OpenAI's GPT-Live engineering post reveals the fast media path, prepared state handoffs, asynchronous reasoning, and shadow testing behind continuous voice. Then OpenAI's response in Apple's trade-secret case exposes a messier systems problem: offboarding controls that failed to make access and permission legible.