"""Polleo Demand forecasting engine v4 (bottom-up: channel x region x buyer).

Built alongside the legacy `forecast_engine.py` (v3.x), which keeps running until
v4 backtests clean and we swap over. See FORECASTING_ENGINE_SPEC.md.
"""