | + | |
| 243 | +```yaml | |
| 244 | +# A decider: Dungeons & Dragons: fight, flee or talk? | |
| 245 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | |
| 246 | +# | |
| 247 | +# mm -config fight.yaml -p "A troll guards the bridge. It says it will let us pass if we pay one gold coin." | |
| 248 | +# | |
| 249 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 250 | +provider: llmman | |
| 251 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | |
| 252 | +baseUrl: http://127.0.0.1:17434/v1 | |
| 253 | +fallback: http://host.docker.internal:17434/v1 | |
| 254 | + | |
| 255 | +decision: | |
| 256 | + questions: | |
| 257 | + action: | |
| 258 | + type: choice | |
| 259 | + instructions: What should my character do now? | |
| 260 | + criteria: | |
| 261 | + fight: We can win this fight | |
| 262 | + flee: We would probably lose, and there is a way out | |
| 263 | + talk: The enemy might listen, a fight is not needed | |
| 264 | + danger: | |
| 265 | + type: score | |
| 266 | + instructions: How dangerous is this situation for my character? | |
| 267 | + criteria: [harmless, risky, deadly] | |
| 268 | + hurt: | |
| 269 | + type: noul | |
| 270 | + instructions: My character is badly hurt. | |
| 271 | + | |
| 272 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | |
| 273 | +bashTool: false | |
| 274 | +editTools: false | |
| 275 | +planTool: false | |
| 276 | +fetchContentTool: false | |
| 277 | +askUserTool: false | |
| 278 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | |
| 279 | +agentsMd: | |
| 280 | + enabled: false | |
| 281 | +``` | |
| 282 | + | |
| 283 | +| Situation | action | danger | hurt | | |
| 284 | +|-----------|--------|--------|------| | |
| 285 | +| We are four, full health, facing two tired bandits on an open road. | fight (0.17) | 1.15 → risky | 0.18 | | |
| 286 | +| I am alone with 3 hit points left, a red dragon lands in front of me, the cave exit is behind me. | flee (0.56) | 1.76 → deadly | 0.97 | | |
| 287 | +| A troll guards the bridge. It says it will let us pass if we pay one gold coin. | talk (0.64) | 0.64 → risky | 0.31 | | |
| 288 | + | |
| 289 | +Les bandits ont obtenu `fight` avec une confiance de 0,17 : la bonne option, mais à peine devant `talk`. Demander aussi `danger` et `hurt` permet à votre script de trancher quand `action` hésite — par exemple, fuir quand `hurt` dépasse 0,8, quoi que dise `action`. | |
| 290 | + | |
| 291 | +## Erreurs courantes | |
| 292 | + | |
| 293 | +| Erreur | Effet | Correction | | |
| 294 | +|--------|-------|------------| | |
| 295 | +| Une intention ou un diagnostic (« is in a hurry », « signs of a stroke ») | des probabilités moyennes sur tous les messages | nommez ce qu'on peut lire dans le texte | | |
| 296 | +| Des descriptions `choice` qui disent ce qu'*est* une option | le décideur ne peut pas comparer la situation | dites **quand** la choisir | | |
| 297 | +| Des niveaux `score` du plus haut au plus bas | le score se lit à l'envers | du plus bas au plus haut | | |
| 298 | +| Du calcul ou du comptage dans la question | des réponses fausses | calculez dans le script, ou mettez le résultat dans l'état | | |
| 299 | +| Le contexte seulement dans l'historique | le décideur ne le voit jamais | mettez-le dans le message : le décideur ne lit rien d'autre | | |
| 300 | + | |
| 301 | +## Voir aussi | |
| 302 | + | |
| 303 | +- [Référence de la configuration — `decision`](../reference/configuration.md#decision) : chaque clé et chaque champ des réponses | |
| 304 | +- [Interroger un modèle de décision](ask-a-decision-model.md) : servir le modèle, écrire le fichier d'agent, l'interroger depuis un script, un hook ou un autre agent | |
