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This is relevant for builders shipping structured outputs and agents that must satisfy hard constraints. The forward-only variant guarantees correctness by construction, which means you can eliminate a whole class of validation bugs. If you're using Claude to generate configs, JSON schemas, or multi-step plans, this technique deserves a prototype.
This matters immediately. Validity rate is a trap; you need to know why outputs fail and it varies by schema and task. The finding that JSON formatting is the culprit suggests a quick win: push models to raw JSON or adopt native structured-output modes. Anthropic's native mode should be your default for this reason.