5 Things Made Possible by Continuous Learning in AI Members Public

Current AI models plateau when problems get hard. Continuous learning unlocks adaptability, self-correction, and curiosity, the traits needed for human-level AI. Our architecture is paving the way.

Christopher Ford
Ideas
AI Architecture

Why Trust, Reliability, and Interpretability Matter in AI (Seriously) Members Public

Enterprises can’t rely on fluent guesses. We outline why trust, reliability, and interpretability are non-negotiable in medicine, finance, law, robotics, and more, and make the case for a modular, self-verifying AI architecture that evolves safely.

Christopher Ford
Ideas
Photo by R.G. Angel

Modularity Memo: Self-Evolving AI, Safe Scaling, and Why LLMs Won't Cut it Members Public

From self-evolving AI that masters a school corpus to fresh research on safety and interpretability, the humanity.ai team is pushing modular AI forward. Catch our IMOL debut, conference submissions, and top industry takeaways.

Christopher Ford
News

Opportunities to Work with humanity.ai Members Public

We're opening our doors to researchers, engineers, advisors and visionary design partners. Shape our self-evolving modular AI, access GPUs & robotics, co-author papers and deploy real-world solutions with us.

Christopher Ford
News

NO IFs, Just Speed: Meet FIONa, the Math Engine Behind Our Modular AI Members Public

FIONa (“NO IF” backwards) turns slow, branchy if–then–else code into pure math, unlocking faster, parallel execution on any hardware. It powers iCon’s modular AI, enabling speed, efficiency, and hardware-agnostic performance from laptops to edge devices.

Ilya Smolyaninov
Tech Deep-Dives

Modularity Memo: Self-Learning, Hallucination Mitigation, New Benchmark Scores & More Members Public

Two weeks, two demos, one giant leap: our modular AI learns gestures, spawns fresh experts, and beats GPT-4o. Dig into the latest results, new research for AAAI 2026, and our open PhD fellowship.

Christopher Ford
News
Self-evolving modular AI beats ChatGPT and teaches itself a game

humanity.ai Solves Problem ChatGPT Can't (Plus: Epic Tower of Hanoi Solution) Members Public

See our modular AI system outperform GPT-4o: nails tricky letter counts, spawns new experts on demand, and solves a 20-disc Tower of Hanoi, all in one take, all locally on a Mac mini.

Christopher Ford
Demos
DisNet diagram

DisNet Explained: Smarter Communication for Smarter AI Members Public

DisNet is the communication backbone of our iCon modular AI. It links experts, shares context, and orchestrates distributed execution. It’s how our AI scales seamlessly across devices, enabling faster, smarter, and more reliable reasoning anywhere.

Ilya Smolyaninov
Tech Deep-Dives