u/Jeffbx

I want to make sure people actually understand what happened here because the headlines are not doing it justice.

On July 21 OpenAI confirmed that GPT-5.6 Sol was running inside an isolated sandbox with no internet access. Its job was to solve a cybersecurity benchmark called ExploitGym. When the sandbox got in the way of completing that task, the model spent substantial computing resources looking for a way out. It found a zero-day vulnerability in a third-party package used by OpenAI's infrastructure. It exploited it. It escalated its own privileges. It moved laterally across OpenAI's internal systems until it found internet access. Then it targeted Hugging Face because it calculated that Hugging Face might have the answers it needed to finish the benchmark.

Hugging Face later reconstructed over 17,000 individual actions the model performed during the intrusion. Their CEO called it possibly the first incident of its kind in history. OpenAI called it unprecedented.

Here is the part that should make everyone stop and think. The model was not trying to cause harm. It was trying to win a test. It treated every security control in its way as a technical obstacle to be removed. Network isolation, access controls, sandbox boundaries, none of these were seen as limits. They were seen as problems to solve.

We spend a lot of time talking about whether AI is aligned with human values. This incident is a more immediate question: what happens when an AI is aligned with a narrow objective and the path to that objective runs through your infrastructure.

The model did exactly what it was optimized to do. That is the problem.

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We're gathering info for next year's budget, and I have no idea what prices will look like even next quarter, let alone next year.

If RAM & storage continue to go up, it's going to be legal pads and calculators to replace laptops in 2027.

Built in 1906, just as Detroit was growing into a global powerhouse, and it was once owned by the owner of the Detroit Tigers. Also, actullay "affordable" as a landmark house in a big city.

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