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feat: Supabase run logger + auto-cut + 2058 features (25 categories)
- RunLogger: logs every gen/cycle/eval to Supabase PostgreSQL (4 tables) - 6 auto-cut rules: regression, stagnation, ROI, diversity, features, brier floor - Integrated into app.py (S10) and genetic_loop_v3.py - Feature engine expanded: 580 → 2058 features across 25 categories - New categories: interactions, advanced rolling, season trajectory, lineup, game theory, environmental, cross-window momentum, market II, power ratings, fatigue - S10 API endpoints: /api/run-stats, /api/cuts, /api/brier-trend, /api/recent-runs - Deploy script for S10 HF Space Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>4a39063
