- Reproduce historical results:ca933e4code achieves 43.20% annual return - Attribution analysis: crash filter simplification (+4pp) + data extension (+2pp) - Start year traversal: 2020-2025, all years show 34-57% annual return - Compareca933e4vs HEAD (cabfee2) across different start years - Add test_start_year_analysis.py for reproducibility