Conventions for writing finance and quantitative Python code. Use whenever writing, refactoring, or reviewing Python for pricing, risk, backtesting, time-series, portfolio, or market-data work. Enforces fast, vectorized, clean, script-based code (no Jupyter notebooks) with correct money and numerical handling.
2026-07-24