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M1 — Real signal

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Event bus, feature store skeleton, FastAPI scorer, LinUCB bandit, feedback loop.

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admin: health rollup — gateway, ml/serving, DB, event bus, MLflow, Grafana status admin
#72 by alvis was closed 2026-04-16 03:56:24 +00:00
admin: read-only SQL runner against Postgres replica (sunsets to Superset in M4) admin
#71 by alvis was closed 2026-04-16 03:56:24 +00:00
admin: ops actions — replay signal, disable/promote policy, force-retrain, revoke token admin
#70 by alvis was closed 2026-04-16 03:56:24 +00:00
admin: data quality widget — missing-signal rate, stale-token rate, feature NaN heatmap admin
#69 by alvis was closed 2026-04-16 03:56:24 +00:00
admin: reward analytics — reaction distribution over time, per-policy compare admin
#68 by alvis was closed 2026-04-16 03:56:24 +00:00
admin: recommendation log — per-tip explainability (features, policy, score, feedback) admin
#67 by alvis was closed 2026-04-16 03:56:24 +00:00
admin: experiment dashboard — LinUCB per-arm stats and bandit reset admin
#66 by alvis was closed 2026-04-16 03:56:24 +00:00
admin: model registry panel — embed MLflow at /admin/models admin
#65 by alvis was closed 2026-04-16 03:56:24 +00:00
admin: feature store browser — features sent to ml/serving per scoring call admin
#64 by alvis was closed 2026-04-16 03:56:23 +00:00
admin: event stream viewer — live tail of signals.* events admin
#63 by alvis was closed 2026-04-16 03:56:23 +00:00
In-app feedback: one-tap 'was this tip helpful?' backend web
#62 by alvis was closed 2026-04-16 03:56:23 +00:00
ML observability baseline (alongside first model) ml platform
#58 by alvis was closed 2026-04-16 15:23:03 +00:00
1
Bandit v1: global-then-personalize LinUCB ml
#57 by alvis was closed 2026-04-16 15:23:03 +00:00
1
Shadow-deploy infrastructure for policies ml
#56 by alvis was closed 2026-04-16 03:56:24 +00:00
Web Push (VAPID) — deliver the moment, not the app backend design web
#55 by alvis was closed 2026-04-16 03:28:54 +00:00
Feedback loop: reactions → rewards ml
#26 by alvis was closed 2026-04-16 03:28:53 +00:00
ContextualBanditPolicy (LinUCB) replacing Random ml
#25 by alvis was closed 2026-04-13 14:35:55 +00:00
1
ml/serving: FastAPI scorer + RemotePolicy in recommender ml
#24 by alvis was closed 2026-04-16 03:28:53 +00:00
Feature store skeleton with five v1 features ml
#23 by alvis was closed 2026-04-16 03:28:53 +00:00