A locally-run voice assistant with full-duplex microphone input lets users interrupt mid-response, change their minds, and get immediate feedback—all without GPU, cloud dependency, or accounts. The system uses layered decision logic for turn-ending, tool-call validation against user intent, dual reasoning engines sharing one conversation, and language-following that mirrors the user's choice.