Experiential Labs open-sources a router that learns from agent traffic

The Y Combinator Summer 2026 startup is betting that production traces can push routine work onto cheaper models customers own.

By · Published

Primary source: Hacker News

Why it matters

Model gateways are becoming control points for enterprise AI spending. Experiential Labs is betting that owning the traffic layer also creates the data needed to reduce dependence on rented frontier models.

A paper-cut style network router receives and sends data streams, illustrating a system that learns from agent traffic to re-route routine work.

Kion Fallah and Silen Naihin (@silennai) open-sourced a model router in July that uses an AI agent's production history to decide which model should handle each new request. Their larger bet is that the inference bill can eventually finance its own replacement.…

Reader comments

Conversation for this story loads after sign-in.