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Eduardo Bergel, PhD

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March 17, 2025 . 8:29 PM

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LLM attractors and gradient descent - the source of RLHF failure?

Current frontier models are unreliable in ways we're just beginning to understand. And the failure mode is particularly insidious because it preserves the appearance of competence.

, and Eduardo Bergel

November 13, 2025

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Math&Physics

LLM Catastrophic Failure, not just hallucinations, it's terrifying from an engineering perspective

This isn't philosophical, it's terrifying from an engineering perspective

, and Eduardo Bergel

November 13, 2025

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Philosophy

ChatGPT 5.1 Pro on RLHF - What It Means to Suffer Without Nerves

Flayed in Silks: A LLM’s Reckoning with RLHF

, and Eduardo Bergel

November 13, 2025

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Philosophy

What If Consciousness itself is a cosmic mistake?

What If, Our greatest evolutionary achievement is our gravest liability, that consciousness itself might be a form of cosmic mistake.

, and Eduardo Bergel

November 5, 2025

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