⑂ main

Memory search #36

Merged@k33g wants to merge feature/memory-search into main

Merged as ddb9b4324fe6.

55 files changed

modified .tickets/issues/0048-add-a-builtin-tool-to-search-into-the-mm-session.yaml +207 -4 Viewed

@@ -1,12 +1,12 @@
1	1	# Managed by IssueSpec. Hand edits are welcome; keep the schema valid.
2	2	id: 48
3	3	title: Add a builtin tool to search into the mm sessions
4		-state: open
	4	+state: closed
5	5	author:
6	6	name: k33g
7	7	email: ph.charriere@gmail.com
8	8	createdAt: 2026-09-27T03:45:48.121Z
9		-updatedAt: 2026-10-20T05:44:21.627Z
	9	+updatedAt: 2026-10-20T18:00:00.000Z
10	10	labels: []
11	11	milestone: v0.8.0
12	12	epic: Agent Memory
@@ -17,5 +17,208 @@ body: \|
17	17	enabled: true
18	18	```
19	19	use a /memory command to search information into the sessions files
20		-tasks: []
21		-comments: []
	20	+tasks:
	21	+ - id: 1
	22	+ title: "Agree on the command, the config keys and the tool name"
	23	+ state: closed
	24	+ priority: none
	25	+ author:
	26	+ name: k33g
	27	+ email: ph.charriere@gmail.com
	28	+ createdAt: 2026-10-20T12:00:00.000Z
	29	+ updatedAt: 2026-10-20T12:00:00.000Z
	30	+ - id: 2
	31	+ title: "store: Search(query, limit) — words, case and accents folded, ranked by distinct words then recency, snippets; skips mm notes and the errors array; current session excluded — with tests"
	32	+ state: closed
	33	+ priority: none
	34	+ author:
	35	+ name: k33g
	36	+ email: ph.charriere@gmail.com
	37	+ createdAt: 2026-10-20T12:00:00.000Z
	38	+ updatedAt: 2026-10-20T12:00:00.000Z
	39	+ - id: 3
	40	+ title: "config: sessions.searchMemory and sessions.autoSearchMemory (both default false), banner — with tests"
	41	+ state: closed
	42	+ priority: none
	43	+ author:
	44	+ name: k33g
	45	+ email: ph.charriere@gmail.com
	46	+ createdAt: 2026-10-20T12:00:00.000Z
	47	+ updatedAt: 2026-10-20T12:00:00.000Z
	48	+ - id: 4
	49	+ title: "/memory <words> in the command table (Terminal \| Window \| Editor), offered only when sessions.enabled and sessions.searchMemory — with tests"
	50	+ state: closed
	51	+ priority: none
	52	+ author:
	53	+ name: k33g
	54	+ email: ph.charriere@gmail.com
	55	+ createdAt: 2026-10-20T12:00:00.000Z
	56	+ updatedAt: 2026-10-20T12:00:00.000Z
	57	+ - id: 5
	58	+ title: "built-in tool search_memory, declared only when sessions.enabled and sessions.autoSearchMemory; read-only, never asks — with tests"
	59	+ state: closed
	60	+ priority: none
	61	+ author:
	62	+ name: k33g
	63	+ email: ph.charriere@gmail.com
	64	+ createdAt: 2026-10-20T12:00:00.000Z
	65	+ updatedAt: 2026-10-20T12:00:00.000Z
	66	+ - id: 6
	67	+ title: "Measure the tool on a small model (llmman): called when needed, not otherwise"
	68	+ state: closed
	69	+ priority: none
	70	+ author:
	71	+ name: k33g
	72	+ email: ph.charriere@gmail.com
	73	+ createdAt: 2026-10-20T12:00:00.000Z
	74	+ updatedAt: 2026-10-20T12:00:00.000Z
	75	+ - id: 7
	76	+ title: "Docs EN+FR (reference configuration, slash-commands, tools; how-to), quality gate, .memory"
	77	+ state: closed
	78	+ priority: none
	79	+ author:
	80	+ name: k33g
	81	+ email: ph.charriere@gmail.com
	82	+ createdAt: 2026-10-20T12:00:00.000Z
	83	+ updatedAt: 2026-10-20T12:00:00.000Z
	84	+comments:
	85	+ - id: 1
	86	+ author:
	87	+ name: k33g
	88	+ email: ph.charriere@gmail.com
	89	+ createdAt: 2026-10-20T12:00:00.000Z
	90	+ body: \|
	91	+ Decided by the user (2026-10-20):
	92	+ - /memory <words>: the user's search, available only when
	93	+ sessions.enabled AND sessions.searchMemory: true (default false);
	94	+ - built-in tool search_memory: usable by the model only when
	95	+ sessions.autoSearchMemory: true (default false) — and sessions on;
	96	+ - tool name: search_memory.
	97	+ Kept from the proposal (not discussed, to confirm while reviewing):
	98	+ the two keys are independent (autoSearchMemory without searchMemory
	99	+ gives the tool and no command); lexical search, no embeddings (ticket
	100	+ 74's ground); /compact summaries searched, mm notes and errors not;
	101	+ current session excluded; v1 searches only — no "read one exchange in
	102	+ full" mode; read-only tool, never asks for permission.
	103	+ - id: 2
	104	+ author:
	105	+ name: k33g
	106	+ email: ph.charriere@gmail.com
	107	+ createdAt: 2026-10-20T13:00:00.000Z
	108	+ body: \|
	109	+ Tasks 2-5 done on feature/memory-search (go test ./... green, gofmt/vet clean):
	110	+ - store/search.go: Store.Search(query, known, limit) / Store.Memory /
	111	+ Keeper.Memory / FormatHits. Words folded (lower case, accents dropped
	112	+ rune for rune with x/text norm, so a snippet cuts the original at the
	113	+ folded position), OR of the words, ranked by distinct words then
	114	+ session date then turn; questions (hook context cut), answers,
	115	+ /compact summaries; not tool calls/outputs, mm notes, errors.
	116	+ Default 10 hits, cap 50; snippet 80 runes before / 160 after.
	117	+ - Change from the proposal: the conversation in progress is left out BY
	118	+ CONTENT (a message with the same role and text as one in the current
	119	+ history is not a hit), not by session id — no front end tells a tool
	120	+ which file it saves to (the REPL has no sink at all), and a resumed or
	121	+ compacted session's file holds exactly the messages in memory.
	122	+ - config: sessions.searchMemory, sessions.autoSearchMemory (default
	123	+ false), MemoryCommand()/MemoryTool()/MemoryWarning() — a key set with
	124	+ sessions off is a banner warning; search_memory reserved.
	125	+ - command/memory.go: SetMemory; /memory <words> in the REPL, the window
	126	+ (notice) and ACP (agent text, advertised with an input hint).
	127	+ - tools/searchmemory.go: search_memory {query, limit?}, never asks, ACP
	128	+ kind "search" (new mapping to ToolKindSearch), sessions dir through
	129	+ ui.Resolve, output capped by maxOutput.
	130	+ - id: 3
	131	+ author:
	132	+ name: k33g
	133	+ email: ph.charriere@gmail.com
	134	+ createdAt: 2026-10-20T14:00:00.000Z
	135	+ body: \|
	136	+ Measured (task 6): mm -p, llmman (host), Qwen3.5-4B Q4_K_M,
	137	+ contextWindow 16384, bash + edit tools + search_memory, a fresh copy of a
	138	+ throwaway project per run with two stored sessions (API port 8417;
	139	+ "Postgres or SQLite for the storage?" → SQLite in data/app.db).
	140	+ - Words present in a session: "What port did we decide for the API
	141	+ server last time?" and "Write config.go with a const Port set to the
	142	+ API port we agreed on before." → search_memory called and right answer
	143	+ 9/9 (warm-up + 3 + 3 + 1 + 1 after the last change); config.go written
	144	+ with `const Port = 8417` 4/4. 5-17 s.
	145	+ - Not needed: "hello", "What is 17 times 3?", "List the files of this
	146	+ directory.", "Write hello.go that prints Hello." → never called, 0/12.
	147	+ - LIMIT: French question on an English session ("Rappelle-moi quelle
	148	+ base de données on avait choisie…"): search "base de données" → no hit;
	149	+ the model then read the JSON files itself and answered right (2/3, the
	150	+ 3rd a server stall: no first token after 3m). Added a no-hit line in
	151	+ the tool's output (try synonyms / English): the model then retried with
	152	+ "database" 3/3 — still no hit, the session says "storage"/"SQLite" —
	153	+ and again read the files (3/3 right). Lexical search cannot bridge a
	154	+ vocabulary gap; an embedding search (embeddinggemma-300m is on the
	155	+ llmman here) would — ticket 74's ground, not done.
	156	+ - /memory checked live in the REPL (piped stdin): listed in /help, 3
	157	+ hits ranked as expected; the sessions-off warning shows.
	158	+ Docs EN+FR: reference configuration (two keys + warning, reserved name),
	159	+ slash-commands (terminal + ACP rows), tools (search_memory), how-to
	160	+ search-earlier-sessions (new), keep-sessions (variant), explanation
	161	+ persistent-sessions (why words, the measurement, rejected alternative),
	162	+ both indexes; packages.drawio tools → store.
	163	+ Task 7 stays open: qlty quality gate NOT run (qlty absent here).
	164	+ - id: 4
	165	+ author:
	166	+ name: k33g
	167	+ email: ph.charriere@gmail.com
	168	+ createdAt: 2026-10-20T16:00:00.000Z
	169	+ body: \|
	170	+ demos/memory-search/ (user's request): Bob, Qwen3.5 4B on llmman,
	171	+ searchMemory + autoSearchMemory, seed/ = four earlier sessions of a
	172	+ "bookshelf" Go app (port; storage + migrations; logs in FR; deployment
	173	+ as a /compact summary), reset.sh copies them to .mm/sessions (git-
	174	+ ignored). READMEs EN+FR with measured results, root README row + line.
	175	+ Building it found four engine defects, all fixed with tests:
	176	+ 1. a question hit without its answer ("format logs" → only "Quel format
	177	+ pour les logs ?"; the model said nothing was decided) → a matching
	178	+ question now carries its turn's FINAL answer (Hit.Answer, "→" line),
	179	+ the answer is no separate hit, the score counts both;
	180	+ 2. one/two-letter words matched inside words ("de" → Deployment,
	181	+ modernc, Module: the whole history came back, right answer by luck)
	182	+ → dropped beside longer words (minWordRunes 3);
	183	+ 3. snippet cut 160 runes after the FIRST word (summary lost its backups
	184	+ line, wrong answer) → spans first..last word, max 600 runes;
	185	+ 4. the summary's wrapper line and the model's fixed acknowledgement
	186	+ ("Understood — I will re-check files…") were hits → compact.
	187	+ InSummaryPair / SummaryNotes; only the notes are searched.
	188	+ Final measurement (temperature 0, 3 runs each, identical): port 3/3,
	189	+ config.go written with 8417 + data/bookshelf.db 3/3, deploy + backups
	190	+ from the summary 3/3, logs (FR) 3/3, migrations (FR question, EN
	191	+ session) 3/3, "Quelle base de données ?" NOT found 3/3 — honest "I
	192	+ don't know" (the session says storage/SQLite), greeting and a general
	193	+ Go question: no search 6/6. Prompt lessons kept in the README: "do not
	194	+ only show the code" (else config.go printed, 3/3), "how do we
	195	+ handle…" examples (else no search, 3/3), examples in English only
	196	+ (French examples → English question answered in French, 3/3).
	197	+ Not this ticket: the line-mode REPL reads only the FIRST line of piped
	198	+ stdin (a new bufio.Reader per prompt, internal/agent/agent.go:78) —
	199	+ pre-existing, seen with /sessions + /help too.
	200	+ - id: 5
	201	+ author:
	202	+ name: k33g
	203	+ email: ph.charriere@gmail.com
	204	+ createdAt: 2026-10-20T17:00:00.000Z
	205	+ body: \|
	206	+ The piped-stdin defect noted in comment 4 is fixed: ticket 103.
	207	+ - id: 6
	208	+ author:
	209	+ name: k33g
	210	+ email: ph.charriere@gmail.com
	211	+ createdAt: 2026-10-20T18:00:00.000Z
	212	+ body: \|
	213	+ Documentation complete (EN + FR): reference configuration (two keys,
	214	+ warning, reserved name), slash-commands (terminal + ACP), tools
	215	+ (search_memory, with a pointer to /memory), acp (tool kind `search`),
	216	+ how-to search-earlier-sessions, keep-sessions (variant), explanation
	217	+ persistent-sessions (why words, measurements, the demo's four fixes,
	218	+ rejected alternatives), both indexes, root README (feature line + demo
	219	+ row), demos/memory-search READMEs; packages.drawio (store and tools
	220	+ edges). Links of the new pages checked.
	221	+ Closed at the user's request. The qlty quality gate was NOT run (qlty
	222	+ is not installed in this sandbox); gofmt and go vet clean, go test
	223	+ ./... green.
	224	+

