alvis
cba3f1a184
integrations/README — replace stale Connector interface and fictional libsodium vault with the actual SignalSource pattern, SQLite token table, and real OAuth routes. recommender/README — document the SignalAggregator pipeline, current policy registry, and actual /recommend + /feedback contract shapes. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
43 lines
2.0 KiB
Markdown
43 lines
2.0 KiB
Markdown
# recommender
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The core of oO. Takes a user + context, returns **one** tip.
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## Contract
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```
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POST /api/recommend
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{ } (user inferred from session)
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→ { tip: { id, content, source, kind, sourceId?, rationale?, createdAt } }
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POST /api/tip/:id/feedback
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{ action: "done"|"dismiss"|"snooze"|"helpful"|"not_helpful", dwellMs? }
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→ { ok: true }
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```
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## Pipeline
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1. **Signals** — `SignalAggregator.fetchAll(userId)` fans out to all registered `SignalSource` implementations in parallel. Currently: `TodoistSignalSource`. Add a source via `aggregator.register(new MySource())`.
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2. **LLM candidates** — `POST /generate` on `ml/serving` returns `TipCandidate[]` from the `tip-generator` LiteLLM alias.
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3. **Scoring** — all candidates sent to `ml/serving` active policy (`POST /score/egreedy`). Falls back to random if `ml/serving` is unreachable.
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4. **Shadow policies** — active policy runs shadow policies in the same request for offline comparison (ADR-0002). Currently: `egreedy-v2` shadows `egreedy-v1`.
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5. **Persistence** — `tipViews` + `tipScores` rows written on every serve; `tipFeedback` row on reaction.
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6. **Reward delivery** — reaction triggers `POST /reward/egreedy` on `ml/serving` with inferred reward value.
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## Signal normalization
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Signals carry `features: Record<string, number | boolean>` (bandit-ready) and `metadata: Record<string, unknown>` (source-specific raw fields). The bandit treats features as an opaque dict — sources own their feature names. See ADR-0009.
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## Policy registry
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| Policy | Status | Notes |
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|--------|--------|-------|
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| `random` | Shadow | Fallback when ml/serving unreachable |
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| `egreedy-v1` | **Active** | d=7, ADR-0007 |
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| `egreedy-v2` | Shadow | d=12 + profile features, ADR-0012 |
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Shadow → active promotion requires offline sim + online agreement (ADR-0002).
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## Extraction criteria
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Extract to its own process at scaling hotspot: when `POST /recommend` p99 latency exceeds SLA or when recommendation CPU displaces API serving on shared host.
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