Loopjacking is a security vulnerability where humans approve one operation but agents execute a different one through representation misrepresentation or post-approval state substitution. Researchers demonstrated the attack across multiple agent platforms including Agno AgentOS and LangGraph, while OpenAI's SDK resisted it through serialized continuity checks.