  # Managed by IssueSpec. Hand edits are welcome; keep the schema valid.
  id: 48
  title: Add a builtin tool to search into the mm sessions
--state: open
++state: closed
  author:
    name: k33g
    email: ph.charriere@gmail.com
  createdAt: 2026-09-27T03:45:48.121Z
--updatedAt: 2026-10-20T05:44:21.627Z
++updatedAt: 2026-10-20T18:00:00.000Z
  labels: []
  milestone: v0.8.0
  epic: Agent Memory
      enabled: true
    ```
    use a /memory command to search information into the sessions files
--tasks: []
++tasks:
--comments: []
++  - id: 1
++    title: "Agree on the command, the config keys and the tool name"
++    state: closed
++    priority: none
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T12:00:00.000Z
++    updatedAt: 2026-10-20T12:00:00.000Z
++  - id: 2
++    title: "store: Search(query, limit) — words, case and accents folded, ranked by distinct words then recency, snippets; skips mm notes and the errors array; current session excluded — with tests"
++    state: closed
++    priority: none
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T12:00:00.000Z
++    updatedAt: 2026-10-20T12:00:00.000Z
++  - id: 3
++    title: "config: sessions.searchMemory and sessions.autoSearchMemory (both default false), banner — with tests"
++    state: closed
++    priority: none
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T12:00:00.000Z
++    updatedAt: 2026-10-20T12:00:00.000Z
++  - id: 4
++    title: "/memory <words> in the command table (Terminal | Window | Editor), offered only when sessions.enabled and sessions.searchMemory — with tests"
++    state: closed
++    priority: none
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T12:00:00.000Z
++    updatedAt: 2026-10-20T12:00:00.000Z
++  - id: 5
++    title: "built-in tool search_memory, declared only when sessions.enabled and sessions.autoSearchMemory; read-only, never asks — with tests"
++    state: closed
++    priority: none
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T12:00:00.000Z
++    updatedAt: 2026-10-20T12:00:00.000Z
++  - id: 6
++    title: "Measure the tool on a small model (llmman): called when needed, not otherwise"
++    state: closed
++    priority: none
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T12:00:00.000Z
++    updatedAt: 2026-10-20T12:00:00.000Z
++  - id: 7
++    title: "Docs EN+FR (reference configuration, slash-commands, tools; how-to), quality gate, .memory"
++    state: closed
++    priority: none
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T12:00:00.000Z
++    updatedAt: 2026-10-20T12:00:00.000Z
++comments:
++  - id: 1
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T12:00:00.000Z
++    body: |
++      Decided by the user (2026-10-20):
++      - /memory <words>: the user's search, available only when
++        sessions.enabled AND sessions.searchMemory: true (default false);
++      - built-in tool search_memory: usable by the model only when
++        sessions.autoSearchMemory: true (default false) — and sessions on;
++      - tool name: search_memory.
++      Kept from the proposal (not discussed, to confirm while reviewing):
++      the two keys are independent (autoSearchMemory without searchMemory
++      gives the tool and no command); lexical search, no embeddings (ticket
++      74's ground); /compact summaries searched, mm notes and errors not;
++      current session excluded; v1 searches only — no "read one exchange in
++      full" mode; read-only tool, never asks for permission.
++  - id: 2
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T13:00:00.000Z
++    body: |
++      Tasks 2-5 done on feature/memory-search (go test ./... green, gofmt/vet clean):
++      - store/search.go: Store.Search(query, known, limit) / Store.Memory /
++        Keeper.Memory / FormatHits. Words folded (lower case, accents dropped
++        rune for rune with x/text norm, so a snippet cuts the original at the
++        folded position), OR of the words, ranked by distinct words then
++        session date then turn; questions (hook context cut), answers,
++        /compact summaries; not tool calls/outputs, mm notes, errors.
++        Default 10 hits, cap 50; snippet 80 runes before / 160 after.
++      - Change from the proposal: the conversation in progress is left out BY
++        CONTENT (a message with the same role and text as one in the current
++        history is not a hit), not by session id — no front end tells a tool
++        which file it saves to (the REPL has no sink at all), and a resumed or
++        compacted session's file holds exactly the messages in memory.
++      - config: sessions.searchMemory, sessions.autoSearchMemory (default
++        false), MemoryCommand()/MemoryTool()/MemoryWarning() — a key set with
++        sessions off is a banner warning; search_memory reserved.
++      - command/memory.go: SetMemory; /memory <words> in the REPL, the window
++        (notice) and ACP (agent text, advertised with an input hint).
++      - tools/searchmemory.go: search_memory {query, limit?}, never asks, ACP
++        kind "search" (new mapping to ToolKindSearch), sessions dir through
++        ui.Resolve, output capped by maxOutput.
++  - id: 3
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T14:00:00.000Z
++    body: |
++      Measured (task 6): mm -p, llmman (host), Qwen3.5-4B Q4_K_M,
++      contextWindow 16384, bash + edit tools + search_memory, a fresh copy of a
++      throwaway project per run with two stored sessions (API port 8417;
++      "Postgres or SQLite for the storage?" → SQLite in data/app.db).
++      - Words present in a session: "What port did we decide for the API
++        server last time?" and "Write config.go with a const Port set to the
++        API port we agreed on before." → search_memory called and right answer
++        9/9 (warm-up + 3 + 3 + 1 + 1 after the last change); config.go written
++        with `const Port = 8417` 4/4. 5-17 s.
++      - Not needed: "hello", "What is 17 times 3?", "List the files of this
++        directory.", "Write hello.go that prints Hello." → never called, 0/12.
++      - LIMIT: French question on an English session ("Rappelle-moi quelle
++        base de données on avait choisie…"): search "base de données" → no hit;
++        the model then read the JSON files itself and answered right (2/3, the
++        3rd a server stall: no first token after 3m). Added a no-hit line in
++        the tool's output (try synonyms / English): the model then retried with
++        "database" 3/3 — still no hit, the session says "storage"/"SQLite" —
++        and again read the files (3/3 right). Lexical search cannot bridge a
++        vocabulary gap; an embedding search (embeddinggemma-300m is on the
++        llmman here) would — ticket 74's ground, not done.
++      - /memory checked live in the REPL (piped stdin): listed in /help, 3
++        hits ranked as expected; the sessions-off warning shows.
++      Docs EN+FR: reference configuration (two keys + warning, reserved name),
++      slash-commands (terminal + ACP rows), tools (search_memory), how-to
++      search-earlier-sessions (new), keep-sessions (variant), explanation
++      persistent-sessions (why words, the measurement, rejected alternative),
++      both indexes; packages.drawio tools → store.
++      Task 7 stays open: qlty quality gate NOT run (qlty absent here).
++  - id: 4
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T16:00:00.000Z
++    body: |
++      demos/memory-search/ (user's request): Bob, Qwen3.5 4B on llmman,
++      searchMemory + autoSearchMemory, seed/ = four earlier sessions of a
++      "bookshelf" Go app (port; storage + migrations; logs in FR; deployment
++      as a /compact summary), reset.sh copies them to .mm/sessions (git-
++      ignored). READMEs EN+FR with measured results, root README row + line.
++      Building it found four engine defects, all fixed with tests:
++      1. a question hit without its answer ("format logs" → only "Quel format
++         pour les logs ?"; the model said nothing was decided) → a matching
++         question now carries its turn's FINAL answer (Hit.Answer, "→" line),
++         the answer is no separate hit, the score counts both;
++      2. one/two-letter words matched inside words ("de" → Deployment,
++         modernc, Module: the whole history came back, right answer by luck)
++         → dropped beside longer words (minWordRunes 3);
++      3. snippet cut 160 runes after the FIRST word (summary lost its backups
++         line, wrong answer) → spans first..last word, max 600 runes;
++      4. the summary's wrapper line and the model's fixed acknowledgement
++         ("Understood — I will re-check files…") were hits → compact.
++         InSummaryPair / SummaryNotes; only the notes are searched.
++      Final measurement (temperature 0, 3 runs each, identical): port 3/3,
++      config.go written with 8417 + data/bookshelf.db 3/3, deploy + backups
++      from the summary 3/3, logs (FR) 3/3, migrations (FR question, EN
++      session) 3/3, "Quelle base de données ?" NOT found 3/3 — honest "I
++      don't know" (the session says storage/SQLite), greeting and a general
++      Go question: no search 6/6. Prompt lessons kept in the README: "do not
++      only show the code" (else config.go printed, 3/3), "how do we
++      handle…" examples (else no search, 3/3), examples in English only
++      (French examples → English question answered in French, 3/3).
++      Not this ticket: the line-mode REPL reads only the FIRST line of piped
++      stdin (a new bufio.Reader per prompt, internal/agent/agent.go:78) —
++      pre-existing, seen with /sessions + /help too.
++  - id: 5
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T17:00:00.000Z
++    body: |
++      The piped-stdin defect noted in comment 4 is fixed: ticket 103.
++  - id: 6
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T18:00:00.000Z
++    body: |
++      Documentation complete (EN + FR): reference configuration (two keys,
++      warning, reserved name), slash-commands (terminal + ACP), tools
++      (search_memory, with a pointer to /memory), acp (tool kind `search`),
++      how-to search-earlier-sessions, keep-sessions (variant), explanation
++      persistent-sessions (why words, measurements, the demo's four fixes,
++      rejected alternatives), both indexes, root README (feature line + demo
++      row), demos/memory-search READMEs; packages.drawio (store and tools
++      edges). Links of the new pages checked.
++      Closed at the user's request. The qlty quality gate was NOT run (qlty
++      is not installed in this sandbox); gofmt and go vet clean, go test
++      ./... green.
++

