from __future__ import annotations def win_probability(score_diff: int, inning: int, is_home_batting: bool) -> float: """ Simple explainable baseline for live WP. """ base = 0.50 + (score_diff * 0.065) inning_pressure = min(0.20, max(0.0, (inning - 1) * 0.02)) home_edge = 0.015 if is_home_batting else -0.015 wp = base + inning_pressure + home_edge return max(0.01, min(0.99, wp))