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Problem
eidan.node_heartbeats rows are never removed — the read path applies an offline threshold (docs/024 §3) but keeps the
row. On platforms that recycle machines (Fly autostop/replace → fresh FLY_MACHINE_ID ...
Follow-up from #267 (probed against shap 0.51.0; deferred, not blocking).
shap.AdditiveExplainer computes exact SHAP for additive / GAM models (e.g. EBM). It errors on a generic MLP — it is only
correct ...
transparency
Heuristics: Nielsen #9 (help users recognize, diagnose, and recover from errors), #1 (visibility of system status).
What the user observes
On /leaderboard, if the faction fetch fails (API blip, transient ...
Problem
node_identity.detect() resolves a single node_id per process: EIDAN_NODE_ID override (priority 1) → platform fingerprint
(FLY_MACHINE_ID, …) → hostname. For a multi-machine target this conflates ...
bug
Problem
The user service rejects duplicate email addresses, including case-insensitive matches through the in-memory repository.
More focused unit tests would make this business rule safer for future ...
good-first-issue
testing
Follow-up from #267 (probed against shap 0.51.0; deferred, not blocking).
shap.LinearExplainer(model, masker) computes exact SHAP for linear models by introspecting coefficients. It raises
InvalidModelError ...
transparency
Heuristics: Nielsen #4 (consistency standards); Krug — conventions over invention (things that act like buttons should
be operable like buttons).
What the user observes
The three home-page cards (Contribute, ...
Hello,
Priority: HIGH
Approval blocker: Security guidelines
Recommendation Plugin uses PARAM_RAW for parameter validation. PARAM_RAW should only be used when there is no other
option and when strict ...
Should return a list (pagination is not necessary) with
- Team name
- Team members
- Competition name
- Ranking

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