Overview
Planning Cockpit is a human-approved planning agent built for an automotive manufacturer's daily order-to-vehicle allocation operation, consolidating Excel data into Postgres, performing deterministic rule-based matching, and making results auditable through replay and simulation. Positioned as a "human-approved planning co-pilot for production allocation," the agent layer — built with the Claude Agent SDK and MCP tools — provides persistent chat, document/image analysis, read-only SQL and rule access, and human-approved exception management. Rather than deciding on its own, the agent prepares previewable, impact-scoped draft actions and applies them only after approval, with a full audit trail.
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