The feedback loop, per product decision (option a): tags feed STATISTICS only.
A human reads the rate and re-tunes a camera deliberately - the tag never
adjusts edge sensitivity on its own (no silent behavior change in a safety
system).
- POST /events/{id}/false-positive: same RBAC ('acknowledge') + CSRF + site
scope as ack. Tagging also acknowledges (an FP is a handled event - leaving
it unacknowledged would keep it alarming). COALESCE keeps the FIRST tagger:
a second tag never rewrites who made the original audit-relevant call.
- move_events.false_positive_by/at (migration included), audit-logged.
- GET /api/fp-stats?days=N: per-(camera, event_type) totals + FP counts,
FP>0 groups only, fp-desc, fail-closed site scoping.
- Console: each open row gets a visually-secondary 오탐 button beside 확인
(can't be fat-fingered as the default); resolved rows show a mono verdict
("오탐 (user)" struck through vs "확인됨 (user)"). New rail panel "오탐율 ·
30일" lists top offenders - 30%+ highlighted as re-tuning candidates -
refreshed on a slow 60s cadence plus immediately after a tag. Detail view
shows the tag.
Verified: PHPUnit 135 pass / pytest unchanged + Chrome real-render (tag ->
row flips to struck-through verdict + drops out of unacked KPI/tree counts ->
FP panel updates immediately; no console errors).
- Rail rework: the flat device strip + camera <select> becomes one device->camera
tree (device-tree.js owns the DOM). A device row carries the heartbeat verdict
(online/offline, fps, temp, throttle, config drift); the cameras seen in the
event stream nest under it and double as the stream's camera filter.
- The camera filter is a (device, camera) PAIR: camera ids are free-form edge
strings, so two devices may both run a "cam-01" - one device's events no longer
leak into another's filtered view. Clicking the selected camera (or 전체 보기)
clears the filter.
- A camera whose device is missing from /api/devices renders as its own
unknown-device group ("장치 목록에 없음 - 등록 확인") instead of being dropped.
- Offline rows show liveness only - fps/temp are the LAST values a dead device
reported and would read as current telemetry.
- Poll-failure staleness, collapse state, and focus survive the 5s re-render;
an unchanged poll never rebuilds the DOM (render signature).
- Stream rows: device NAME + mono camera id + compact 24h stamp (year only when
not current); thumb slot links to the incident and is honest about 무영상 for
screen readers; KPI strip captioned "미확인" once.
Verified: PHPUnit 119 pass (4 skipped, PDO gate) + real-render harness in Chrome
(tree states, pair filter, collapse, reset, no console errors).
Rework the events dashboard from the sparse light-minimal look (which read as
empty / unprofessional) into a professional, information-dense operations
console — keeping the LIGHT direction (the dark HMI was previously rejected).
- App shell: top bar with an "AI SAFETY CCTV" brand mark + product identity, and a
device/camera rail (a second neutral layer) beside the detection stream.
- Density: device health + filters move into the rail; the four hero KPI cards
become a compact inline pill strip; the stream is snapshot-forward.
- Every event row is a camera slot (evidence thumbnail, or a "무영상" placeholder)
so the stream reads as a CCTV grid and rows stay aligned regardless of snapshots.
- Restrained near-monochrome; indigo for interaction only; severity colour spent on
the unacknowledged-critical alarm only; contrast-checked ink; reduced-motion honoured.
- Pure CSS, system fonts, zero external assets (air-gap). DOM contract (ids/classes)
unchanged, so polling/ack/alarm/filter logic is untouched. Verified in-browser.
- Device-status panel (DeviceStatusController): site-scoped liveness over stored
heartbeat telemetry. Fix config_drift false-positive by storing NULL until the
device actually reports a version (was firing "설정 미적용" on every device).
- Zone save rejects a blank/unknown device_id (DeviceRepository::exists) so a zone
is never persisted against a device that will never fetch it.
- Snapshot proxy sends immutable private cache headers, ending the 5s-poll
re-download of every thumbnail (a Cafe24 traffic-cap hazard).
- Event list: paged-in acknowledgements stick; honesty affordances for the paging
gap, a stale device poll, and a filtered camera aging out; logout wired for
every page via the shared layout.
The PHP app runs on Cafe24 shared web hosting -- calling it 'cloud'
was misleading. Renames the directory, the edge client module, and
every doc/script/identifier that used the term.
- cloud/ -> server/ (incl. server/deploy/build_cafe24_package.sh paths)
- edge/cloudclient.py -> edge/serverclient.py, CloudClient -> ServerClient
- cloud/docs/cloud-deploy.md -> server/docs/server-deploy.md
- CLOUD_* env/config keys -> SERVER_*
- tests renamed to match
Tests: PHP 109 pass (4 skipped), pytest 167 pass. dist/ regenerated.