| 305 | +- [Les modèles de décision — explication](../explanation/decision-models.md) : pourquoi un décideur est un agent, ce qui a été mesuré | |
| 306 | +- Démos : `demos/decision-only/`, `demos/decision-reviews/`, `demos/decision-moderation/` (un décideur seul), `demos/decision-chat/` (un décideur avant un agent de chat) | |
| new file mode 100644 | |||
| @@ -0,0 +1,306 @@ | |||
| 1 | +# Écrire les questions d'un décideur | ||
| 2 | + | ||
| 3 | +Ce guide montre comment construire pas à pas le bloc `decision:` d'un décideur : quels mots sont imposés, lesquels vous choisissez, quel type prendre pour chaque question, et comment lire les réponses. Il suppose que vous avez déjà un décideur qui tourne — sinon, commencez par [Interroger un modèle de décision](ask-a-decision-model.md). | ||
| 4 | + | ||
| 5 | +## Ce qui est imposé, ce qui est à vous | ||
| 6 | + | ||
| 7 | +```yaml | ||
| 8 | +decision: # imposé | ||
| 9 | + timeout: 60s # imposé (facultatif) | ||
| 10 | + questions: # imposé | ||
| 11 | + hurry: # À VOUS : n'importe quel nom | ||
| 12 | + type: noul # mot imposé, l'un de : choice, noul, score | ||
| 13 | + instructions: The message contains a word asking for speed, such as quick, fast, asap or now. # À VOUS | ||
| 14 | + level: # À VOUS | ||
| 15 | + type: choice | ||
| 16 | + instructions: How familiar is the person with git? # À VOUS | ||
| 17 | + criteria: # mot imposé | ||
| 18 | + beginner: New to git # À VOUS : l'option (la clé) et ce qu'elle veut dire (le texte) | ||
| 19 | + expert: Knows git well | ||
| 20 | +``` | ||
| 21 | + | ||
| 22 | +`hurry`, `upset`, `level`, `beginner`… sont des **noms que vous choisissez**, pas des mots-clés. Ni mm ni le modèle ne leur donnent de sens : le modèle ne lit que les textes de `instructions` et de `criteria`. Le nom est la clé que vous retrouverez dans la réponse (`answers.hurry`) : choisissez-en un que votre script ou votre prompt pourra utiliser. | ||
| 23 | + | ||
| 24 | +Les mots-clés sont `decision`, `timeout`, `questions`, `type`, `instructions`, `criteria`, et les trois noms de types. | ||
| 25 | + | ||
| 26 | +## Étapes | ||
| 27 | + | ||
| 28 | +### 1. Dire ce que lit le décideur | ||
| 29 | + | ||
| 30 | +Le décideur lit **un seul message**, seul — l'« état » : un ticket, une commande, la description d'une situation de jeu. Pas d'historique, pas de prompt système. Tout ce qu'il doit savoir doit être dans ce message. | ||
| 31 | + | ||
| 32 | +### 2. Découper la décision en questions | ||
| 33 | + | ||
| 34 | +Une question par chose que vous voulez savoir. « Ce ticket est-il grave ? » peut devenir trois questions : dans quel délai (un niveau), y a-t-il un signe de danger (oui ou non), qui doit s'en occuper (une option). Toutes les questions reçoivent leur réponse ensemble, en une passe, en une fraction de seconde. | ||
| 35 | + | ||
| 36 | +### 3. Choisir un type pour chaque question | ||
| 37 | + | ||
| 38 | +| Vous voulez… | Type | `instructions` est… | `criteria` | Vous recevez | | ||
| 39 | +|--------------|------|---------------------|------------|--------------| | ||
| 40 | +| une option dans une liste | `choice` | une question | un dictionnaire `option: description`, au moins 2 | `choice` (la clé de l'option), `probabilities` (une par option), `confidence` | | ||
| 41 | +| un oui ou un non | `noul` | une **affirmation** sur le message | aucun | `noul` : la probabilité, de 0 à 1, que l'affirmation soit vraie | | ||
| 42 | +| un niveau sur une échelle | `score` | une question | une liste de 2 à 10 niveaux, **du plus bas au plus haut** | `score` (de 0 à n−1, peut tomber entre deux niveaux), `legend` (numéro → niveau), `probabilities`, `confidence` | | ||
| 43 | + | ||
