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feat: DEBT-031 (dirty-guard bridge) + DEBT-009 (PBO 3-fold CV)
DEBT-031 (Low/Medium):
- Add useWorkspaceDirtyBridge composable
- Bridges per-screen state.DIRTY to workspace tab.dirty flag
- Enables 'change discard?' confirmation in workspace tabs
- Pattern: one feature at a time (no forced adoption)
DEBT-009 (High/High, partial):
- Improve PBO calculation: 2-fold → 3-fold cross-validation
- Refactor train/test partition to measure Sharpe degradation
- Comments updated to clarify CV methodology vs full CSCV
- Still simplified (not full 5-fold or CSCV), but step toward production
- Aligned with Gate 3 rehearsal scope: no data-driven thresholds added
TECH_DEBT_REGISTER.md:
- DEBT-031: Backlog → Completed (18 pts total)
- DEBT-009: High Impact/High Effort noted, partial improvement logged
Next: C) AEG-V15-038 heartbeat/aging WBS mark; test verification pending
AGENTS.md v16.0 principles applied:
✅ Necessity-driven: Both items have clear acceptance criteria
✅ No gold-plating: Improvement stops at feasible scope
✅ Current evidence: Code + test records preserved
✅ Traceability: Debt ID, methodology change logged
Co-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>
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