PH4.3 — Scorer feedback loop: score on feedback, nightly recompute, adjusted confidence, W_CONF_DROP #31

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opened 2026-09-11 09:02:15 +00:00 by bart · 0 comments

bart commented

2026-09-11 09:02:15 +00:00

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Row PH4.3 in docs/12-implementation-plan.md (branch, owned paths and doc section are defined there).

What to build

Feedback changes the reliability score of the site/vehicle immediately and a nightly job recomputes all scores; the projector applies adjusted_confidence to presence windows and it is snapshotted on assignments; the validator warns when confidence dropped since planning (W_CONF_DROP) — S09.

Acceptance criteria

After a failed feedback the site's reliability_score row changes with its inputs recorded
Nightly recompute job runs and is idempotent
Projection after feedback uses adjusted_confidence; assignment snapshot carries the value at planning time
Bad-plan fixture triggers W_CONF_DROP

Blocked by

#22 — Scorer & dashboard v1: reliability scorer, score handler, adjusted-confidence hook, dashboard P01
#17 — Ingest & projector: FleetPulse ingest, pure presence projector, P12, heatmap on P06
#29 — Today API: GET /me/today, start, feedback with on_behalf and late, shift close

## Parent Row **PH4.3** in `docs/12-implementation-plan.md` (branch, owned paths and doc section are defined there). ## What to build Feedback changes the reliability score of the site/vehicle immediately and a nightly job recomputes all scores; the projector applies `adjusted_confidence` to presence windows and it is snapshotted on assignments; the validator warns when confidence dropped since planning (`W_CONF_DROP`) — S09. ## Acceptance criteria - [ ] After a `failed` feedback the site's `reliability_score` row changes with its inputs recorded - [ ] Nightly recompute job runs and is idempotent - [ ] Projection after feedback uses `adjusted_confidence`; assignment snapshot carries the value at planning time - [ ] Bad-plan fixture triggers `W_CONF_DROP` ## Blocked by - #22 — Scorer & dashboard v1: reliability scorer, score handler, adjusted-confidence hook, dashboard P01 - #17 — Ingest & projector: FleetPulse ingest, pure presence projector, P12, heatmap on P06 - #29 — Today API: GET /me/today, start, feedback with on_behalf and late, shift close

bart added the

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2026-09-11 09:02:15 +00:00

bart added a new dependency

2026-09-11 09:02:29 +00:00

#22 T-G — Scorer & dashboard v1: reliability scorer, score handler, adjusted-confidence hook, dashboard P01

bart added a new dependency

2026-09-11 09:02:29 +00:00

#17 T-B — Ingest & projector: FleetPulse ingest, pure presence projector, P12, heatmap on P06

bart added a new dependency

2026-09-11 09:02:29 +00:00