What I did

• Developed an automated in-vehicle agent testing framework in Kotlin, validating the full pipeline from voice activation through network hops to vehicle signal execution and reducing QA testing time by 80%.
• Engineered multi-agent testing to simulate realistic customer behavior and validate assistant behavior through deterministic function checks, metric scoring, and semantic evaluation, increasing new failure discovery by 4×.