Why it matters
Take a real production trace, rebuild the database state, tools, and files the agent touched, and you have a task any model can replay under identical conditions. That reconstruction is the move at the center of this talk.
My takeaway: From Agent Traces to Agent Simulations — Rustem Feyzkhanov, Snorkel AI 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.