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Goal: Guarantee train/serve parity and zero data leakage. Add tests to compare the feature row output for known
historical games produced by training vs serving with the same as_of_date, and tests that ...
enhancement
Goal: Add a backtest script for honest evaluation of model performance using rolling-origin (walk-forward) splitting.
Output accuracy, log loss, Brier score, ROC AUC, and calibration for each fold and ...
enhancement
Goal: Save point-in-time correct materialized snapshots of team, player, goalie, and advanced stats features in Supabase
for all historical (and future) games/dates. Use ONLY these materialized features ...
enhancement
Goal: Replace all distinct train or predict feature builder scripts with a single leak-safe build_features(as_of_date)
pipeline. Refactor regular-season, playoff, and prediction entrypoints to delegate ...
enhancement
Start note
- Date: 2026-06-06 22:38 UTC
- Lane: Lane 20 -- Phase 2 kconfig bridge scaffolding
- Goal: add one bounded standalone Zig executable proof under scripts/zigux/kconfig/ for the conf_bridge ...
Goal
Create an adversarial pressure harness for replay, ledger, receipt, and admissibility behavior.
Stress cases
- Tampered payload.
- Broken prior hash.
- Missing signature.
- Stale policy ...
simulation
stress
tests
triad
Start note - 2026-06-06 22:42 UTC
Lane: Lane 21 -- Phase 2 cross-arch build matrix.
Bounded objective: add a narrow Zig-facing contract for the current Phase 2 direct cross-route packet on master, scoped ...
Critical Improvements Before Submission
Ablations and Analysis Gaps
- Language breakdown: current benchmark is predominantly Python; add JavaScript, TypeScript, Go, Rust — the languages
most used ...
improvement
multi-language
security
Goal
Model plural non-sovereign observers that preserve annotations, dissent, and continuity without granting authority by
themselves.
Required behavior
- Multiple Witness actors can observe the same ...
evidence
simulation
triad
witness
Description: When running a civilian name query via the Discord bot using the /search command, the bot returns a status
of No License or Expired even when that specific character s driver s license is ...

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