#RLHF — The Focus Digital

SEC.03 / LLM Research [01] 2026.08.31

A close-up of neural network connections with a few highlighted neurons glowing red, representing the concentrated safety mechanism in LLMs

Perturbation Probing Finds LLM Safety Depends on a Small Set of Neurons

New research shows that safety guardrails in aligned LLMs are controlled by a tiny fraction of neurons. Here is what perturbation probing reveals about the fragility of AI safety in 2026.

#LLM safety#AI alignment

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SEC.03 / LLM Research [02] 2026.04.22

LLM Alignment in 2026: RLHF, DPO, Constitutional AI, and the Quest to Make AI Safe and Useful

How do we make AI systems that are helpful, harmless, and honest? From Reinforcement Learning from Human Feedback to constitutional approaches, here's how alignment techniques have evolved and where they're headed.

#LLM alignment#RLHF

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