Grillcheese Research Laboratory

Not another AI model.

Frontier AI costs a fortune to train, a fortune to run, and the bill never stops. Companies are already walking away, because renting intelligence by the word just doesn't add up. So we're building the other kind: efficient by design, far greener, open about how it works, and yours to own — built to outlast whoever sold it to you.

second-generation AI · own it · run it cheap · run it green · keep it

Why this exists →The idea

cost to train · frontier runs cost billions in compute

cost to serve · every answer costs money, forever (token fees)

the retreat · companies pause AI when the ROI doesn't land

The economics of today's AI don't work for most of the people who actually need it. That's where we started.

reasoning you can audit

Most AI reasons inside a black box of numbers. Cubby reasons in a small symbolic machine you can actually read — which is also a big part of why it's cheap to run.

Real neural mechanisms: a spiking brain layer, a working neurochemistry, memory that consolidates the way a hippocampus does. Design constraints, not metaphors.