The gap between "agent on my laptop" and "agent for the team" is wider than most people realize. We crossed it. This is what's on the other side.
When every developer runs their own agent, context scatters. Skills diverge. Lessons learned in one session never reach the next person. We wanted a single agent that the whole team could rely on: shared skills, shared memory, zero sessions colliding, and a clear answer to who can do what. Building that meant rethinking storage, isolation, access boundaries, and how config files become team infrastructure. The result changed how our engineers ship. This talk is the architecture that got us there, the decisions we'd defend, and the ones we wouldn't.
This talk has been presented at AI Coding Summit NYC, check out the latest edition of this Tech Conference.























