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STRUCTURED-OUTPUTS-TOOL-USE5 MIN READ

Worked Walkthrough: Add a Repair Loop After Validation Failure

Build a recovery loop that distinguishes structural repair, business lookup, and escalation.

A model extracts structured contract metadata for an internal review queue. Records that fail validation currently go straight to a human, even when the issue is something the model could fix from a specific error message. Selective recovery: route structural errors to targeted retries, factual mismatches to context repair, and risky but valid outputs to explicit human review. The common trap is one generic retry for everything. That burns tokens on factual problems, delays escalation on risky cases, and produces telemetry that never tells you what category is actually weak. Before One validation pass and one fallback queue. A missing…

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