axemen

Woodchopping handicap engine — pip-installable calculation core for timbersports tournaments. Computes Standing Block and Underhand marks with a Manual > LLM > ML > Baseline > Panel cascade, 2-year time-decay weighting, absolute ±3s variance, and Monte Carlo fairness validation. Extracted from STRATHEX.

Data-driven woodchopping tournament management: ML/LLM handicap prediction, Monte Carlo fairness validation, multi-round/multi-event flows, AAA-rules compliant. Engine: STRATHMARK.