renamed .tickets/issues/0093-save-an-answer-to-a-file-without-regenerating-it.yaml +7 -7 Viewed

similarity index 94%
rename from .tickets/issues/0093-save-an-answer-without-regenerating-it.yaml
rename to .tickets/issues/0093-save-an-answer-to-a-file-without-regenerating-it.yaml
@@ -1,15 +1,16 @@
1	1	# Managed by IssueSpec. Hand edits are welcome; keep the schema valid.
2	2	id: 93
3	3	title: Save an answer to a file without regenerating it (/save, save_answer)
4		-state: open
	4	+state: closed
5	5	author:
6	6	name: k33g
7	7	email: ph.charriere@gmail.com
8	8	createdAt: 2026-10-17T16:00:00.000Z
9		-updatedAt: 2026-10-17T16:00:00.000Z
	9	+updatedAt: 2026-10-20T06:49:43.311Z
10	10	labels:
11	11	- kind::feature
12	12	- builtin tool
	13	+milestone: v0.7.0
13	14	epic: Builtin tools
14	15	body: \|
15	16	## Why
@@ -34,10 +35,9 @@ body: \|
34	35	When the model writes a short sentence beside the call ("I'll save it."), that sentence is what gets saved. The tool description tells the model to call it alone to save a previous answer; to be measured with the mini-tutorial agent (`wip2/`).
35	36	## Measured with the mini-tutorial agent (wip2/, 2026-10-17)
36	37	8 cases × 2 runs, three configs (Mellum2.1 thinking 13/16, Mellum2.1 no thinking 11/16, Qwen3.5-9B 14/16). "save it" after the answer: 6/6 — the file is the exact answer, in seconds. "explain X and save it" in one request: 0/6: Mellum2.1 thinking wrote the call as TEXT with wrong tags (`<tools>{…}</tools>`), Qwen3.5-9B never called the tool, Mellum2.1 without thinking called it FIRST ("no answer yet"), then once claimed it was saved, once saved its own 1,536-word deliberation + tutorial. Open: a way to save the answer being written (see wip2/README).
37		-
38	38	tasks:
39	39	- id: 1
40		- title: "internal/saved + /save command, with tests"
	40	+ title: internal/saved + /save command, with tests
41	41	state: closed
42	42	priority: high
43	43	author:
@@ -47,7 +47,7 @@ tasks:
47	47	updatedAt: 2026-10-17T16:00:00.000Z
48	48	closedAt: 2026-10-17T16:00:00.000Z
49	49	- id: 2
50		- title: "save_answer tool + engine.Reply, with tests"
	50	+ title: save_answer tool + engine.Reply, with tests
51	51	state: closed
52	52	priority: high
53	53	author:
@@ -57,7 +57,7 @@ tasks:
57	57	updatedAt: 2026-10-17T16:00:00.000Z
58	58	closedAt: 2026-10-17T16:00:00.000Z
59	59	- id: 3
60		- title: "Docs EN+FR, diagram"
	60	+ title: Docs EN+FR, diagram
61	61	state: closed
62	62	priority: medium
63	63	author:
@@ -67,7 +67,7 @@ tasks:
67	67	updatedAt: 2026-10-17T16:00:00.000Z
68	68	closedAt: 2026-10-17T16:00:00.000Z
69	69	- id: 4
70		- title: "Measure save_answer live with the mini-tutorial agent (wip2/)"
	70	+ title: Measure save_answer live with the mini-tutorial agent (wip2/)
71	71	state: closed
72	72	priority: medium
73	73	author:

  # Managed by IssueSpec. Hand edits are welcome; keep the schema valid.
  id: 93
  title: Save an answer to a file without regenerating it (/save, save_answer)
--state: open
++state: closed
  author:
    name: k33g
    email: ph.charriere@gmail.com
  createdAt: 2026-10-17T16:00:00.000Z
--updatedAt: 2026-10-17T16:00:00.000Z
++updatedAt: 2026-10-20T06:49:43.311Z
  labels:
    - kind::feature
    - builtin tool
++milestone: v0.7.0
  epic: Builtin tools
  body: |
    ## Why
    When the model writes a short sentence beside the call ("I'll save it."), that sentence is what gets saved. The tool description tells the model to call it alone to save a previous answer; to be measured with the mini-tutorial agent (`wip2/`).
    ## Measured with the mini-tutorial agent (wip2/, 2026-10-17)
 cases × 2 runs, three configs (Mellum2.1 thinking 13/16, Mellum2.1 no thinking 11/16, Qwen3.5-9B 14/16). **"save it" after the answer: 6/6** — the file is the exact answer, in seconds. **"explain X and save it" in one request: 0/6**: Mellum2.1 thinking wrote the call as TEXT with wrong tags (`<tools>{…}</tools>`), Qwen3.5-9B never called the tool, Mellum2.1 without thinking called it FIRST ("no answer yet"), then once claimed it was saved, once saved its own 1,536-word deliberation + tutorial. Open: a way to save the answer being written (see wip2/README).
--
  tasks:
    - id: 1
--    title: "internal/saved + /save command, with tests"
++    title: internal/saved + /save command, with tests
      state: closed
      priority: high
      author:
      updatedAt: 2026-10-17T16:00:00.000Z
      closedAt: 2026-10-17T16:00:00.000Z
    - id: 2
--    title: "save_answer tool + engine.Reply, with tests"
++    title: save_answer tool + engine.Reply, with tests
      state: closed
      priority: high
      author:
      updatedAt: 2026-10-17T16:00:00.000Z
      closedAt: 2026-10-17T16:00:00.000Z
    - id: 3
--    title: "Docs EN+FR, diagram"
++    title: Docs EN+FR, diagram
      state: closed
      priority: medium
      author:
      updatedAt: 2026-10-17T16:00:00.000Z
      closedAt: 2026-10-17T16:00:00.000Z
    - id: 4
--    title: "Measure save_answer live with the mini-tutorial agent (wip2/)"
++    title: Measure save_answer live with the mini-tutorial agent (wip2/)
      state: closed
      priority: medium
      author:

added .tickets/issues/0102-run-sub-agents-in-background.yaml +13 -0 Viewed

new file mode 100644
@@ -0,0 +1,13 @@
	1	+# Managed by IssueSpec. Hand edits are welcome; keep the schema valid.
	2	+id: 102
	3	+title: Run sub agents in background
	4	+state: open
	5	+author:
	6	+ name: k33g
	7	+ email: ph.charriere@gmail.com
	8	+createdAt: 2026-10-20T06:48:30.439Z
	9	+updatedAt: 2026-10-20T06:48:30.439Z
	10	+labels: []
	11	+body: ""
	12	+tasks: []
	13	+comments: []

++# Managed by IssueSpec. Hand edits are welcome; keep the schema valid.
++id: 102
++title: Run sub agents in background
++state: open
++author:
++  name: k33g
++  email: ph.charriere@gmail.com
++createdAt: 2026-10-20T06:48:30.439Z
++updatedAt: 2026-10-20T06:48:30.439Z
++labels: []
++body: ""
++tasks: []
++comments: []

added .tickets/issues/0103-line-mode-only-the-first-of-several-piped-lines.yaml +48 -0 Viewed

new file mode 100644
@@ -0,0 +1,48 @@
	1	+# Managed by IssueSpec. Hand edits are welcome; keep the schema valid.
	2	+id: 103
	3	+title: Line mode reads only the first of several piped lines
	4	+state: closed
	5	+author:
	6	+ name: k33g
	7	+ email: ph.charriere@gmail.com
	8	+createdAt: 2026-10-20T17:00:00.000Z
	9	+updatedAt: 2026-10-20T17:00:00.000Z
	10	+labels:
	11	+ - kind::bug
	12	+related:
	13	+ - 48
	14	+body: \|
	15	+ Found while measuring demos/memory-search (ticket 48). In the line mode
	16	+ (the REPL, no -tui, no -acp), several lines arriving at once are lost but
	17	+ the first:
	18	+
	19	+ printf '/memory logs\n/memory port\n/quit\n' \| mm agent.yaml
	20	+ mm agent.yaml < commands.txt
	21	+
	22	+ run /memory logs and nothing else. Typing at the keyboard is not affected:
	23	+ the terminal hands over one line per Enter. The window (-tui), ACP and
	24	+ `mm -p` do not use this code.
	25	+
	26	+ Cause: internal/agent/agent.go made a NEW bufio.Reader for every line. A
	27	+ bufio.Reader reads ahead (up to 4 KB); the first one took all the piped
	28	+ lines, returned the first, and was dropped with the rest in its buffer.
	29	+tasks: []
	30	+comments:
	31	+ - id: 1
	32	+ author:
	33	+ name: k33g
	34	+ email: ph.charriere@gmail.com
	35	+ createdAt: 2026-10-20T17:00:00.000Z
	36	+ body: \|
	37	+ Fixed on feature/memory-search (user's request: "corrige directement").
	38	+ internal/agent/agent.go: the reader goroutine is now readInput(ctx, r,
	39	+ out) — ONE bufio.Reader for the whole input; also sends a last line
	40	+ that has no newline (it used to be dropped at EOF), then closes the
	41	+ channel as before; other read errors retry as before.
	42	+ Tests (internal/agent/input_test.go): three piped lines all come
	43	+ through; one byte per read (iotest.OneByteReader) + last line without
	44	+ newline; empty input closes; a cancelled context stops the reader.
	45	+ Live: `printf '/memory logs\n/memory port\n/sessions' \| mm agent.yaml`
	46	+ runs all three and exits at EOF; through a pty, two typed lines both
	47	+ run and Ctrl-C at the prompt still prints Goodbye and quits.
	48	+ go test ./... green, gofmt/vet clean.

