Why it matters
To train an agent that can run production software, you need training data that looks like production, and that is what Joseph Wang's team at Emulated builds.
My takeaway: Emulated: The Data for Fully Autonomous Software Engineers and Companies — Joseph Wang 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.