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ALERT: Freight bankruptcies and warehouse closures raise capacity and continuity risk

WARNING: Inventory-platform replacement can recreate shadow planning if parameters remain unowned

Predictive inventory risk needs an operational fallback and a financial loss owner

Shakil Ahmed Chowdhury argues that AI will shift Procurement and Supply Chain work from execution to judgment

The inventory-planning platform is not the operating model

AI Agents in Supply Chain: From Planning Trade-Offs to Enterprise Decision Redesign

Build a governed autonomous replenishment agent for SAP S/4HANA with Claude and MCP