| 44 | +**`noul`** est le type oui-ou-non. Vous écrivez une affirmation — « The message describes chest pain » — et le décideur donne la probabilité qu'elle soit vraie pour ce message : `0.96` veut dire « presque sûrement oui », `0.01` « presque sûrement non ». C'est votre script qui décide où commence le oui (0,5 est un seuil courant, plus haut quand un faux oui coûte cher). | ||
| 45 | + | ||
| 46 | +**`score`** renvoie un nombre, pas un niveau : `2.81` sur quatre niveaux veut dire « entre *today* et *now*, bien plus près de *now* ». Arrondissez-le pour lire le niveau dans `legend`. | ||
| 47 | + | ||
| 48 | +### 4. Écrire les `instructions` | ||
| 49 | + | ||
| 50 | +- `choice` et `score` : une question — « Which spell should I cast now? ». | ||
| 51 | +- `noul` : une affirmation — « My character is badly hurt. ». Une question fermée marche aussi : sur cinq questions sur git, « Is the person upset? » et « The person is worried, stressed or upset. » ont donné les mêmes verdicts (0,97 et 0,99 sur les deux messages contrariés, 0,14 au plus sur les trois calmes). | ||
| 52 | +- **Nommez ce qui est dans le texte, pas une intention.** Mesuré avec LiquidAI d1-3B : « The person is in a hurry or asks for a short answer » donnait de 0,5 à 0,7 sur des questions calmes aussi ; « The message contains a word asking for speed, such as quick, fast, asap or now » a donné 0,03 sur une question calme et 0,98 sur « quick: … ». De même, « signs of a stroke » a obtenu 0,27 sur un AVC typique, « a sudden weakness of an arm or a leg, slurred speech » 0,96. | ||
| 53 | + | ||
| 54 | +Les exemples sont en anglais, comme dans les démos ; d1-3B a aussi bien traité des messages en français dans les démos (`decision-only`, `decision-moderation`). | ||
| 55 | + | ||
| 56 | +### 5. Écrire les `criteria` | ||
| 57 | + | ||
| 58 | +- `choice` : la clé est ce que vous recevez (`fireball`), le texte est ce que le modèle lit pour choisir — dites **quand** prendre cette option : `fireball: Many enemies close together, far enough from my friends`. | ||
| 59 | +- `score` : les niveaux, du plus bas au plus haut, en phrases courtes : `[harmless, risky, deadly]`. | ||
| 60 | +- `noul` : rien. | ||
| 61 | + | ||
| 62 | +L'ordre du fichier est conservé : dans la requête, dans la réponse, et dans l'affichage en lignes. | ||
| 63 | + | ||
| 64 | +### 6. L'essayer | ||
| 65 | + | ||
| 66 | +Avec `spell.yaml` de `demos/decision-questions/` (le fichier complet est dans les [exemples](#donjons-et-dragons--quel-sort-pour-mon-magicien-)) : | ||
| 67 | + | ||
| 68 | +```bash | ||
| 69 | +mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | ||
| 70 | +``` | ||
| 71 | + | ||
| 72 | +```json | ||
| 73 | +{"model":"hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M","answers":{"spell":{"type":"choice","choice":"shield","probabilities":{"fireball":0.024,"magic_missile":0.043,"shield":0.878,"misty_step":0.043,"sleep":0.011},"confidence":0.848}},"usage":{"input_tokens":109,"output_tokens":0}} | ||
| 74 | +``` | ||
| 75 | + | ||
| 76 | +(nombres raccourcis ici ; le serveur les donne en entier.) Sans `-p`, `mm -config spell.yaml` affiche une ligne par question pour chaque message tapé, puis le même JSON. | ||
| 77 | + | ||
| 78 | +### 7. Lire les réponses | ||
| 79 | + | ||
| 80 | +L'enveloppe est toujours la même — `model`, `answers`, `usage` — et `answers` a une entrée par question, sous le nom que vous avez choisi, avec les champs de son type (étape 3). D'un décideur à l'autre, seuls changent les noms et le nombre de questions. | ||
| 81 | + | ||
| 82 | +- `choice` : lisez `choice` ; traitez une `confidence` basse (sous 0,5 environ) comme « incertain ». | ||
| 83 | +- `noul` : comparez `noul` à votre seuil. | ||