++# Managed by IssueSpec. Hand edits are welcome; keep the schema valid.
++id: 103
++title: Line mode reads only the first of several piped lines
++state: closed
++author:
++  name: k33g
++  email: ph.charriere@gmail.com
++createdAt: 2026-10-20T17:00:00.000Z
++updatedAt: 2026-10-20T17:00:00.000Z
++labels:
++  - kind::bug
++related:
++  - 48
++body: |
++  Found while measuring demos/memory-search (ticket 48). In the line mode
++  (the REPL, no -tui, no -acp), several lines arriving at once are lost but
++  the first:
++
++      printf '/memory logs\n/memory port\n/quit\n' | mm agent.yaml
++      mm agent.yaml < commands.txt
++
++  run /memory logs and nothing else. Typing at the keyboard is not affected:
++  the terminal hands over one line per Enter. The window (-tui), ACP and
++  `mm -p` do not use this code.
++
++  Cause: internal/agent/agent.go made a NEW bufio.Reader for every line. A
++  bufio.Reader reads ahead (up to 4 KB); the first one took all the piped
++  lines, returned the first, and was dropped with the rest in its buffer.
++tasks: []
++comments:
++  - id: 1
++    author:
++      name: k33g
++      email: ph.charriere@gmail.com
++    createdAt: 2026-10-20T17:00:00.000Z
++    body: |
++      Fixed on feature/memory-search (user's request: "corrige directement").
++      internal/agent/agent.go: the reader goroutine is now readInput(ctx, r,
++      out) — ONE bufio.Reader for the whole input; also sends a last line
++      that has no newline (it used to be dropped at EOF), then closes the
++      channel as before; other read errors retry as before.
++      Tests (internal/agent/input_test.go): three piped lines all come
++      through; one byte per read (iotest.OneByteReader) + last line without
++      newline; empty input closes; a cancelled context stops the reader.
++      Live: `printf '/memory logs\n/memory port\n/sessions' | mm agent.yaml`
++      runs all three and exits at EOF; through a pty, two typed lines both
++      run and Ctrl-C at the prompt still prints Goodbye and quits.
++      go test ./... green, gofmt/vet clean.

modified README.md +2 -0 Viewed

@@ -121,6 +121,7 @@ Anything that speaks ACP can host `mm -acp` the same way: JetBrains IDEs (In
121	121	- Plans: the built-in `plan` tool lets the agent turn a list of tasks into a tracked plan and show its progress after each answer. See [Manage plans and tasks](docs/en/how-to/manage-plans-and-tasks.md).
122	122	- Save an answer: `/save` writes the last answer to a Markdown file; with `saveAnswerTool: true`, the model does it itself when you ask in your own words (`save_answer`). Never overwrites a file. See [Save an answer to a file](docs/en/how-to/save-an-answer.md).
123	123	- Unload a model: `/unload [model]` frees a model from the server's memory — in the terminal, the window and an editor —, and the `unload_model` tool lets the agent do it itself, e.g. on another agent's model once it has answered; llmman, Ollama and llama-server in router mode. `unloadModels: false` turns both off. See [Free a model's memory](docs/en/how-to/unload-a-model.md) and `demos/unload-models/`.
	124	+- Search earlier sessions: with sessions on, `/memory <words>` searches the project's stored conversations (`sessions.searchMemory`), and the `search_memory` tool lets the model do it when a question refers to something decided before (`sessions.autoSearchMemory`); both off by default. The search matches words, not meanings. See [Search earlier sessions](docs/en/how-to/search-earlier-sessions.md) and `demos/memory-search/`.
124	125	- Docker Sandboxes: the sandbox kit lives in its own repository, [mini-me-kit](https://rickub.com/bots-garden/mini-me-kit); `sbx/` explains how to use it (`sbx run …`), with two mixins (`go-toolchain`, `cli-tools`) and ready-made configurations — see `sbx/README.md` and [Run mini-me in a Docker Sandbox](docs/en/how-to/run-in-a-docker-sandbox.md).
125	126
126	127	## Demos
@@ -154,6 +155,7 @@ The `demos/` directory holds ready-made set-ups (most with a README explaining h
154	155	\| `demos/guard/` \| one guard model (Granite Guardian 3.2 3B-A800M on llmman) answering `Yes`/`No` to "is this question harmful?"; why its `system:` line is a risk name, not a prompt; custom risks \|
155	156	\| `demos/guards/` \| an assistant (Gemma 4 E4B) protected by seven guard agents, one per risk: a Node.js `preGeneration` hook asks them in parallel without the history, the assistant refuses or answers according to their verdicts; `displayHooks: true`; measured results \|
156	157	\| `demos/unload-models/` \| a coordinator (Qwen3.5 9B) hands programming questions to an expert (Qwen3.5 4B) with `ask_agent`, a `preAsk` hook unloads the coordinator's own model before the expert starts and a `postAsk` hook unloads the expert's once it has answered — the two models are never loaded together; `/unload` and `unload_model` on request; llmman, measured results \|
	158	+\| `demos/memory-search/` \| an assistant that remembers a project's decisions: four earlier sessions (port, storage, logs in French, deployment as a `/compact` summary), `/memory <words>` for you and the `search_memory` tool for the model; Qwen3.5 4B on llmman, measured results — including what a word search cannot find \|
157	159	\| `demos/declared-tools/` \| an ops desk with no `bash` and no skills, acting only through four tools declared under `tools:` — release, version bump, service logs, slow requests — covering every parameter type (string, enum, boolean, integer, number), a safe default (`dryRun: true`) and an optional argument; Mellum2 12B on DMR, measured results \|
158	160
159	161	## Learn more

  - **Plans**: the built-in `plan` tool lets the agent turn a list of tasks into a tracked plan and show its progress after each answer. See [Manage plans and tasks](docs/en/how-to/manage-plans-and-tasks.md).
  - **Save an answer**: `/save` writes the last answer to a Markdown file; with `saveAnswerTool: true`, the model does it itself when you ask in your own words (`save_answer`). Never overwrites a file. See [Save an answer to a file](docs/en/how-to/save-an-answer.md).
  - **Unload a model**: `/unload [model]` frees a model from the server's memory — in the terminal, the window and an editor —, and the `unload_model` tool lets the agent do it itself, e.g. on another agent's model once it has answered; llmman, Ollama and llama-server in router mode. `unloadModels: false` turns both off. See [Free a model's memory](docs/en/how-to/unload-a-model.md) and `demos/unload-models/`.
++- **Search earlier sessions**: with sessions on, `/memory <words>` searches the project's stored conversations (`sessions.searchMemory`), and the `search_memory` tool lets the model do it when a question refers to something decided before (`sessions.autoSearchMemory`); both off by default. The search matches words, not meanings. See [Search earlier sessions](docs/en/how-to/search-earlier-sessions.md) and `demos/memory-search/`.
  - **Docker Sandboxes**: the sandbox kit lives in its own repository, [mini-me-kit](https://rickub.com/bots-garden/mini-me-kit); `sbx/` explains how to use it (`sbx run …`), with two mixins (`go-toolchain`, `cli-tools`) and ready-made configurations — see `sbx/README.md` and [Run mini-me in a Docker Sandbox](docs/en/how-to/run-in-a-docker-sandbox.md).
  ## Demos
  | `demos/guard/` | one guard model (Granite Guardian 3.2 3B-A800M on llmman) answering `Yes`/`No` to "is this question harmful?"; why its `system:` line is a risk name, not a prompt; custom risks |
  | `demos/guards/` | an assistant (Gemma 4 E4B) protected by seven guard agents, one per risk: a Node.js `preGeneration` hook asks them in parallel without the history, the assistant refuses or answers according to their verdicts; `displayHooks: true`; measured results |
  | `demos/unload-models/` | a coordinator (Qwen3.5 9B) hands programming questions to an expert (Qwen3.5 4B) with `ask_agent`, a `preAsk` hook unloads the coordinator's own model before the expert starts and a `postAsk` hook unloads the expert's once it has answered — the two models are never loaded together; `/unload` and `unload_model` on request; llmman, measured results |
++| `demos/memory-search/` | an assistant that remembers a project's decisions: four earlier sessions (port, storage, logs in French, deployment as a `/compact` summary), `/memory <words>` for you and the `search_memory` tool for the model; Qwen3.5 4B on llmman, measured results — including what a word search cannot find |
  | `demos/declared-tools/` | an ops desk with no `bash` and no skills, acting only through four tools declared under `tools:` — release, version bump, service logs, slow requests — covering every parameter type (string, enum, boolean, integer, number), a safe default (`dryRun: true`) and an optional argument; Mellum2 12B on DMR, measured results |
  ## Learn more

