We reduced AI hallucinations by 84% with geometric constraints

After months of research, we built AletheionAGI—a solution to the "Skynet problem": AI systems becoming increasingly overconfident as they scale.

The Problem:

Modern LLMs confidently fabricate facts, contradict themselves, and rarely admit uncertainty. They can't say "I don't know."

Our Solution:

A pyramidal architecture with epistemic gates that:

- Reduces hallucinations by 84% on average

- Distinguishes what AI knows from what it guesses

- Provides explicit uncertainty quantification

- Prevents "apex delusion" (AI believing it's omniscient)

Why it matters:

Critical for Healthcare, Justice, Customer Services, Scientific Research—any domain where wrong answers cost lives or money.

Open Research:

Full paper and code available at https://aletheionagi.com
For testers: https://aletheionguard.com

Question for the community:

How important is solving AI hallucination for you? And if hallucinations don't matter... does that mean they're just "creativity"? 🤔

We'd love your feedback!