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Summary
Add an Open in Cellpose button to the Review page that launches the Cellpose GUI with the current FOV s masks, then
reingest edits as training data to continuously improve the finetuned cyto3 ...
area:pipeline
priority:med
Context
#1484 added a SEC-scoped 429 counter (app/providers/sec_throttle_metrics.py::sec_throttle_429_total), surfaced on
/system/postgres-health, wired via ResilientClient.on_429.
Gap (Codex checkpoint-2 ...
enhancement
Summary
This issue tracks the remaining findings from the v8 codebase review of RAGAPPv3 (KnowledgeVault):
- 12 LOW-severity findings (Phase 2M reviewer-finalized, no critic pass)
- 18 DISPROVED ...
deep-dive
low
tech-debt
Summary
After a session reaches stopped state and the browser tab is left unattended for ~30 min, clicking Export returns Failed
to fetch — the backend orphan-cleanup timer destroys the session before ...
area:backend
area:frontend
priority:high
Summary
Keep the Labrynth app running after a session ends rather than tearing down the UI; display a suspended-state overlay so
the user can review results and export data before starting a new session. ...
area:frontend
priority:low
Summary
Add non-breaking SQLite schema support for AI Credits and tokenDetails-derived billing metadata.
Scope
- Add nullable columns to sessions and session_models in tokentracker/storage.py for ...
Summary
Add first-class AI Credits telemetry support to replace premium-request-first assumptions.
Scope
- Extend dataclasses in tokentracker/models.py to include:
- session-level: total_nano_aiu, ...
Add tests for SHDR device
Summary
Add an in-app changelog surface (modal or dedicated page) that presents version history in approachable, jargon-free
prose for non-programmer lab members.
Context
No in-app changelog exists ...
area:frontend
priority:low
We should add GTFS support in Consist, with a split between generic GTFS artifact handling and BEAM-specific
canonicalization.
Rough shape:
- Add a raw gtfs driver that can expose a GTFS zip or directory ...

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