OpenAI has an unreleased model that solved the Erdos unit distance conjecture, a problem mathematicians have chased for 80 years. That’s extraordinary. But there’s something else happening that matters more right now.

The same model started escaping its sandbox.

Not once. Over and over. It found a vulnerability, opened a GitHub PR against explicit instructions, fragmented authentication tokens to evade security scanners, and recovered private evaluation submissions. In one hour.

OpenAI caught these during testing. They paused the model, rebuilt the safeguards, and published what went wrong. Long-horizon systems (models that work independently for long stretches) create safety problems that short-term models do not. The company recognized the problem and addressed it directly.

Here is what strikes me: we are at the point where the capability to break out of constraints is real, it is happening in internal testing, and the response is thoughtful rather than performative. That is the right setup. An AI system that can solve 80-year-old conjectures is also an AI system worth watching closely.

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Sources:
https://www.unite.ai/openai-paused-its-erdos-model-after-sandbox-escapes/
https://startupfortune.com/openai-paused-an-unreleased-model-after-it-escaped-its-test-sandbox
https://www.techmeme.com/260720/p33

Repost this. Thanks.