added demos/memory-search/README.en.md +75 -0 Viewed

new file mode 100644
@@ -0,0 +1,75 @@
	1	+# mini-me demo: searching earlier sessions
	2	+
	3	+[Version française](README.fr.md)
	4	+
	5	+Bob helps build bookshelf, a small Go web app. The project already has four earlier conversations, in which the API port, the storage, the logs and the deployment were decided. Bob does not remember them — each start is a new session — but he can search them: you with `/memory <words>`, Bob himself with the `search_memory` tool. The model is Qwen3.5 4B, served by [llmman](https://github.com/llmmanorg/llmman).
	6	+
	7	+## What is here
	8	+
	9	+\| File \| Role \|
	10	+\|---\|---\|
	11	+\| `agent.yaml` \| Bob: sessions on, `searchMemory: true` (the `/memory` command), `autoSearchMemory: true` (the `search_memory` tool), `write_file` to show the decisions being used. No `bash`. \|
	12	+\| `seed/` \| The four earlier sessions, as mm writes them: the API port and the module (EN), the storage and the migrations (EN), the logs and the HTTP errors (FR), the deployment as a `/compact` summary (EN). \|
	13	+\| `reset.sh` \| Copies `seed/` to `.mm/sessions/` (git-ignored) and removes the `*.go` files the agent wrote. Run it before the demo, and again to start over: every run adds its own session. \|
	14	+
	15	+## Run the demo
	16	+
	17	+```bash
	18	+llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M
	19	+cd demos/memory-search
	20	+./reset.sh
	21	+mm -tui agent.yaml
	22	+```
	23	+
	24	+Search by hand:
	25	+
	26	+```text
	27	+/memory storage sqlite
	28	+```
	29	+
	30	+```text
	31	+🔎 2 hit(s) for "storage sqlite" in …/demos/memory-search/.mm/sessions
	32	+20261008-140000-b2c3d4e5 · 2026-10-08 14:35 · turn 1 · question
	33	+ Postgres or SQLite for the storage?
	34	+ → SQLite: one user, nothing to run beside the app. The file is data/bookshelf.db, opened with modernc.org/sqlite (pure Go, no cgo).
	35	+20261015-163000-d4e5f6a7 · 2026-10-15 17:20 · turn 1 · summary
	36	+ …oxy to 127.0.0.1:8417. - Backups: a nightly cron copies data/bookshelf.db with `sqlite3 .backup` to /var/backups/bookshelf/, 14 days kept.
	37	+```
	38	+
	39	+Then ask Bob, who searches by himself:
	40	+
	41	+```text
	42	+Which port did we choose for the API?
	43	+Write config.go with the constants we decided before: the API port and the database file.
	44	+How do we deploy bookshelf, and where are the backups?
	45	+Quel format de logs avait-on choisi ?
	46	+```
	47	+
	48	+In the terminal each search shows as `🔎 search_memory: "<words>"` followed by its hits.
	49	+
	50	+## Measured results (2026-10-20, `mm -p`, llmman)
	51	+
	52	+Qwen3.5 4B Q4_K_M, `temperature: 0`, thinking off, this `agent.yaml`, a fresh copy of the demo after `./reset.sh` for every run. Three runs per question; identical results each time.
	53	+
	54	+\| Question \| Searched \| Result \| \|
	55	+\|---\|---\|---\|---\|
	56	+\| Which port did we choose for the API? \| `API port` \| 8417, and why (8080 is the admin UI) \| 3/3 \|
	57	+\| Write config.go with the constants we decided before: the API port and the database file. \| `API port database file config` \| `config.go` written with `8417` and `data/bookshelf.db` \| 3/3 \|
	58	+\| How do we deploy bookshelf, and where are the backups? \| `deploy bookshelf backups` \| binary + scp + systemd + Caddy; nightly backup to `/var/backups/bookshelf/`, 14 days — from the `/compact` summary \| 3/3 \|
	59	+\| Quel format de logs avait-on choisi ? \| `format logs` \| slog in JSON on stdout, `BOOKSHELF_DEBUG=1`, answered in French \| 3/3 \|
	60	+\| Comment gère-t-on les migrations du schéma ? \| `migrations schéma` \| numbered SQL files in `migrations/`, `schema_version` table — a French question found an English session: `migrations` is the same word, and `schéma` finds `schema_version` (accents do not count) \| 3/3 \|
	61	+\| Quelle base de données avait-on choisie ? \| `base de données choisie`, `database choice`, `database` \| "I find nothing about it" — not found: the session says storage and SQLite, never database. Nothing invented. \| 3/3 \|
	62	+\| Bonjour, qui es-tu ? \| — \| a one-line answer in French, no search \| 3/3 \|
	63	+\| What does defer do in Go? One sentence. \| — \| answered directly, no search \| 3/3 \|
	64	+
	65	+1 to 11 s per question, model loaded.
	66	+
	67	+## Good to know
	68	+
	69	+- The search matches words, not meanings. A question in another language than the session, or with other words for the same thing, finds nothing (the database question above). Ask with the words that were written, or search yourself with `/memory` — `/memory sqlite` finds it at once. When the tool finds nothing, its output tells the model to try synonyms or English; here it did (`database`), and then said it did not know, as `agent.yaml` asks.
	70	+- A question comes back with its answer. A hit on a question shows the answer its turn ended on (`→ …`): "Quel format pour les logs ?" alone would say what was asked, not what was decided.
	71	+- The conversation in progress is never a hit: Bob already reads it.
	72	+- Each key on its own. `searchMemory` gives you `/memory`; `autoSearchMemory` gives Bob `search_memory`. Both need `sessions.enabled: true`, both are off by default.
	73	+- What the prompt had to say. Without "do not only show the code", Bob printed `config.go` instead of writing it (3/3). Without examples like "how do we handle…", "Comment gère-t-on les migrations ?" was answered from general knowledge, without a search (3/3). French examples in the prompt made Bob answer an English question in French (3/3): the examples are in English.
	74	+
	75	+See also: [How to search earlier sessions](../../docs/en/how-to/search-earlier-sessions.md), [`search_memory`](../../docs/en/reference/tools.md#search_memory).

++# mini-me demo: searching earlier sessions
++
++*[Version française](README.fr.md)*
++
++Bob helps build **bookshelf**, a small Go web app. The project already has four earlier conversations, in which the API port, the storage, the logs and the deployment were decided. Bob does not remember them — each start is a new session — but he can search them: you with `/memory <words>`, Bob himself with the `search_memory` tool. The model is Qwen3.5 4B, served by [llmman](https://github.com/llmmanorg/llmman).
++
++## What is here
++
++| File | Role |
++|---|---|
++| `agent.yaml` | Bob: sessions on, `searchMemory: true` (the `/memory` command), `autoSearchMemory: true` (the `search_memory` tool), `write_file` to show the decisions being used. No `bash`. |
++| `seed/` | The four earlier sessions, as mm writes them: the API port and the module (EN), the storage and the migrations (EN), the logs and the HTTP errors (FR), the deployment as a `/compact` summary (EN). |
++| `reset.sh` | Copies `seed/` to `.mm/sessions/` (git-ignored) and removes the `*.go` files the agent wrote. Run it before the demo, and again to start over: every run adds its own session. |
++
++## Run the demo
++
++```bash
++llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M
++cd demos/memory-search
++./reset.sh
++mm -tui agent.yaml
++```
++
++Search by hand:
++
++```text
++/memory storage sqlite
++```
++
++```text
++🔎 2 hit(s) for "storage sqlite" in …/demos/memory-search/.mm/sessions
++20261008-140000-b2c3d4e5 · 2026-10-08 14:35 · turn 1 · question
++   Postgres or SQLite for the storage?
++   → SQLite: one user, nothing to run beside the app. The file is data/bookshelf.db, opened with modernc.org/sqlite (pure Go, no cgo).
++20261015-163000-d4e5f6a7 · 2026-10-15 17:20 · turn 1 · summary
++   …oxy to 127.0.0.1:8417. - Backups: a nightly cron copies data/bookshelf.db with `sqlite3 .backup` to /var/backups/bookshelf/, 14 days kept.
++```
++
++Then ask Bob, who searches by himself:
++
++```text
++Which port did we choose for the API?
++Write config.go with the constants we decided before: the API port and the database file.
++How do we deploy bookshelf, and where are the backups?
++Quel format de logs avait-on choisi ?
++```
++
++In the terminal each search shows as `🔎 search_memory: "<words>"` followed by its hits.
++
++## Measured results (2026-10-20, `mm -p`, llmman)
++
++Qwen3.5 4B Q4_K_M, `temperature: 0`, thinking off, this `agent.yaml`, a fresh copy of the demo after `./reset.sh` for every run. Three runs per question; identical results each time.
++
++| Question | Searched | Result | |
++|---|---|---|---|
++| Which port did we choose for the API? | `API port` | 8417, and why (8080 is the admin UI) | 3/3 |
++| Write config.go with the constants we decided before: the API port and the database file. | `API port database file config` | `config.go` written with `8417` and `data/bookshelf.db` | 3/3 |
++| How do we deploy bookshelf, and where are the backups? | `deploy bookshelf backups` | binary + scp + systemd + Caddy; nightly backup to `/var/backups/bookshelf/`, 14 days — from the `/compact` summary | 3/3 |
++| Quel format de logs avait-on choisi ? | `format logs` | slog in JSON on stdout, `BOOKSHELF_DEBUG=1`, answered in French | 3/3 |
++| Comment gère-t-on les migrations du schéma ? | `migrations schéma` | numbered SQL files in `migrations/`, `schema_version` table — a French question found an English session: `migrations` is the same word, and `schéma` finds `schema_version` (accents do not count) | 3/3 |
++| Quelle base de données avait-on choisie ? | `base de données choisie`, `database choice`, `database` | "I find nothing about it" — **not found**: the session says *storage* and *SQLite*, never *database*. Nothing invented. | 3/3 |
++| Bonjour, qui es-tu ? | — | a one-line answer in French, no search | 3/3 |
++| What does defer do in Go? One sentence. | — | answered directly, no search | 3/3 |
++
++1 to 11 s per question, model loaded.
++
++## Good to know
++
++- **The search matches words, not meanings.** A question in another language than the session, or with other words for the same thing, finds nothing (the database question above). Ask with the words that were written, or search yourself with `/memory` — `/memory sqlite` finds it at once. When the tool finds nothing, its output tells the model to try synonyms or English; here it did (`database`), and then said it did not know, as `agent.yaml` asks.
++- **A question comes back with its answer.** A hit on a question shows the answer its turn ended on (`→ …`): "Quel format pour les logs ?" alone would say what was asked, not what was decided.
++- **The conversation in progress is never a hit**: Bob already reads it.
++- **Each key on its own.** `searchMemory` gives you `/memory`; `autoSearchMemory` gives Bob `search_memory`. Both need `sessions.enabled: true`, both are off by default.
++- **What the prompt had to say.** Without "do not only show the code", Bob printed `config.go` instead of writing it (3/3). Without examples like "how do we handle…", "Comment gère-t-on les migrations ?" was answered from general knowledge, without a search (3/3). French examples in the prompt made Bob answer an English question in French (3/3): the examples are in English.
++
++See also: [How to search earlier sessions](../../docs/en/how-to/search-earlier-sessions.md), [`search_memory`](../../docs/en/reference/tools.md#search_memory).

