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@@ -50,7 +50,10 @@ five-stage path is the reproduction entry point.
The OpenAI adapter does not send `temperature`; this is compatible with `o3`,
whose supported value is its default. See `STAGE_MAP.md` for the exact
-paper-to-code map.
+paper-to-code map. Each typed stage also requests a strict JSON schema. If a
+provider response still fails local structural or provenance validation, the
+same stage is retried once with the exact same prompt; both responses remain
+separately auditable.
`ProofDAG` supports branching dependencies and validates topological order,
known dependencies, acyclicity, and terminal connectivity. Replacement plans