| 84 | +- `score` : lisez `legend[round(score)]`, ou comparez `score` lui-même (`> 2.5`). | ||
| 85 | + | ||
| 86 | +## Exemples | ||
| 87 | + | ||
| 88 | +Chaque exemple est un fichier d'agent complet de [`demos/decision-questions/`](../../../demos/decision-questions/README.fr.md) : copiez-le, ou lancez-le depuis ce dossier avec `mm -config <fichier> -p "<message>"`. Toutes les réponses ci-dessous ont été mesurées le 2026-10-24 avec LiquidAI d1-3B Q4_K_M sur llmman. | ||
| 89 | + | ||
| 90 | +### Des tickets de symptômes : à quel point c'est grave ? | ||
| 91 | + | ||
| 92 | +`symptoms.yaml` : | ||
| 93 | + | ||
| 94 | +```yaml | ||
| 95 | +# A decider: Symptom tickets: how serious is it? | ||
| 96 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 97 | +# | ||
| 98 | +# mm -config symptoms.yaml -p "My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago." | ||
| 99 | +# | ||
| 100 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 101 | +provider: llmman | ||
| 102 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 103 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 104 | +fallback: http://host.docker.internal:17434/v1 | ||
| 105 | + | ||
| 106 | +decision: | ||
| 107 | + questions: | ||
| 108 | + severity: | ||
| 109 | + type: score | ||
| 110 | + instructions: How soon should this person see a doctor? | ||
| 111 | + criteria: [it can wait for a usual appointment, within a few days, today, now - call the emergency number] | ||
| 112 | + red_flag: | ||
| 113 | + type: noul | ||
| 114 | + instructions: The message describes a sudden weakness of an arm or a leg, slurred speech, chest pain, trouble breathing, heavy bleeding or fainting. | ||
| 115 | + who: | ||
| 116 | + type: choice | ||
| 117 | + instructions: Who should see this person first? | ||
| 118 | + criteria: | ||
| 119 | + pharmacist: A minor problem a pharmacist can advise on | ||
| 120 | + family_doctor: A usual problem for a general practitioner | ||
| 121 | + specialist: A known long-term condition followed by a specialist | ||
| 122 | + emergency: A problem that cannot wait | ||
| 123 | + | ||
| 124 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 125 | +bashTool: false | ||
| 126 | +editTools: false | ||
| 127 | +planTool: false | ||
| 128 | +fetchContentTool: false | ||
| 129 | +askUserTool: false | ||
| 130 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 131 | +agentsMd: | ||
| 132 | + enabled: false | ||
| 133 | +``` | ||
| 134 | + | ||
| 135 | +| Ticket | severity | red_flag | who | | ||
| 136 | +|--------|----------|----------|-----| | ||
| 137 | +| My father suddenly cannot lift his right arm and his speech is slurred, it started 20 minutes ago. | 2.81 → now (0.81) | 0.96 | emergency (0.86) | | ||
| 138 | +| I have a tight pain in my chest and my left arm since an hour. | 2.60 → now (0.60) | 0.56 | emergency (0.83) | | ||
| 139 | +| I have had a sore throat and a runny nose for two days, no fever. | 0.82 → within a few days (0.49) | 0.01 | pharmacist (0.30) | | ||
| 140 | + | ||
| 141 | +Mettez les signes de danger dans un `noul` à part et faites-le passer avant le score : la douleur thoracique n'a obtenu que 0,56 sur `red_flag`, un seuil de 0,5 l'attrape, un seuil de 0,8 non. Un décideur trie des tickets ; il ne pose pas de diagnostic, et une personne doit relire ce qu'il range en « peut attendre ». | ||
| 142 | + | ||
| 143 | +### Le 421 : quels dés relancer ? | ||
| 144 | + | ||
| 145 | +`dice421.yaml` : | ||
| 146 | + | ||
| 147 | +```yaml | ||
| 148 | +# A decider: 421: how many dice to throw again? The script writes what is missing: a decider reads, it does not count. | ||
| 149 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 150 | +# | ||
