01Ingestion & World Modeling
Absorb the world's knowledge.
Streaming feeds, historical archives, and conversation corpora — continuously. A model of the world, not a store of text.
Process
From raw knowledge to verified intelligence.
Four research thrusts build one thing: a clean, coherent knowledge core — the half of superintelligence the industry neglects. Two products put it to work.
Research Program
The foundation.
02Compression & Coherence
Make the model smaller.
Strip contradiction, redundancy, and noise, then distill what remains. Small models come from cleaner knowledge, not more parameters.
03Denoising & Personalization
Separate signal from context.
Personalization is an edge layer, added at inference. The shared core stays clean.
04Agentic Systems
Agents that reason over the core.
Autonomous systems that plan and act over verified knowledge — beyond human-speed feedback loops.
Products
Making it accessible.
The research becomes infrastructure — including private, optimized cores for a person, a team, or a company.
Private Preview
Inference Gateway
One API, every model, cheap.
Model-agnostic routing. We don't care which model runs underneath — we care that the knowledge it returns is clean.
Private Preview
Agent Framework
Agents that act on verified knowledge.
Tools, memory, planning, and execution — grounded in the core. Agents are only as good as what they reason over.
Interested in the research?
The gateway, the framework, or the work underneath.