Supply chain agents

polars_ts.supply_chain_agents

Supply-chain demand-sensing agents.

Fuses multi-source signals (POS, social, weather, events) with promotion-effect estimation, inventory-aware base-stock policies, and multi-echelon order coordination. Accepts an optional foundation-model baseline for context-aware forecasting. Closes #163.