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KeiSeiKit-1.0/_primitives
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Parfii-bot 9ba283c364 feat(kei-buddy): conversational LLM-driven flow + kei-sage retrieval (graph-RAG) 
Replaces the rigid FSM after Intro/AskLanguage with a single LLM call per
turn that sees:
  * persona (what's already known — slots not re-asked)
  * recent 10 chat_log messages (history)
  * top-5 kei-sage atoms relevant to user_text (graph-RAG, not embeddings)
  * raw user_text

LLM returns JSON {slot_updates, response_text, done, focus} which drives
the next state + persona patch + reply. No embeddings, no vector store —
kei-sage's FTS5 + Obsidian-style atom graph is the retrieval layer.

New files:
  * src/retrieval.rs (101 LOC) — retrieve_context(chat_log, topics,
    chat_id, query, history_n, atoms_k) -> RetrievalContext
  * src/conversational.rs (157 LOC) — conversational_step
    (state, persona, context, text, extractor, lang) -> StepOutput

Modified:
  * src/serve.rs::run_fsm — branch on state: Intro/AskLanguage still go
    through legacy handle_step (jump-start); everything else routes to
    conversational_step with retrieval context.
  * src/lib.rs — module declarations.

Tests (5 new, 60 total passing):
  * parses_well_formed_llm_response
  * done_true_transitions_to_ready
  * invalid_json_falls_back_gracefully
  * retrieve_returns_empty_on_empty_stores
  * retrieve_finds_seeded_data

Verify:
  * cargo check -p kei-buddy: PASS
  * cargo test -p kei-buddy --lib: 60/0 (was 55, +5)

Why graph-RAG instead of embeddings: kei-sage already in tree (atoms +
edges + BFS + PageRank + FTS5). Explicit edges (message → topic →
contact) beat opaque cosine similarity for personal-assistant memory
where relationships are typed. No sqlite-vec dep, no embedding cost.

NOT deployed yet — needs server rebuild.
2026-05-12 19:00:27 +08:00
..
_rust feat(kei-buddy): conversational LLM-driven flow + kei-sage retrieval (graph-RAG) 2026-05-12 19:00:27 +08:00
templates fix(kei-conflict-scan): close 3 backlog bugs + Phase C draft emission 2026-05-12 18:30:01 +08:00
design-scrape.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
figma-tokens.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
frontend-inspect.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
harden-base.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
kei-ci-lint.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
kei-docs-scaffold.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
kei-doctor.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
kei-sleep-queue.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
kei-sleep-setup.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
kei-sleep-sync.sh feat(sleep-sync): mirror time-metrics + ledger snapshots, surface in Phase B report 2026-05-02 04:02:28 +08:00
live-preview.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
log-ship.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
MANIFEST.toml KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
metrics-scrape.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
provision-hetzner.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
provision-vultr.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
README.md KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
screenshot-decode.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
tomd.sh KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00

README.md

_primitives — first-class building blocks

_primitives/ holds standalone utilities that agents, hooks, and skills (including /compose-solution) depend on. Unlike _blocks/ (behavioral markdown) or _manifests/ (agent TOML), primitives are executable shell programs installed at $HOME/.claude/agents/_primitives/ by install.sh.

Current primitives

Primitive Purpose Invocation
tomd.sh Universal non-native-format → markdown converter (PDF, DOCX, XLSX, PPTX, CSV, images, code). ~/.claude/agents/_primitives/tomd.sh <file>

tomd.sh is a first-class primitive. Universal non-native-format → markdown converter with configurable cache directory (KEISEI_TOMD_CACHE) and KeiSeiKit-style error tags ([tomd]).

Hook integration

hooks/tomd-preread.sh is a PreToolUse(Read) hook that auto-redirects Claude to the converted markdown when a Read targets .docx / .doc / .xlsx / .pptx / .csv. Cached under $KEISEI_TOMD_CACHE (default /tmp/keisei-tomd-cache).

/compose-solution discovery

Phase 3 prior-art sweep greps _primitives/ alongside _blocks/, _manifests/, skills/, _bridges/, hooks/. If a user task involves file-format parsing, the meta-composer surfaces tomd automatically — reuse over rewrite (RULE "No Patching").