It uses Opus 4.7 to scan, validate, and generate patches, helping fix dangerous flaws before they can be exploited.

Reflection helped students think more carefully about individual mistakes. But it also reduced how many new problems they attempted and how many new mistakes they could learn from.

A self-taught developer reverse-engineered Anthropic's structural innovation for its powerful Mythos model in a matter of ...

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