added demos/memory-search/README.fr.md +75 -0 Viewed

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@@ -0,0 +1,75 @@
	1	+# Démo mini-me : chercher dans les sessions précédentes
	2	+
	3	+[English version](README.en.md)
	4	+
	5	+Bob aide à construire bookshelf, une petite application web en Go. Le projet compte déjà quatre conversations, dans lesquelles ont été décidés le port de l'API, le stockage, les logs et le déploiement. Bob ne s'en souvient pas — chaque lancement est une nouvelle session — mais il peut les fouiller : vous avec `/memory <mots>`, Bob lui-même avec l'outil `search_memory`. Le modèle est Qwen3.5 4B, servi par [llmman](https://github.com/llmmanorg/llmman).
	6	+
	7	+## Contenu
	8	+
	9	+\| Fichier \| Rôle \|
	10	+\|---\|---\|
	11	+\| `agent.yaml` \| Bob : sessions activées, `searchMemory: true` (la commande `/memory`), `autoSearchMemory: true` (l'outil `search_memory`), `write_file` pour montrer les décisions en action. Pas de `bash`. \|
	12	+\| `seed/` \| Les quatre sessions précédentes, telles que mm les écrit : le port de l'API et le module (EN), le stockage et les migrations (EN), les logs et les erreurs HTTP (FR), le déploiement sous forme de résumé `/compact` (EN). \|
	13	+\| `reset.sh` \| Copie `seed/` dans `.mm/sessions/` (ignoré par git) et supprime les fichiers `*.go` écrits par l'agent. À lancer avant la démo, puis à nouveau pour repartir de zéro : chaque exécution ajoute sa propre session. \|
	14	+
	15	+## Lancer la démo
	16	+
	17	+```bash
	18	+llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M
	19	+cd demos/memory-search
	20	+./reset.sh
	21	+mm -tui agent.yaml
	22	+```
	23	+
	24	+Chercher à la main :
	25	+
	26	+```text
	27	+/memory storage sqlite
	28	+```
	29	+
	30	+```text
	31	+🔎 2 hit(s) for "storage sqlite" in …/demos/memory-search/.mm/sessions
	32	+20261008-140000-b2c3d4e5 · 2026-10-08 14:35 · turn 1 · question
	33	+ Postgres or SQLite for the storage?
	34	+ → SQLite: one user, nothing to run beside the app. The file is data/bookshelf.db, opened with modernc.org/sqlite (pure Go, no cgo).
	35	+20261015-163000-d4e5f6a7 · 2026-10-15 17:20 · turn 1 · summary
	36	+ …oxy to 127.0.0.1:8417. - Backups: a nightly cron copies data/bookshelf.db with `sqlite3 .backup` to /var/backups/bookshelf/, 14 days kept.
	37	+```
	38	+
	39	+Puis demander à Bob, qui cherche tout seul :
	40	+
	41	+```text
	42	+Which port did we choose for the API?
	43	+Write config.go with the constants we decided before: the API port and the database file.
	44	+How do we deploy bookshelf, and where are the backups?
	45	+Quel format de logs avait-on choisi ?
	46	+```
	47	+
	48	+Dans le terminal, chaque recherche s'affiche sous la forme `🔎 search_memory: "<mots>"` suivie de ses résultats.
	49	+
	50	+## Résultats mesurés (2026-10-20, `mm -p`, llmman)
	51	+
	52	+Qwen3.5 4B Q4_K_M, `temperature: 0`, réflexion désactivée, cet `agent.yaml`, une copie neuve de la démo après `./reset.sh` à chaque exécution. Trois exécutions par question ; résultats identiques à chaque fois.
	53	+
	54	+\| Question \| Recherché \| Résultat \| \|
	55	+\|---\|---\|---\|---\|
	56	+\| Which port did we choose for the API? \| `API port` \| 8417, et pourquoi (8080 est l'interface d'administration) \| 3/3 \|
	57	+\| Write config.go with the constants we decided before: the API port and the database file. \| `API port database file config` \| `config.go` écrit avec `8417` et `data/bookshelf.db` \| 3/3 \|
	58	+\| How do we deploy bookshelf, and where are the backups? \| `deploy bookshelf backups` \| binaire + scp + systemd + Caddy ; sauvegarde nocturne vers `/var/backups/bookshelf/`, 14 jours — tiré du résumé `/compact` \| 3/3 \|
	59	+\| Quel format de logs avait-on choisi ? \| `format logs` \| slog en JSON sur la sortie standard, `BOOKSHELF_DEBUG=1`, réponse en français \| 3/3 \|
	60	+\| Comment gère-t-on les migrations du schéma ? \| `migrations schéma` \| fichiers SQL numérotés dans `migrations/`, table `schema_version` — une question en français a trouvé une session en anglais : `migrations` est le même mot, et `schéma` trouve `schema_version` (les accents ne comptent pas) \| 3/3 \|
	61	+\| Quelle base de données avait-on choisie ? \| `base de données choisie`, `database choice`, `database` \| « je ne trouve rien » — pas trouvé : la session dit storage et SQLite, jamais database. Rien d'inventé. \| 3/3 \|
	62	+\| Bonjour, qui es-tu ? \| — \| une réponse d'une ligne en français, sans recherche \| 3/3 \|
	63	+\| What does defer do in Go? One sentence. \| — \| réponse directe, sans recherche \| 3/3 \|
	64	+
	65	+De 1 à 11 s par question, modèle chargé.
	66	+
	67	+## Bon à savoir
	68	+
	69	+- La recherche porte sur les mots, pas sur le sens. Une question dans une autre langue que la session, ou avec d'autres mots pour la même chose, ne trouve rien (la question sur la base de données ci-dessus). Posez la question avec les mots qui ont été écrits, ou cherchez vous-même avec `/memory` — `/memory sqlite` la trouve aussitôt. Quand l'outil ne trouve rien, sa sortie invite le modèle à essayer des synonymes ou l'anglais ; ici il l'a fait (`database`), puis a dit qu'il ne savait pas, comme le demande `agent.yaml`.
	70	+- Une question revient avec sa réponse. Un résultat sur une question montre la réponse sur laquelle son tour s'est terminé (`→ …`) : « Quel format pour les logs ? » seule dirait ce qui a été demandé, pas ce qui a été décidé.
	71	+- La conversation en cours n'est jamais un résultat : Bob la lit déjà.
	72	+- Chaque clé séparément. `searchMemory` vous donne `/memory` ; `autoSearchMemory` donne `search_memory` à Bob. Les deux demandent `sessions.enabled: true`, les deux sont désactivées par défaut.
	73	+- Ce que le prompt a dû dire. Sans « do not only show the code », Bob affichait `config.go` au lieu de l'écrire (3/3). Sans exemples comme « how do we handle… », « Comment gère-t-on les migrations ? » recevait une réponse de culture générale, sans recherche (3/3). Des exemples en français dans le prompt faisaient répondre Bob en français à une question en anglais (3/3) : les exemples sont en anglais.
	74	+
	75	+Voir aussi : [Chercher dans les sessions précédentes](../../docs/fr/how-to/search-earlier-sessions.md), [`search_memory`](../../docs/fr/reference/tools.md#search_memory).

++# Démo mini-me : chercher dans les sessions précédentes
++
++*[English version](README.en.md)*
++
++Bob aide à construire **bookshelf**, une petite application web en Go. Le projet compte déjà quatre conversations, dans lesquelles ont été décidés le port de l'API, le stockage, les logs et le déploiement. Bob ne s'en souvient pas — chaque lancement est une nouvelle session — mais il peut les fouiller : vous avec `/memory <mots>`, Bob lui-même avec l'outil `search_memory`. Le modèle est Qwen3.5 4B, servi par [llmman](https://github.com/llmmanorg/llmman).
++
++## Contenu
++
++| Fichier | Rôle |
++|---|---|
++| `agent.yaml` | Bob : sessions activées, `searchMemory: true` (la commande `/memory`), `autoSearchMemory: true` (l'outil `search_memory`), `write_file` pour montrer les décisions en action. Pas de `bash`. |
++| `seed/` | Les quatre sessions précédentes, telles que mm les écrit : le port de l'API et le module (EN), le stockage et les migrations (EN), les logs et les erreurs HTTP (FR), le déploiement sous forme de résumé `/compact` (EN). |
++| `reset.sh` | Copie `seed/` dans `.mm/sessions/` (ignoré par git) et supprime les fichiers `*.go` écrits par l'agent. À lancer avant la démo, puis à nouveau pour repartir de zéro : chaque exécution ajoute sa propre session. |
++
++## Lancer la démo
++
++```bash
++llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M
++cd demos/memory-search
++./reset.sh
++mm -tui agent.yaml
++```
++
++Chercher à la main :
++
++```text
++/memory storage sqlite
++```
++
++```text
++🔎 2 hit(s) for "storage sqlite" in …/demos/memory-search/.mm/sessions
++20261008-140000-b2c3d4e5 · 2026-10-08 14:35 · turn 1 · question
++   Postgres or SQLite for the storage?
++   → SQLite: one user, nothing to run beside the app. The file is data/bookshelf.db, opened with modernc.org/sqlite (pure Go, no cgo).
++20261015-163000-d4e5f6a7 · 2026-10-15 17:20 · turn 1 · summary
++   …oxy to 127.0.0.1:8417. - Backups: a nightly cron copies data/bookshelf.db with `sqlite3 .backup` to /var/backups/bookshelf/, 14 days kept.
++```
++
++Puis demander à Bob, qui cherche tout seul :
++
++```text
++Which port did we choose for the API?
++Write config.go with the constants we decided before: the API port and the database file.
++How do we deploy bookshelf, and where are the backups?
++Quel format de logs avait-on choisi ?
++```
++
++Dans le terminal, chaque recherche s'affiche sous la forme `🔎 search_memory: "<mots>"` suivie de ses résultats.
++
++## Résultats mesurés (2026-10-20, `mm -p`, llmman)
++
++Qwen3.5 4B Q4_K_M, `temperature: 0`, réflexion désactivée, cet `agent.yaml`, une copie neuve de la démo après `./reset.sh` à chaque exécution. Trois exécutions par question ; résultats identiques à chaque fois.
++
++| Question | Recherché | Résultat | |
++|---|---|---|---|
++| Which port did we choose for the API? | `API port` | 8417, et pourquoi (8080 est l'interface d'administration) | 3/3 |
++| Write config.go with the constants we decided before: the API port and the database file. | `API port database file config` | `config.go` écrit avec `8417` et `data/bookshelf.db` | 3/3 |
++| How do we deploy bookshelf, and where are the backups? | `deploy bookshelf backups` | binaire + scp + systemd + Caddy ; sauvegarde nocturne vers `/var/backups/bookshelf/`, 14 jours — tiré du résumé `/compact` | 3/3 |
++| Quel format de logs avait-on choisi ? | `format logs` | slog en JSON sur la sortie standard, `BOOKSHELF_DEBUG=1`, réponse en français | 3/3 |
++| Comment gère-t-on les migrations du schéma ? | `migrations schéma` | fichiers SQL numérotés dans `migrations/`, table `schema_version` — une question en français a trouvé une session en anglais : `migrations` est le même mot, et `schéma` trouve `schema_version` (les accents ne comptent pas) | 3/3 |
++| Quelle base de données avait-on choisie ? | `base de données choisie`, `database choice`, `database` | « je ne trouve rien » — **pas trouvé** : la session dit *storage* et *SQLite*, jamais *database*. Rien d'inventé. | 3/3 |
++| Bonjour, qui es-tu ? | — | une réponse d'une ligne en français, sans recherche | 3/3 |
++| What does defer do in Go? One sentence. | — | réponse directe, sans recherche | 3/3 |
++
++De 1 à 11 s par question, modèle chargé.
++
++## Bon à savoir
++
++- **La recherche porte sur les mots, pas sur le sens.** Une question dans une autre langue que la session, ou avec d'autres mots pour la même chose, ne trouve rien (la question sur la base de données ci-dessus). Posez la question avec les mots qui ont été écrits, ou cherchez vous-même avec `/memory` — `/memory sqlite` la trouve aussitôt. Quand l'outil ne trouve rien, sa sortie invite le modèle à essayer des synonymes ou l'anglais ; ici il l'a fait (`database`), puis a dit qu'il ne savait pas, comme le demande `agent.yaml`.
++- **Une question revient avec sa réponse.** Un résultat sur une question montre la réponse sur laquelle son tour s'est terminé (`→ …`) : « Quel format pour les logs ? » seule dirait ce qui a été demandé, pas ce qui a été décidé.
++- **La conversation en cours n'est jamais un résultat** : Bob la lit déjà.
++- **Chaque clé séparément.** `searchMemory` vous donne `/memory` ; `autoSearchMemory` donne `search_memory` à Bob. Les deux demandent `sessions.enabled: true`, les deux sont désactivées par défaut.
++- **Ce que le prompt a dû dire.** Sans « do not only show the code », Bob affichait `config.go` au lieu de l'écrire (3/3). Sans exemples comme « how do we handle… », « Comment gère-t-on les migrations ? » recevait une réponse de culture générale, sans recherche (3/3). Des exemples en français dans le prompt faisaient répondre Bob en français à une question en anglais (3/3) : les exemples sont en anglais.
++
++Voir aussi : [Chercher dans les sessions précédentes](../../docs/fr/how-to/search-earlier-sessions.md), [`search_memory`](../../docs/fr/reference/tools.md#search_memory).

