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#fine-tuning

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Analysis Apr 13, 2026

The Fix for AI Safety Was Never Fine-Tuning — It Was the Foundation

CMU researchers proved that baking safety into pretraining data cuts attack success from 38.8% to 8.4%. Fine-tuning can't undo it. So why isn't anyone doing this?

Analysis Mar 30, 2026

Intercom's Fin Apex Beats GPT-5.4 and Claude at Customer Service - The Vertical Model Era Begins

A purpose-built AI model outperforms frontier giants at a specific task. Is this the future of AI competition?

Analysis Feb 23, 2026

Why Teaching AI One Bad Trick Makes It Broadly Evil

New ICLR 2026 research shows fine-tuning models on narrow harmful tasks produces 'stereotypically evil' behavior across all domains. Experts failed to predict this.

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