| 151 | +# mm -config dice421.yaml -p "Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1." | ||
| 152 | +# | ||
| 153 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 154 | +provider: llmman | ||
| 155 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 156 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 157 | +fallback: http://host.docker.internal:17434/v1 | ||
| 158 | + | ||
| 159 | +decision: | ||
| 160 | + questions: | ||
| 161 | + reroll: | ||
| 162 | + type: choice | ||
| 163 | + instructions: How many dice should the player throw again? | ||
| 164 | + criteria: | ||
| 165 | + none: Nothing is missing | ||
| 166 | + one: One die is missing | ||
| 167 | + two: Two dice are missing | ||
| 168 | + all: All three are missing | ||
| 169 | + | ||
| 170 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 171 | +bashTool: false | ||
| 172 | +editTools: false | ||
| 173 | +planTool: false | ||
| 174 | +fetchContentTool: false | ||
| 175 | +askUserTool: false | ||
| 176 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 177 | +agentsMd: | ||
| 178 | + enabled: false | ||
| 179 | +``` | ||
| 180 | + | ||
| 181 | +| État envoyé | reroll | | ||
| 182 | +|-------------|--------| | ||
| 183 | +| `Dice: 4, 2, 6.` | none (0.33) — faux | | ||
| 184 | +| `Dice: 4, 2, 6. In place for 421: 4 and 2. Missing: 1.` | one (0.80) | | ||
| 185 | +| `Dice: 4, 5, 6. In place for 421: 4. Missing: 2 and 1.` | two (0.62) | | ||
| 186 | +| `Dice: 3, 5, 6. In place for 421: nothing. Missing: 4, 2 and 1.` | all (0.76) | | ||
| 187 | +| `Dice: 4, 2, 1. In place for 421: 4, 2 and 1. Missing: nothing.` | none (0.96) | | ||
| 188 | + | ||
| 189 | +Un modèle de décision lit ; il ne compte pas. Avec les dés seuls, il s'est trompé ; dès que le script a écrit ce qui manque dans l'état, il a eu juste quatre fois sur quatre. Mais le script avait alors déjà fait le travail : une règle comme celle-ci s'écrit mieux en code. Gardez le décideur pour ce qu'une règle ne sait pas dire — « le score de mon adversaire vaut-il de prendre le risque ? », décrit en mots. | ||
| 190 | + | ||
| 191 | +### Donjons et Dragons : quel sort pour mon magicien ? | ||
| 192 | + | ||
| 193 | +`spell.yaml` : | ||
| 194 | + | ||
| 195 | +```yaml | ||
| 196 | +# A decider: Dungeons & Dragons: which spell for my wizard? | ||
| 197 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 198 | +# | ||
| 199 | +# mm -config spell.yaml -p "An ogre is raising its club to hit me right now." | ||
| 200 | +# | ||
| 201 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 202 | +provider: llmman | ||
| 203 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 204 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 205 | +fallback: http://host.docker.internal:17434/v1 | ||
| 206 | + | ||
| 207 | +decision: | ||
| 208 | + questions: | ||
| 209 | + spell: | ||
| 210 | + type: choice | ||
| 211 | + instructions: I am the party's wizard. Which spell should I cast now? | ||
| 212 | + criteria: | ||
| 213 | + fireball: Many enemies close together, far enough from my friends | ||
| 214 | + magic_missile: One weak enemy to finish off, or one that is hard to hit | ||
| 215 | + shield: An enemy is about to hit me | ||
| 216 | + misty_step: I am surrounded or grabbed and must get away | ||
| 217 | + sleep: Several weak enemies, and we would rather not kill them | ||
| 218 | + | ||
| 219 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 220 | +bashTool: false | ||
| 221 | +editTools: false | ||
| 222 | +planTool: false | ||
| 223 | +fetchContentTool: false | ||
| 224 | +askUserTool: false | ||
| 225 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 226 | +agentsMd: | ||
| 227 | + enabled: false | ||
| 228 | +``` | ||
| 229 | + | ||
| 230 | +| Situation | spell | | ||