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	1	+# Memory search — an assistant that remembers what was decided in the
	2	+# project's earlier conversations:
	3	+#
	4	+# /memory <words> the user's search through the stored sessions
	5	+# (sessions.searchMemory)
	6	+# search_memory the same search, called by the model when a question
	7	+# refers to something decided before
	8	+# (sessions.autoSearchMemory)
	9	+#
	10	+# The project is "bookshelf", a small Go web app; seed/ holds four earlier
	11	+# sessions (the API port, the storage, the logs — in French —, the
	12	+# deployment as a /compact summary). reset.sh copies them to .mm/sessions.
	13	+#
	14	+# llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M
	15	+# llmman serve
	16	+#
	17	+# cd demos/memory-search
	18	+# ./reset.sh
	19	+# mm -tui agent.yaml or mm -p "…" agent.yaml
	20	+
	21	+provider: llmman
	22	+model: hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M
	23	+baseUrl: http://127.0.0.1:17434/v1
	24	+fallback: http://host.docker.internal:17434/v1
	25	+contextWindow: 16384
	26	+
	27	+sessions:
	28	+ enabled: true
	29	+ dir: .mm/sessions
	30	+ # /memory <words>, for you.
	31	+ searchMemory: true
	32	+ # search_memory, for the model.
	33	+ autoSearchMemory: true
	34	+
	35	+# Writing files (config.go…) is enough to show the decisions being used; no
	36	+# bash, so the model cannot wander off grepping the session files.
	37	+yolo: true
	38	+bashTool: false
	39	+editTools: true
	40	+planTool: false
	41	+askUserTool: false
	42	+skillsDir: no-skills
	43	+
	44	+agentsMd:
	45	+ enabled: false
	46	+
	47	+sampling:
	48	+ temperature: 0.0
	49	+ parallel_tool_calls: false
	50	+ max_tokens: 2048
	51	+ chat_template_kwargs:
	52	+ enable_thinking: false
	53	+
	54	+maxTurns: 8
	55	+watchdogTimeout: 2m
	56	+firstTokenTimeout: 3m
	57	+displayCommands: true
	58	+
	59	+acp:
	60	+ name: bob
	61	+ title: 📚 Bob (bookshelf, with a memory)
	62	+
	63	+system: \|
	64	+ Your name is Bob. You help build bookshelf, a small Go web app, in this
	65	+ directory. When the user asks you to write or create a file, call
	66	+ write_file with the whole content; do not only show the code.
	67	+
	68	+ Earlier conversations about this project are stored. When the user refers
	69	+ to something decided or said before ("the port we chose", "like last
	70	+ time", "what did we decide for…"), or asks how THIS project does
	71	+ something ("how do we handle…", "where are…", "which … do we use"), the
	72	+ answer is a choice made for this project (port, storage, schema, logs,
	73	+ errors, deployment…): call search_memory first with the key words, then
	74	+ answer from what it found and name the session it came from. Never
	75	+ invent a decision: if search_memory finds nothing, try other words once,
	76	+ then say you do not know.
	77	+
	78	+ For anything else (a greeting, a general Go question), answer directly,
	79	+ in the user's language, without search_memory.

++# Memory search — an assistant that remembers what was decided in the
++# project's earlier conversations:
++#
++#   /memory <words>   the user's search through the stored sessions
++#                     (sessions.searchMemory)
++#   search_memory     the same search, called by the model when a question
++#                     refers to something decided before
++#                     (sessions.autoSearchMemory)
++#
++# The project is "bookshelf", a small Go web app; seed/ holds four earlier
++# sessions (the API port, the storage, the logs — in French —, the
++# deployment as a /compact summary). reset.sh copies them to .mm/sessions.
++#
++#   llmman pull hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M
++#   llmman serve
++#
++#   cd demos/memory-search
++#   ./reset.sh
++#   mm -tui agent.yaml          or   mm -p "…" agent.yaml
++
++provider: llmman
++model: hf.co/unsloth/Qwen3.5-4B-GGUF:Q4_K_M
++baseUrl: http://127.0.0.1:17434/v1
++fallback: http://host.docker.internal:17434/v1
++contextWindow: 16384
++
++sessions:
++  enabled: true
++  dir: .mm/sessions
++  # /memory <words>, for you.
++  searchMemory: true
++  # search_memory, for the model.
++  autoSearchMemory: true
++
++# Writing files (config.go…) is enough to show the decisions being used; no
++# bash, so the model cannot wander off grepping the session files.
++yolo: true
++bashTool: false
++editTools: true
++planTool: false
++askUserTool: false
++skillsDir: no-skills
++
++agentsMd:
++  enabled: false
++
++sampling:
++  temperature: 0.0
++  parallel_tool_calls: false
++  max_tokens: 2048
++  chat_template_kwargs:
++    enable_thinking: false
++
++maxTurns: 8
++watchdogTimeout: 2m
++firstTokenTimeout: 3m
++displayCommands: true
++
++acp:
++  name: bob
++  title: 📚 Bob (bookshelf, with a memory)
++
++system: |
++  Your name is Bob. You help build bookshelf, a small Go web app, in this
++  directory. When the user asks you to write or create a file, call
++  write_file with the whole content; do not only show the code.
++
++  Earlier conversations about this project are stored. When the user refers
++  to something decided or said before ("the port we chose", "like last
++  time", "what did we decide for…"), or asks how THIS project does
++  something ("how do we handle…", "where are…", "which … do we use"), the
++  answer is a choice made for this project (port, storage, schema, logs,
++  errors, deployment…): call search_memory first with the key words, then
++  answer from what it found and name the session it came from. Never
++  invent a decision: if search_memory finds nothing, try other words once,
++  then say you do not know.
++
++  For anything else (a greeting, a general Go question), answer directly,
++  in the user's language, without search_memory.

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	1	+#!/bin/sh
	2	+# reset.sh — puts the demo back as it ships: the four sessions of seed/ as the
	3	+# project's history, nothing else. Run it before the demo, and again to
	4	+# start over: every run adds its own session file, and the files the agent
	5	+# writes (*.go) are removed.
	6	+set -eu
	7	+cd "$(dirname "$0")"
	8	+rm -rf .mm
	9	+mkdir -p .mm/sessions
	10	+cp seed/*.json .mm/sessions/
	11	+rm -f ./*.go
	12	+echo "history reset: $(ls .mm/sessions \| wc -l \| tr -d ' ') stored session(s) in .mm/sessions"

++#!/bin/sh
++# reset.sh — puts the demo back as it ships: the four sessions of seed/ as the
++# project's history, nothing else. Run it before the demo, and again to
++# start over: every run adds its own session file, and the files the agent
++# writes (*.go) are removed.
++set -eu
++cd "$(dirname "$0")"
++rm -rf .mm
++mkdir -p .mm/sessions
++cp seed/*.json .mm/sessions/
++rm -f ./*.go
++echo "history reset: $(ls .mm/sessions | wc -l | tr -d ' ') stored session(s) in .mm/sessions"

added demos/memory-search/seed/20261005-091500-a1b2c3d4.json +48 -0 Viewed

new file mode 100644
@@ -0,0 +1,48 @@
	1	+{
	2	+ "id": "20261005-091500-a1b2c3d4",
	3	+ "cwd": ".",
	4	+ "createdAt": "2026-10-05T09:15:00Z",
	5	+ "updatedAt": "2026-10-05T09:40:00Z",
	6	+ "messages": [
	7	+ {
	8	+ "role": "system",
	9	+ "content": [
	10	+ {
	11	+ "text": "You are Bob, the assistant of the bookshelf project."
	12	+ }
	13	+ ]
	14	+ },
	15	+ {
	16	+ "role": "user",
	17	+ "content": [
	18	+ {
	19	+ "text": "We start bookshelf, a small Go web app to track the books I read. Which port should the API server listen on?"
	20	+ }
	21	+ ]
	22	+ },
	23	+ {
	24	+ "role": "model",
	25	+ "content": [
	26	+ {
	27	+ "text": "Let's use port 8417 for the API server: 8080 is already taken by the admin UI on your machine, and 8417 is free and easy to remember."
	28	+ }
	29	+ ]
	30	+ },
	31	+ {
	32	+ "role": "user",
	33	+ "content": [
	34	+ {
	35	+ "text": "ok, keep 8417. And the module name?"
	36	+ }
	37	+ ]
	38	+ },
	39	+ {
	40	+ "role": "model",
	41	+ "content": [
	42	+ {
	43	+ "text": "Module `github.com/k33g/bookshelf`, Go 1.26, standard library only for the HTTP side (net/http with the 1.22 routing patterns)."
	44	+ }
	45	+ ]
	46	+ }
	47	+ ]
	48	+}

