docs: refresh and simplify docs
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---
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summary: "Proposal + research notes: offline memory system for Clawd workspaces (Markdown source-of-truth + derived index)"
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summary: "Research notes: offline memory system for Clawd workspaces (Markdown source-of-truth + derived index)"
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read_when:
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- Designing workspace memory (~/clawd) beyond daily Markdown logs
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- Deciding: standalone CLI vs deep Clawdbot integration
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- Adding offline recall + reflection (retain/recall/reflect)
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---
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# Workspace Memory v2 (offline): proposal + research
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# Workspace Memory v2 (offline): research notes
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Target: Clawd-style workspace (`agent.workspace`, default `~/clawd`) where “memory” is stored as one Markdown file per day (`memory/YYYY-MM-DD.md`) plus a small set of stable files (e.g. `memory.md`, `SOUL.md`).
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@@ -171,8 +171,7 @@ Recommendation: **deep integration in Clawdbot**, but keep a separable core libr
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- reuse from other contexts (local scripts, future desktop app, etc.)
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Shape:
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- `src/memory/*` (library-ish core; pure functions + sqlite adapter)
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- [`src/commands/memory/*.ts`](https://github.com/clawdbot/clawdbot/blob/main/src/commands/memory/*.ts) (CLI glue)
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The memory tooling is intended to be a small CLI + library layer, but this is exploratory only.
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## “S-Collide” / SuCo: when to use it (research)
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@@ -196,29 +195,13 @@ Open question:
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- what’s the **best** offline embedding model for “personal assistant memory” on your machines (MacBook + Castle)?
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- if you already have Ollama: embed with a local model; otherwise ship a small embedding model in the toolchain.
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## Implementation plan (phased, shippable)
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## Smallest useful pilot
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### Phase 0: workspace conventions (no code)
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- add `bank/` files + entity pages
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- add `## Retain` convention to daily logs
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If you want a minimal, still-useful version:
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### Phase 1: `clawdbot memory index|recall` (FTS-only)
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- parse Markdown (`memory/*.md`, `bank/*.md`) into chunks
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- write to SQLite: `facts`, `entities`, `fact_entities`, `opinions`
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- FTS5 table over `facts.content`
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- `recall` returns citations (path + line) + trimmed content budget
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### Phase 2: entity summaries + opinion tracking
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- `reflect` updates `bank/entities/*.md`
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- opinion confidence updates with evidence pointers (no embeddings required yet)
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### Phase 3: semantic recall (offline embeddings)
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- compute embeddings during indexing (incremental)
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- retrieval = `hybrid(FTS, vector)` with simple fusion
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### Phase 4: “graph-ish” traversal (still simple)
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- entity links enable multi-hop: “related to Peter via warelay”
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- optional: “topic” nodes, lightweight edges (not a full KG)
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- Add `bank/` entity pages and a `## Retain` section in daily logs.
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- Use SQLite FTS for recall with citations (path + line numbers).
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- Add embeddings only if recall quality or scale demands it.
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## References
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