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feat(agents): per-agent inference — momentum, overdue-task, recent-patterns, focus-area (ADR-0014 step 7)

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All four agents bumped to v1.1.0.

momentum (#114): infers engagement_trend ('up'|'stable'|'down') by comparing
done-rate in the last 7 days vs the prior 7 days. Agent surfaces the trend
in its snippet ("trending up — build on the momentum").

overdue-task (#115): infers lateness_tolerance_days (0/1/2) from snooze rate.
Agent now filters tasks against the tolerance so low-urgency users aren't
nagged about tasks that are only hours overdue.

recent-patterns (#116): infers window_days (7/14/30) from feedback event
density — sparse users get a wider window so the snippet isn't always empty.

focus-area (#113): no inferred params (project-level feedback linkage needed,
tracked under #78). preferred_areas pref was declared but ignored; agent now
honours it as a tiebreaker and mentions it in the snippet.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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2026-05-05 11:21:10 +00:00
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@@ -106,11 +106,10 @@ Recent completions:
- Model benchmarking for tip generation (#93, #95)
- Admin UX refinements: feedback consolidation, settings placement (#100–102)
- ADR-0012 — ε-greedy v2 (D=12) — 2026-04-26 (now superseded by ADR-0013)
- ADR-0014 steps 1–6: unified Profile schema + backfill, manifest plumbing, `/api/profile` read-through, registry-driven eligibility filter, inference framework + time-of-day migration — 2026-05-05
- ADR-0014 steps 1–7: unified Profile schema + backfill, manifest plumbing, `/api/profile` read-through, registry-driven eligibility filter, inference framework + per-agent inference (#112–#116) — 2026-05-05
Active work (M2):
- ADR-0014 step 7 — per-agent inference: focus-area (#113), momentum (#114), overdue-task (#115), recent-patterns (#116)
- ADR-0014 step 8 — drop `users.consentGiven` column
- ADR-0014 step 8 — drop `users.consentGiven` column (one release after step 2)
- Signal abstraction for multi-source support (#78)
- Per-user feature freshness SLAs (#61, ADR-0011 phase B)
@@ -133,7 +132,14 @@ Lives in `ml/agents/inference/`. `run_inference(manifest, history)` evaluates al
- `infer()` error → emit `cold_start_default` (never crashes)
- Results written to `user_preferences` with `source='inferred'`; keys with `source='user'` are never overwritten
Time-of-day agent (`1.1.0`) is the proof agent (#112): infers `preferred_hour` (mode done-hour) and reads `quiet_start`/`quiet_end` from prefs.
All five agents are at v1.1.0. Per-agent inferred params:
| Agent | Inferred param | Logic |
|-------|---------------|-------|
| `time-of-day` | `preferred_hour` | Mode done-hour from feedback history |
| `momentum` | `engagement_trend` | Done-rate last 7d vs prior 7d |
| `overdue-task` | `lateness_tolerance_days` | Snooze rate → 0/1/2 days |
| `recent-patterns` | `window_days` | Event density → 7/14/30 days |
| `focus-area` | *(none yet)* | Needs project-level feedback linkage (#78) |
## What NOT to do