The Autoresearch track — automated AI research, verifiers, memory harnesses for long-running research agents, and multi-agent research villages.
Accessible with the Engineering pass and above.
Human-agent collaboration is changing, becoming more visual. The agents most teams ship today still wait for us to type a paragraph to explain what we're looking at. They cannot see a screen, navigate a UI that changes, or recover when an application throws an unexpected modal. That is the architectural gap between agents that demo well and agents that work alongside real teams in real software. Perception agents close it. They see and use computers the way people do, reason about what they see, and act with clicks and keystrokes.