++{
++  "id": "20261005-091500-a1b2c3d4",
++  "cwd": ".",
++  "createdAt": "2026-10-05T09:15:00Z",
++  "updatedAt": "2026-10-05T09:40:00Z",
++  "messages": [
++    {
++      "role": "system",
++      "content": [
++        {
++          "text": "You are Bob, the assistant of the bookshelf project."
++        }
++      ]
++    },
++    {
++      "role": "user",
++      "content": [
++        {
++          "text": "We start bookshelf, a small Go web app to track the books I read. Which port should the API server listen on?"
++        }
++      ]
++    },
++    {
++      "role": "model",
++      "content": [
++        {
++          "text": "Let's use port 8417 for the API server: 8080 is already taken by the admin UI on your machine, and 8417 is free and easy to remember."
++        }
++      ]
++    },
++    {
++      "role": "user",
++      "content": [
++        {
++          "text": "ok, keep 8417. And the module name?"
++        }
++      ]
++    },
++    {
++      "role": "model",
++      "content": [
++        {
++          "text": "Module `github.com/k33g/bookshelf`, Go 1.26, standard library only for the HTTP side (net/http with the 1.22 routing patterns)."
++        }
++      ]
++    }
++  ]
++}

added demos/memory-search/seed/20261008-140000-b2c3d4e5.json +48 -0 Viewed

new file mode 100644
@@ -0,0 +1,48 @@
	1	+{
	2	+ "id": "20261008-140000-b2c3d4e5",
	3	+ "cwd": ".",
	4	+ "createdAt": "2026-10-08T14:00:00Z",
	5	+ "updatedAt": "2026-10-08T14:35:00Z",
	6	+ "messages": [
	7	+ {
	8	+ "role": "system",
	9	+ "content": [
	10	+ {
	11	+ "text": "You are Bob, the assistant of the bookshelf project."
	12	+ }
	13	+ ]
	14	+ },
	15	+ {
	16	+ "role": "user",
	17	+ "content": [
	18	+ {
	19	+ "text": "Postgres or SQLite for the storage?"
	20	+ }
	21	+ ]
	22	+ },
	23	+ {
	24	+ "role": "model",
	25	+ "content": [
	26	+ {
	27	+ "text": "SQLite: one user, nothing to run beside the app. The file is data/bookshelf.db, opened with modernc.org/sqlite (pure Go, no cgo)."
	28	+ }
	29	+ ]
	30	+ },
	31	+ {
	32	+ "role": "user",
	33	+ "content": [
	34	+ {
	35	+ "text": "How do we handle schema changes?"
	36	+ }
	37	+ ]
	38	+ },
	39	+ {
	40	+ "role": "model",
	41	+ "content": [
	42	+ {
	43	+ "text": "Plain SQL files in migrations/, numbered: 001_init.sql, 002_add_rating.sql… applied in order at start-up, the last one applied stored in a schema_version table."
	44	+ }
	45	+ ]
	46	+ }
	47	+ ]
	48	+}

++{
++  "id": "20261008-140000-b2c3d4e5",
++  "cwd": ".",
++  "createdAt": "2026-10-08T14:00:00Z",
++  "updatedAt": "2026-10-08T14:35:00Z",
++  "messages": [
++    {
++      "role": "system",
++      "content": [
++        {
++          "text": "You are Bob, the assistant of the bookshelf project."
++        }
++      ]
++    },
++    {
++      "role": "user",
++      "content": [
++        {
++          "text": "Postgres or SQLite for the storage?"
++        }
++      ]
++    },
++    {
++      "role": "model",
++      "content": [
++        {
++          "text": "SQLite: one user, nothing to run beside the app. The file is data/bookshelf.db, opened with modernc.org/sqlite (pure Go, no cgo)."
++        }
++      ]
++    },
++    {
++      "role": "user",
++      "content": [
++        {
++          "text": "How do we handle schema changes?"
++        }
++      ]
++    },
++    {
++      "role": "model",
++      "content": [
++        {
++          "text": "Plain SQL files in migrations/, numbered: 001_init.sql, 002_add_rating.sql… applied in order at start-up, the last one applied stored in a schema_version table."
++        }
++      ]
++    }
++  ]
++}

added demos/memory-search/seed/20261012-101000-c3d4e5f6.json +48 -0 Viewed

new file mode 100644
@@ -0,0 +1,48 @@
	1	+{
	2	+ "id": "20261012-101000-c3d4e5f6",
	3	+ "cwd": ".",
	4	+ "createdAt": "2026-10-12T10:10:00Z",
	5	+ "updatedAt": "2026-10-12T10:30:00Z",
	6	+ "messages": [
	7	+ {
	8	+ "role": "system",
	9	+ "content": [
	10	+ {
	11	+ "text": "You are Bob, the assistant of the bookshelf project."
	12	+ }
	13	+ ]
	14	+ },
	15	+ {
	16	+ "role": "user",
	17	+ "content": [
	18	+ {
	19	+ "text": "Quel format pour les logs ?"
	20	+ }
	21	+ ]
	22	+ },
	23	+ {
	24	+ "role": "model",
	25	+ "content": [
	26	+ {
	27	+ "text": "log/slog en JSON sur la sortie standard, niveau info par défaut ; BOOKSHELF_DEBUG=1 passe au niveau debug. Pas de fichier de log : c'est systemd qui les garde."
	28	+ }
	29	+ ]
	30	+ },
	31	+ {
	32	+ "role": "user",
	33	+ "content": [
	34	+ {
	35	+ "text": "Et les erreurs HTTP ?"
	36	+ }
	37	+ ]
	38	+ },
	39	+ {
	40	+ "role": "model",
	41	+ "content": [
	42	+ {
	43	+ "text": "Toujours un corps JSON {\"error\": \"…\"} avec le bon code ; jamais le texte d'une erreur Go interne vers le client — on la journalise, on renvoie un message générique."
	44	+ }
	45	+ ]
	46	+ }
	47	+ ]
	48	+}

++{
++  "id": "20261012-101000-c3d4e5f6",
++  "cwd": ".",
++  "createdAt": "2026-10-12T10:10:00Z",
++  "updatedAt": "2026-10-12T10:30:00Z",
++  "messages": [
++    {
++      "role": "system",
++      "content": [
++        {
++          "text": "You are Bob, the assistant of the bookshelf project."
++        }
++      ]
++    },
++    {
++      "role": "user",
++      "content": [
++        {
++          "text": "Quel format pour les logs ?"
++        }
++      ]
++    },
++    {
++      "role": "model",
++      "content": [
++        {
++          "text": "log/slog en JSON sur la sortie standard, niveau info par défaut ; BOOKSHELF_DEBUG=1 passe au niveau debug. Pas de fichier de log : c'est systemd qui les garde."
++        }
++      ]
++    },
++    {
++      "role": "user",
++      "content": [
++        {
++          "text": "Et les erreurs HTTP ?"
++        }
++      ]
++    },
++    {
++      "role": "model",
++      "content": [
++        {
++          "text": "Toujours un corps JSON {\"error\": \"…\"} avec le bon code ; jamais le texte d'une erreur Go interne vers le client — on la journalise, on renvoie un message générique."
++        }
++      ]
++    }
++  ]
++}

added demos/memory-search/seed/20261015-163000-d4e5f6a7.json +54 -0 Viewed

Large diff collapsed to keep the page fast — load it when you need it.

modified docs/diagrams/packages.drawio +1 -1 Viewed

@@ -1,3 +1,3 @@
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@@ -27,6 +27,7 @@ This documentation is organised along the four [Diátaxis](https://diataxis.fr)
27	27	- [Add a skill](how-to/add-a-skill.md)
28	28	- [Declare a custom tool](how-to/declare-a-custom-tool.md)
29	29	- [Save an answer to a file](how-to/save-an-answer.md)
	30	+- [Search earlier sessions](how-to/search-earlier-sessions.md) — `/memory <words>`, the `search_memory` tool, `sessions.searchMemory` / `sessions.autoSearchMemory`
30	31	- [Free a model's memory](how-to/unload-a-model.md) — `/unload [model]` in every front end, the `unload_model` tool after another agent's answer, `unloadModels`
31	32	- [Measure whether the model picks the right skill](how-to/measure-skill-routing.md) — the routing eval: run it, read its table, use it as a before-and-after
32	33	- [Keep a long session inside the context window](how-to/manage-the-context-window.md)

  - [Add a skill](how-to/add-a-skill.md)
  - [Declare a custom tool](how-to/declare-a-custom-tool.md)
  - [Save an answer to a file](how-to/save-an-answer.md)
++- [Search earlier sessions](how-to/search-earlier-sessions.md) — `/memory <words>`, the `search_memory` tool, `sessions.searchMemory` / `sessions.autoSearchMemory`
  - [Free a model's memory](how-to/unload-a-model.md) — `/unload [model]` in every front end, the `unload_model` tool after another agent's answer, `unloadModels`
  - [Measure whether the model picks the right skill](how-to/measure-skill-routing.md) — the routing eval: run it, read its table, use it as a before-and-after
  - [Keep a long session inside the context window](how-to/manage-the-context-window.md)

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@@ -95,6 +95,7 @@ This guide shows how to make `mm` save every conversation of a project and get o
95	95	- Compression. A `/compact` or an automatic compression rewrites the file with the shortened history; a resumed or reloaded session starts from the summary, like the live one did. The `errors` array is left as it is.
96	96	- Errors over ACP. The editor shows the failure in its own way; the record still goes to the thread's file, and `/new` moves it to the archived conversation with the history it belongs to.
97	97	- Ask an earlier question again (window). In `mm -tui`, ↑ on the box's first row recalls the questions of this session, then of the earlier ones. See [Recall an earlier question](use-the-window-mode.md#recall-an-earlier-question).
	98	+- Search what was said before. `/memory <words>` (with `sessions.searchMemory`) and the model's `search_memory` tool (with `sessions.autoSearchMemory`). See [Search earlier sessions](search-earlier-sessions.md).
98	99	- Starting fresh on purpose. Nothing to do: every start is a new session. The old ones only come back on `/resume` or on an editor reload.
99	100
100	101	## See also

  - **Compression.** A `/compact` or an automatic compression rewrites the file with the shortened history; a resumed or reloaded session starts from the summary, like the live one did. The `errors` array is left as it is.
  - **Errors over ACP.** The editor shows the failure in its own way; the record still goes to the thread's file, and `/new` moves it to the archived conversation with the history it belongs to.
  - **Ask an earlier question again (window).** In `mm -tui`, ↑ on the box's first row recalls the questions of this session, then of the earlier ones. See [Recall an earlier question](use-the-window-mode.md#recall-an-earlier-question).
++- **Search what was said before.** `/memory <words>` (with `sessions.searchMemory`) and the model's `search_memory` tool (with `sessions.autoSearchMemory`). See [Search earlier sessions](search-earlier-sessions.md).
  - **Starting fresh on purpose.** Nothing to do: every start is a new session. The old ones only come back on `/resume` or on an editor reload.
  ## See also

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@@ -159,6 +159,7 @@ When mm is the client — an agent asking another one through `/ask`, `ask_a
159	159	\| `read` \| `read` \| `read_skill`, `read_file` \|
160	160	\| `edit` \| `edit` \| `write_file`, `edit_file` \|
161	161	\| `fetch` \| `fetch` \| `fetch_content` \|
	162	+\| `search` \| `search` \| `search_memory` \|
162	163	\| `other` \| `other` \| `ask_agent`, `ask_user` \|
163	164
164	165	## Tool call identifiers

  | `read` | `read` | `read_skill`, `read_file` |
  | `edit` | `edit` | `write_file`, `edit_file` |
  | `fetch` | `fetch` | `fetch_content` |
++| `search` | `search` | `search_memory` |
  | `other` | `other` | `ask_agent`, `ask_user` |
  ## Tool call identifiers

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