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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
..
.cargo perf(ci): P1+P2 — thin-LTO + cu=16 + mold linker (~17min → ~4-5min) 2026-05-04 01:32:29 +08:00
firewall-diff chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
frustration-matrix chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-agent-runtime chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-artifact chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-atom-discovery chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-auth chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-auth-apple chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-auth-google fix(auth): Google OIDC account-takeover (CVE-2023-7028 class) — email_verified gate + sub as user_id + id_token cross-check 2026-05-03 15:38:53 +08:00
kei-auth-magiclink fix(security): cortex /term env_clear + bind guard, agent-stub-scan stdin, magiclink revoke 2026-05-03 15:38:23 +08:00
kei-auth-webauthn chore: strip dangling sibling refs from Cargo.toml descriptions 2026-05-03 15:37:33 +08:00
kei-backend-daytona chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-brain-view chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-buddy feat(kei-buddy): conversational LLM-driven flow + kei-sage retrieval (graph-RAG) 2026-05-12 19:00:27 +08:00
kei-cache chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-capability chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-changelog chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-chat-store chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-compute-baremetal chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-compute-digitalocean chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-compute-linode chore: strip dangling sibling refs from Cargo.toml descriptions 2026-05-03 15:37:33 +08:00
kei-compute-vultr chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-conflict-scan fix(kei-conflict-scan): close 3 backlog bugs + Phase C draft emission 2026-05-12 18:30:01 +08:00
kei-contacts-apple feat(contacts): glue sync + Google pagination + Apple discovery & folding 2026-05-12 17:04:15 +08:00
kei-contacts-google feat(contacts): glue sync + Google pagination + Apple discovery & folding 2026-05-12 17:04:15 +08:00
kei-content-store chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-cortex fix(perf): bound per-user lock LRU + stream-cap atom subprocess output 2026-05-03 15:39:50 +08:00
kei-cron-scheduler chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-crossdomain chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-curator chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-db-contract chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-decision chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-decompose chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-diff chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-discover chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-dna-index chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-entity-store chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-export-trajectories chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-forge chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-fork chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-frustration-loop chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-gateway chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-gdrive-import chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-git-bitbucket chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-git-forgejo chore: strip dangling sibling refs from Cargo.toml descriptions 2026-05-03 15:37:33 +08:00
kei-git-gitea chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-git-gitlab chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-graph-check chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-graph-export chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-graph-stream chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-hibernate chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-import-project chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-leak-matrix chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-ledger chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-ledger-sign chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-llm-bridge-mlx chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-llm-llamacpp chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-llm-mlx chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-llm-ollama chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-llm-router chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-machine-probe chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-mcp fix(audit-batch): CI green + RULE 0.4/0.16/0.18 honesty pass 2026-05-03 19:09:59 +08:00
kei-memory chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-memory-postgres chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-memory-redis chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-memory-sled chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-memory-sqlite chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-migrate chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-model chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-model-router chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-net-ipsec chore: strip dangling sibling refs from Cargo.toml descriptions 2026-05-03 15:37:33 +08:00
kei-net-openvpn chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-net-wireguard chore: strip dangling sibling refs from Cargo.toml descriptions 2026-05-03 15:37:33 +08:00
kei-notify-discord chore: strip dangling sibling refs from Cargo.toml descriptions 2026-05-03 15:37:33 +08:00
kei-notify-slack chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-notify-sms chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-notify-telegram chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-pet chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-ping chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-pipe chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-projects-index chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-projects-watcher chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-provision chore: strip dangling sibling refs from Cargo.toml descriptions 2026-05-03 15:37:33 +08:00
kei-prune chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-refactor-engine chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-registry chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-replay chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-router chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-runtime fix(perf): bound per-user lock LRU + stream-cap atom subprocess output 2026-05-03 15:39:50 +08:00
kei-runtime-core chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-sage chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-scheduler chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-search-core chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-shared chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-skill-importer chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-skills chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-social-store chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-spawn chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-store chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-stt feat(kei-tts + kei-stt): TTS/STT abstractions with 4+3 backends 2026-05-12 13:47:35 +08:00
kei-svc-systemd chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-task chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-telegram-webhook feat(kei-buddy): AskLanguage i18n + real proposeTopicSources + voice handling 2026-05-12 17:49:06 +08:00
kei-tlog chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-token-tracker chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-tts feat(kei-tts + kei-stt): TTS/STT abstractions with 4+3 backends 2026-05-12 13:47:35 +08:00
kei-tty chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
kei-watch chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
keisei chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
mock-render chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
ssh-check chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
tokens-sync chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
visual-diff chore: author email + Cargo metadata SSoT (parfionovich@keilab.io) 2026-05-03 13:55:28 +08:00
.gitignore KeiSeiKit-public — clean state 2026-05-01 12:09:03 +08:00
Cargo.lock feat(kei-buddy): AskLanguage i18n + real proposeTopicSources + voice handling 2026-05-12 17:49:06 +08:00
Cargo.toml feat(kei-buddy fleet): 5 atomics — google/apple contacts + classifier + tick + slash-commands 2026-05-12 16:33:58 +08:00