Why it matters
Alex Shaw and Ryan Marten present a rollout-centered view of evaluating and improving AI agents.
My takeaway: Everything Is a Rollout — Alex Shaw + Ryan Marten, Terminal-Bench, Harbor, Laude Institute is an agent-security signal. The practical read is that autonomy, memory, tool permissions, and third-party integrations are the control surface that needs threat modeling and monitoring.