Why it matters
AI Engineer session on The Adversarial Path to the Personal Assistant: Sumit Agarwal. It adds practical context for how teams are building and operating AI systems in production.
My takeaway: Useful for AI risk work because it focuses on failure modes, control points, and verification steps that matter before AI systems reach production users.