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A medical-claims line-item auditing agent built eval-first, then implemented three times (claude-agent-sdk, LangGraph, Vercel AI SDK) over one deterministic rule core. Every finding must cite the exact rule and claim lines, and fabrication rate is a headline metric. Synthetic data only.