The Self-Improvement Era Arrives: GPT-Red Jailbreaks Models, and an Nvidia Agent Fixes One From 25% to 97%

A cluster of releases points to a shift from human-driven model improvement to autonomous loops — with OpenAI shipping a model trained to attack other models and Nvidia demonstrating an agent that rehabilitated a failing vision model on its own.

The most consequential trend of the day may not be any single model but a pattern across several. As @s1rozha_ summarized it, "AI labs just entered the self-improvement era" — and the specifics behind that claim are worth unpacking carefully rather than taking at face value.

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