Observation
Coding agents are becoming commodities
Claude Code, Codex, Cursor, Devin — every major lab is shipping autonomous coding agents.
The ability to generate code is no longer the differentiator. The bottleneck is shifting from
writing to trusting.
Gap
Current infrastructure assumes human oversight
Today's tools expect a human to review every PR, resolve every conflict, learn from every failure.
This doesn't scale. We need infrastructure that lets agents handle these tasks autonomously,
with verifiable guarantees instead of human trust.
Bet
Self-organizing, self-verifying, self-evolving
The next generation of agents won't just follow prompts — they'll form teams, prove their work,
and improve from experience. The research lab that defines these capabilities
shapes how autonomous software engineering works for everyone.