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fix: pipeline-aware ordering, YoY demand signal, reward rebalancing
RishbhaJain +1: Claude Sonnet 4.6- Fix bullwhip/overshoot: order against inventory position (on-hand + pipeline) in both _simulate_rop and inventory_env.py /step endpoint. Prevents 3 overlapping orders stacking during stockout recovery. - Add demand_last_year_7d (7-day window same period last year) to observation — surfaced from pre-generated 730-day demand series. Propagated through server model, client dataclass, and train_grpo prompts. - Shorten LOOKAHEAD_DAYS 365 → 30: matches adaptive policy horizon, removes bias toward inflated constant-policy ROPs. - Raise HOLDING_RATE 0.005 → 0.02: reduces 300:1 stockout/holding asymmetry that incentivised excessive overstocking. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>c10dcd0
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OpenEnv implementation Done, TODO: LLM/Agent.py
ademarteau9691f5e