Two ways of knowing,one intelligence.

Neuro-symbolic AI pairs LLMs with symbolic reasoning for a lower-energy, more human-like intelligence.

The thesis

Before 2023, almost every vertical AI company that actually worked was symbolic reasoning in disguise.

Our founder worked with many such companies, and helped build a few.

The frontier-model era didn't make that knowledge obsolete. Most of it was simply thrown away too soon.

Theories pairs symbolic reasoning with frontier models for the best of both worlds.

Thanks for finding us. Here's two books we recommend.

Language, meaning, grammar, and how the mind represents them.

How concepts are formed and learned.