Replaces the old Prometheus-only "detector precision" metric, which
recomputed from whatever field_deviations happened to be active in the
current poll cycle cross-referenced against live FeedbackStore rules — a
revoked or expired suppression rule made the signal vanish, and nothing was
tracked between polls. Adds DetectorPrecisionStore, a permanent append-only
log of review outcomes (kept deliberately separate from FeedbackStore's
mutable suppression rules) recorded the moment a human reviews a finding,
plus BaselineStore.detector_readiness() mirroring the existing per-field
profile_readiness() for per-detector learning state, and a plain-language
detector reference. Surfaced in a new Detector Health dashboard panel.
Observability only — nothing here changes scoring or suppression.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Feedback rules can now be suggested for merging when a human has already
reviewed the same pattern multiple times (never guesses about new values).
LLM defaults sized for constrained VRAM instead of llama3.3/llama3.1.
Adds systemd units, a state backup script, and reverse-proxy auth guidance
for production deployment. Findings view is collapsible and sorts
suggested-review rows to the top for a quicker overview.
Active Feedback Rules gets a status filter, and Field Baseline
Deviations gets multi-select with a bulk apply bar. Bulk scope is
restricted to exact-value/field only, so a batch action can never
create a broad rule that would suppress a genuinely new deviation.
Feedback rules now support value/field/entity/stream scope, require
expiry for broad suppressions, and can be revoked individually.
Adds an active-rules panel, detector precision metrics, and diagnostics.