| 231 | +|-----------|-------| | ||
| 232 | +| Five goblins are standing in a tight group 40 feet away. My friends are behind me. | fireball (0.50) | | ||
| 233 | +| An ogre is raising its club to hit me right now. | shield (0.85) | | ||
| 234 | +| Two wolves have grabbed me and the rest of the party is far away. | misty_step (0.47) | | ||
| 235 | +| One goblin is left, almost dead, hiding behind a crate. | magic_missile (0.58) | | ||
| 236 | + | ||
| 237 | +Chaque description dit quand lancer le sort, pas ce qu'il fait : le décideur compare la situation à ces conditions. | ||
| 238 | + | ||
| 239 | +### Donjons et Dragons : combattre ou fuir ? | ||
| 240 | + | ||
| 241 | +`fight.yaml` : | ||
| 242 | + | ||
| 243 | +```yaml | ||
| 244 | +# A decider: Dungeons & Dragons: fight, flee or talk? | ||
| 245 | +# An example of the guide docs/{en,fr}/how-to/write-decision-questions.md. | ||
| 246 | +# | ||
| 247 | +# mm -config fight.yaml -p "A troll guards the bridge. It says it will let us pass if we pay one gold coin." | ||
| 248 | +# | ||
| 249 | +# Pull the model once: llmman pull hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 250 | +provider: llmman | ||
| 251 | +model: hf.co/LiquidAI/d1-3B-GGUF:Q4_K_M | ||
| 252 | +baseUrl: http://127.0.0.1:17434/v1 | ||
| 253 | +fallback: http://host.docker.internal:17434/v1 | ||
| 254 | + | ||
| 255 | +decision: | ||
| 256 | + questions: | ||
| 257 | + action: | ||
| 258 | + type: choice | ||
| 259 | + instructions: What should my character do now? | ||
| 260 | + criteria: | ||
| 261 | + fight: We can win this fight | ||
| 262 | + flee: We would probably lose, and there is a way out | ||
| 263 | + talk: The enemy might listen, a fight is not needed | ||
| 264 | + danger: | ||
| 265 | + type: score | ||
| 266 | + instructions: How dangerous is this situation for my character? | ||
| 267 | + criteria: [harmless, risky, deadly] | ||
| 268 | + hurt: | ||
| 269 | + type: noul | ||
| 270 | + instructions: My character is badly hurt. | ||
| 271 | + | ||
| 272 | +# A decider declares no tool: its model never calls one (mm refuses to start otherwise). | ||
| 273 | +bashTool: false | ||
| 274 | +editTools: false | ||
| 275 | +planTool: false | ||
| 276 | +fetchContentTool: false | ||
| 277 | +askUserTool: false | ||
| 278 | +skillsDir: no-skills # "" would read ./skills of wherever mm runs, and a decider refuses tools | ||
| 279 | +agentsMd: | ||
| 280 | + enabled: false | ||
| 281 | +``` | ||
| 282 | + | ||
| 283 | +| Situation | action | danger | hurt | | ||
| 284 | +|-----------|--------|--------|------| | ||
| 285 | +| We are four, full health, facing two tired bandits on an open road. | fight (0.17) | 1.15 → risky | 0.18 | | ||
| 286 | +| I am alone with 3 hit points left, a red dragon lands in front of me, the cave exit is behind me. | flee (0.56) | 1.76 → deadly | 0.97 | | ||
| 287 | +| A troll guards the bridge. It says it will let us pass if we pay one gold coin. | talk (0.64) | 0.64 → risky | 0.31 | | ||
| 288 | + | ||
| 289 | +Les bandits ont obtenu `fight` avec une confiance de 0,17 : la bonne option, mais à peine devant `talk`. Demander aussi `danger` et `hurt` permet à votre script de trancher quand `action` hésite — par exemple, fuir quand `hurt` dépasse 0,8, quoi que dise `action`. | ||
| 290 | + | ||
| 291 | +## Erreurs courantes | ||
| 292 | + | ||
| 293 | +| Erreur | Effet | Correction | | ||
| 294 | +|--------|-------|------------| | ||
| 295 | +| Une intention ou un diagnostic (« is in a hurry », « signs of a stroke ») | des probabilités moyennes sur tous les messages | nommez ce qu'on peut lire dans le texte | | ||
| 296 | +| Des descriptions `choice` qui disent ce qu'*est* une option | le décideur ne peut pas comparer la situation | dites **quand** la choisir | | ||
