spb/wp29_uqo

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# Log

2026-10-30 P0 passed: contract written.
2026-10-30 P1 passed: data audited; decision to retain COVID outliers (spec fixes training rows).
2026-10-30 P2/P3 passed: baselines + ridge in analysis.py; decision to add HLN-DM tests for the Uncertainty section (extra keys dm_*).
2026-10-30 P4 passed: reproducibility, independent recomputation, leakage test (checks.md).
2026-10-30 P5 passed: report, claims written.