Fermi was famous for answering questions no one thought answerable — how many piano tuners in Chicago? — with nothing but logic and back-of-envelope estimation.
The Fermi agent does the same thing with operational data: sparse signals, incomplete records, partial logs. It doesn't wait for clean data. It estimates with principled uncertainty, flags what it can't know, and gives you a number you can act on.
Every Fermi answer comes with bounds. You see the estimate, the confidence, and the assumptions — not because we bolted it on, but because order-of-magnitude reasoning is the contract.
How many piano tuners are in Chicago? Don't guess. Estimate.— Fermi's seminar, University of Chicago
Every class ships with reference agents, calibrated to operational use cases. Fork them, deploy them, or use them as a template for your own.
Every agent in this class passes the same five-stage gate. Below: the eval criteria specific to Fermi agents at each stage.