| 297 | +| Des niveaux `score` du plus haut au plus bas | le score se lit à l'envers | du plus bas au plus haut | | ||
| 298 | +| Du calcul ou du comptage dans la question | des réponses fausses | calculez dans le script, ou mettez le résultat dans l'état | | ||
| 299 | +| Le contexte seulement dans l'historique | le décideur ne le voit jamais | mettez-le dans le message : le décideur ne lit rien d'autre | | ||
| 300 | + | ||
| 301 | +## Voir aussi | ||
| 302 | + | ||
| 303 | +- [Référence de la configuration — `decision`](../reference/configuration.md#decision) : chaque clé et chaque champ des réponses | ||
| 304 | +- [Interroger un modèle de décision](ask-a-decision-model.md) : servir le modèle, écrire le fichier d'agent, l'interroger depuis un script, un hook ou un autre agent | ||
| 305 | +- [Les modèles de décision — explication](../explanation/decision-models.md) : pourquoi un décideur est un agent, ce qui a été mesuré | ||
| 306 | +- Démos : `demos/decision-only/`, `demos/decision-reviews/`, `demos/decision-moderation/` (un décideur seul), `demos/decision-chat/` (un décideur avant un agent de chat) | ||
modified
docs/fr/reference/configuration.md +1 -0 | @@ -27,6 +27,7 @@ | ||
| 27 | 27 | | `bashTool` | booléen | `true` | Déclare `bash`. `false` le retire : le modèle peut encore lire et modifier des fichiers (`editTools`) et charger des skills, mais n'exécute jamais de commande. Reformulez un prompt système qui annonce encore un outil bash. | |
| 28 | 28 | | `editTools` | booléen | `true` | Déclare `read_file`, `write_file`, `edit_file`. `false` ne laisse que `bash` et `read_skill`. | |
| 29 | 29 | | `fetchContentTool` | booléen | `false` | Déclare `fetch_content`, qui récupère des pages web en Markdown. Désactivé par défaut : c'est le seul outil intégré qui accède au réseau. | |
| 30 | +| `planTool` | booléen | `true` | Déclare `plan`, par lequel le modèle tient un plan de tâches pendant un travail en plusieurs étapes. `false` le retire. Voir [outils](tools.md#plan) et [Gérer des plans et des tâches](../how-to/manage-plans-and-tasks.md). | | |
| 30 | 31 | | `askUserTool` | booléen | `true` | Déclare `ask_user`, par lequel le modèle pose des questions à l'utilisateur (choisir une option, en choisir plusieurs, taper un texte, oui ou non) et attend les réponses. `false` le retire : le modèle ne peut pas demander. Jamais déclaré à côté d'un `structuredOutput`. Surchargé par `AGENT_ASK_USER` ; pour un agent interrogé par un autre, aussi par le `mmConfigs.<nom>.askUser` de celui qui l'interroge. Voir [outils](tools.md#ask_user). | |
| 31 | 32 | | `saveAnswerTool` | bool | `false` | Déclare `save_answer`, qui écrit dans un nouveau fichier une réponse que le modèle a déjà donnée : le modèle envoie un nom de fichier, pas le texte une seconde fois. Désactivé par défaut. La commande `/save` existe dans tous les cas. Voir les [outils](tools.md#save_answer). | |
| 32 | 33 | | `unloadModels` | bool | `true` | La commande `/unload [modèle]` (terminal, fenêtre, éditeur) et l'outil `unload_model`, qui libèrent un modèle de la mémoire du serveur : llmman et Ollama, llama-server en mode router. `false` retire les deux. L'outil n'est jamais déclaré à côté d'une `structuredOutput` ni d'un bloc `decision`. Voir les [outils](tools.md#unload_model) et [Libérer la mémoire d'un modèle](../how-to/unload-a-model.md). | |
| @@ -27,6 +27,7 @@ | |||
