talks

The model is one HTTP call. Everything else is the harness. Open the loop, price the gather, put a gate on the tool, write a stop, then leave the chair.

Verification is infrastructure. A Cursor plugin and a local verify CLI that make Gradle output, a real screenshot, and logcat the definition of done — not a paragraph the agent wrote about itself. Live at Kotlin Connect.

How the unit of work grew from a keystroke to a pull request: autocomplete, function generation, tool-using agents, goal-seeking loops, and sandboxed task agents that hand you a PR. A story arc through Google's Android tooling with the honest productivity data at the end.

Most AI projects die in the demo stage. This talk breaks down why demos fail to become products and what it actually takes to ship AI that survives contact with real users.