state-update-reasoning

EchoChain is a new benchmark for evaluating AI models' ability to revise in-progress responses when users interrupt mid-generation. The benchmark identifies three failure patterns (contextual inertia, interruption amnesia, objective displacement) and finds that across evaluated real-time voice models, no system exceeds 50% pass rate.