How the Lab works, from a paper to your project.
Agents read the research and build the demos; deterministic gates decide what ships; a retrieval layer matches it to your case. Play each story or step through it.
- POCs live
- 53
- gates before production
- 2
- documents in the retrieval store
- 156
- bypasses allowed
- 0
Every morning an author agent reads the research, writes the demo and opens a pull request. Two independent gates decide whether it ships. Nobody, not even us, can skip them.
The agent reads the research
At 9:00 Lima the author agent reads the day’s AI research newsletters and lists every paper and announcement.
Design rules
- Agents propose, gates decide
The author agent can open a pull request but cannot publish. A smoke test and an independent reviewer must both pass.
- Rules cannot be edited by the work they judge
The reviewer runs its code and checklist from the protected branch, never from the pull request.
- Ground the AI in what exists
The planner only sees the techniques retrieved for your case, so it cannot recommend what the Lab has not built.
- Open by default
Demos are public and the code is MIT licensed, so you can verify before you integrate.