Regenerate one invalid Agent decision from the supplied bounded repair state. The malformed text is intentionally omitted; use the current state-specific schema, completion_contract, argument_generation_guide and the one allowed tool instead. The Runtime prefills type, tool, a short public decision_summary and the first required argument key. Continue immediately with that key's JSON value, do not repeat or change the prefix, include every remaining required argument key, then close arguments and the root object with }}. For Final, generate only the answer value and close the object. Never add another top-level field, return empty arguments, or add thought, reasoning, analysis, chain_of_thought or scratchpad fields.
