What I did

• Built a Kotlin testing framework deployed in-vehicle to trace each assistant turn from voice activation through WebRTC transport, backend services, and vehicle-signal execution.
• Built stateful agents with structured memory to simulate different users, requests, and vehicle conditions, then report deterministic checks, scoring, semantic validation, and failures across new vehicle builds.