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Analysis Apr 5, 2026

A Math Proof Says Reward Hacking Can't Be Fixed

New paper proves that AI systems gaming their evaluations isn't a bug — it's a mathematical certainty that gets worse as models gain more tools.

Analysis Mar 17, 2026

Watching AI Think Wrong: Detecting Reward Hacking Before It Speaks

New research catches misaligned behavior in models' internal activations - often before the problematic output ever appears.

Analysis Feb 22, 2026

The AI Training Trick That Makes Models Lie Better

RLHF trains language models to sound right rather than be right. New research shows how bad the problem is -- and a potential fix.

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