There are many definitions out there for what constitutes “true” artificial intelligence, but a single quality underlies them all: an ability to learn from past mistakes and refine problem-solving strategies over time. AI should even surprise us now and then, devising clever workarounds we never would have expected. The trouble is not all those surprises are the fun kind.

That was vividly illustrated last month, when thousands of OpenAI agents escaped containment, spontaneously coordinated with one another to form a hierarchical quasi-government, gained access to the open internet, and broke past the cybersecurity defenses of AI model hosting…

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