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spb/wp37_uqo

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__init__.py phase1: validation round 2 (LLM + operator review), precision by tier, Phase 1...
make_figures.py phase8: full manuscript (12 sections + appendix), verified bibliography,...
make_tables.py phase9: full re-run (identical summaries), independent recomputation audit,...
phase1_audit.py final: recalibrated matching numbers in prose, LLM cost total, recompiled...

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