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Category: architecture · Priority: 15 (Impact 3 / Risk 2 / Effort 3 — ~3-5 days)
Location: pipeline/score.py:29-32 (TODO comment), pipeline/score.py:19-22 (CAT_WEIGHTS, AES_SHRINK),
pipeline/faces.py:4-5 ...
priority-low
tech-debt
MichaelPotemkin
github-actions[bot]Category: code · Priority: 15 (Impact 2 / Risk 1 / Effort 1 — ~hours)
Location: server/app.py:186-203
Problem
The /api/img/{pid}/{size} endpoint returns FileResponse for thumb and preview files without ...
priority-low
tech-debt
Category: architecture · Priority: 15 (Impact 1 / Risk 2 / Effort 1 — ~hours)
Location: server/app.py:63, server/app.py:80-84
Problem
The ThreadPoolExecutor created at app startup (line 63) is never ...
priority-low
tech-debt
Category: code · Priority: 15 (Impact 2 / Risk 3 / Effort 3 — ~3-5 days)
Location: frontend/src/i18n.tsx:581-632 — the interpolate and tVariants functions
Problem
The i18n system is a simple flat dict ...
priority-low
tech-debt
Category: code · Priority: 15 (Impact 2 / Risk 1 / Effort 1 — ~hours)
Location: frontend/src/components/GroupGrid.tsx:27-30 and Lightbox.tsx:101-108 (identical logic, different context)
Problem
Both ...
priority-low
tech-debt
Category: code · Priority: 16 (Impact 3 / Risk 1 / Effort 2 — ~1-2 days)
Location: pipeline/models.py:13-15 (torch, cv2, open_clip), pipeline/embed.py:10 (torch), pipeline/faces.py:9 (cv2),
pipeline/metrics.py:2 ...
priority-low
tech-debt
Category: code · Priority: 16 (Impact 2 / Risk 2 / Effort 2 — ~1-2 days)
Location: frontend/src/useDecision.ts:45-98 and SessionView.tsx:68
Problem
useDecision captures groupsKey in onMutate to know ...
priority-low
tech-debt
Category: infrastructure · Priority: 18 (Impact 3 / Risk 3 / Effort 3 — ~3-5 days)
Location: .github/workflows/release-macos.yml (line 22: macos-14 runner), desktop/cull-server.spec (lines 162:
target_arch= ...
priority-medium
tech-debt
Category: architecture · Priority: 18 (Impact 4 / Risk 2 / Effort 3 — ~3-5 days)
Location: frontend/src/components/SessionView.tsx:1-440
Problem
SessionView manages session polling, groups query, decisions, ...
priority-medium
tech-debt
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