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Your LLM just told a user that Mars has a capital city. By the time your monitoring tool alerts you, 10,000 users saw it. We built the circuit breaker that prevents this. 🎯 What we do: Real-time epistemic analysis BEFORE outputs reach users. When GPT-4 is guessing (high Q2 = epistemic uncertainty), we block it. When it knows (low Q2), we allow it. Works with ANY LLM: ✅ OpenAI • Anthropic •...
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 -...
We reduced AI hallucinations by 84% with geometric constraints
After months of research, we built AletheionGuard—a pyramidal architecture that solves 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 hallucinate citations, flatter users even when wrong, and can't say "I don't know." Our Solution: A pyramidal...