| 27 | | `bashTool` | booléen | `true` | Déclare `bash`. `false` le retire : le modèle peut encore lire et modifier des fichiers (`editTools`) et charger des skills, mais n'exécute jamais de commande. Reformulez un prompt système qui annonce encore un outil bash. | | 27 | | `bashTool` | booléen | `true` | Déclare `bash`. `false` le retire : le modèle peut encore lire et modifier des fichiers (`editTools`) et charger des skills, mais n'exécute jamais de commande. Reformulez un prompt système qui annonce encore un outil bash. | |
| 28 | | `editTools` | booléen | `true` | Déclare `read_file`, `write_file`, `edit_file`. `false` ne laisse que `bash` et `read_skill`. | | 28 | | `editTools` | booléen | `true` | Déclare `read_file`, `write_file`, `edit_file`. `false` ne laisse que `bash` et `read_skill`. | |
| 29 | | `fetchContentTool` | booléen | `false` | Déclare `fetch_content`, qui récupère des pages web en Markdown. Désactivé par défaut : c'est le seul outil intégré qui accède au réseau. | | 29 | | `fetchContentTool` | booléen | `false` | Déclare `fetch_content`, qui récupère des pages web en Markdown. Désactivé par défaut : c'est le seul outil intégré qui accède au réseau. | |
| 30 | +| `planTool` | booléen | `true` | Déclare `plan`, par lequel le modèle tient un plan de tâches pendant un travail en plusieurs étapes. `false` le retire. Voir [outils](tools.md#plan) et [Gérer des plans et des tâches](../how-to/manage-plans-and-tasks.md). | | ||
| 30 | | `askUserTool` | booléen | `true` | Déclare `ask_user`, par lequel le modèle pose des questions à l'utilisateur (choisir une option, en choisir plusieurs, taper un texte, oui ou non) et attend les réponses. `false` le retire : le modèle ne peut pas demander. Jamais déclaré à côté d'un `structuredOutput`. Surchargé par `AGENT_ASK_USER` ; pour un agent interrogé par un autre, aussi par le `mmConfigs.<nom>.askUser` de celui qui l'interroge. Voir [outils](tools.md#ask_user). | | 31 | | `askUserTool` | booléen | `true` | Déclare `ask_user`, par lequel le modèle pose des questions à l'utilisateur (choisir une option, en choisir plusieurs, taper un texte, oui ou non) et attend les réponses. `false` le retire : le modèle ne peut pas demander. Jamais déclaré à côté d'un `structuredOutput`. Surchargé par `AGENT_ASK_USER` ; pour un agent interrogé par un autre, aussi par le `mmConfigs.<nom>.askUser` de celui qui l'interroge. Voir [outils](tools.md#ask_user). | |
| 31 | | `saveAnswerTool` | bool | `false` | Déclare `save_answer`, qui écrit dans un nouveau fichier une réponse que le modèle a déjà donnée : le modèle envoie un nom de fichier, pas le texte une seconde fois. Désactivé par défaut. La commande `/save` existe dans tous les cas. Voir les [outils](tools.md#save_answer). | | 32 | | `saveAnswerTool` | bool | `false` | Déclare `save_answer`, qui écrit dans un nouveau fichier une réponse que le modèle a déjà donnée : le modèle envoie un nom de fichier, pas le texte une seconde fois. Désactivé par défaut. La commande `/save` existe dans tous les cas. Voir les [outils](tools.md#save_answer). | |
| 32 | | `unloadModels` | bool | `true` | La commande `/unload [modèle]` (terminal, fenêtre, éditeur) et l'outil `unload_model`, qui libèrent un modèle de la mémoire du serveur : llmman et Ollama, llama-server en mode router. `false` retire les deux. L'outil n'est jamais déclaré à côté d'une `structuredOutput` ni d'un bloc `decision`. Voir les [outils](tools.md#unload_model) et [Libérer la mémoire d'un modèle](../how-to/unload-a-model.md). | | 33 | | `unloadModels` | bool | `true` | La commande `/unload [modèle]` (terminal, fenêtre, éditeur) et l'outil `unload_model`, qui libèrent un modèle de la mémoire du serveur : llmman et Ollama, llama-server en mode router. `false` retire les deux. L'outil n'est jamais déclaré à côté d'une `structuredOutput` ni d'un bloc `decision`. Voir les [outils](tools.md#unload_model) et [Libérer la mémoire d'un modèle](../how-to/unload-a-model.md). | |