Only Institute / Knowledge

Follow your curiosity.

AI sends your question and public excerpts to PrimeSwarm.

Try agent memory, governance, or a project name.

Laboratory · About

The commercial door is the gate. This page is the story under it.

Only Institute develops the mathematics and systems behind PrimeSwarm, TPNN, EMR, and ONLY Lang. Visitors buying Guard, Estate, or Federation start at the list quote. Researchers start here.

I was drawing graphics for my father's scientific papers before I could read the equations. Forty-one years later, those mornings in Moscow have become this — a laboratory where mathematics meets autonomy.

— Grigori Korotkikh, Founder

Read the full story

What the laboratory holds

Prime Integer Relations, topological constraints on the model path, a continuity ledger that is not a chat dump, and a 89-card exam for claims like fail-closed and HITL that cannot be bypassed. That work is why the gate exists. It is not what we invoice first.

Research projects

What we sell

Statistical AI guesses. We sit in front of the write and leave a receipt. Three SKUs: Guard, Estate, Federation. Humans bind send and SOW. Tokens are customer-paid.