AI article
I trained a 354M LLM alone and it outperforms GPT-2 Medium in epistemic calibration
Community description: No team. No institutional funding. No university affiliation. Just me, a RunPod account with 5x...
Dev.to | Mar 10, 2026 | felipe muniz
Automated excerpt
Just me, a RunPod account with 5x H200, and an architecture I have been building for the past year called ATIC, Adaptive Turing Intelligence Cognition. ATIC is a geometric cognitive architecture based on Riemannian and toroidal manifolds. AletheionLLM-v2 is the first LLM trained end-to-end with this architecture. 354M parameters, 1 billion tokens, 14 active loss functions, fp32.
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