ContractBench: Can LLM Agents Preserve Observation Contracts?

arXiv:2605.17281v2 Announce Type: replace-cross Abstract: Tool-augmented LLM agents call APIs whose intermediate outputs, such as presigned URLs, session tokens, and OAuth state parameters, are observation contracts: artifacts whose later use is constrained by