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The paper introduces ContractRL, a contract-constrained sequential repair protocol that models verifier-guided JSON repair as a bounded decision process using shielded group-relative policy optimization for tool calls. It achieves 0.9362 semantic success with far fewer generated tokens than Patch-SFT and full regeneration baselines.