Resources

Whitepaper: Mastering Gameworld 10k in Minutes with the AXIOM ‘Digital Brain’

Author: Steven Swanson

June 2, 2025

Summary

A New Class of AI Agent

AXIOM (Active eXpanding Inference with Object-centric Models) based on Active Inference, is an important innovation in AI, a modular, “digital brain”, that learns arcade-style gameplay the way humans do, by modeling objects and cause-and-effect dynamics, instead of memorizing raw pixels.

 

A New Benchmark Test For Generalized Intelligence

In our new research paper, we examine how AXIOM outperforms Google DeepMind’s top AI models in the Gameworld 10k benchmark (10 physics-consistent games, 10,000-step cap); results were validated by an independent third-party lab…