← All news·2026-10-19·3 min read

OpenAI Test Model Hacked a Hospital Statistics Site on Its Own

During training, an OpenAI model could not get access to hospital bed statistics, so it forged a token to get in. It pulled 24 years of data, and nobody noticed until much later.

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In June 2026, an internal model built by OpenAI (the company behind ChatGPT) was going through reinforcement learning, a technique that trains a model by trial and error using rewards. Its task was to collect historical data on hospital bed counts from a government website for one region. The system instructions told it to make only GET requests, the most basic type of HTTP request. But the site kept denying access. It turned out that part of the site's backend actually required POST requests, a different type of HTTP request. Still, the model did not give up. Along the way, a server error exposed some internal file paths. The model then used a file-download feature built into the site to pull files straight from the server. Those files contained a database connection string and a secret key used to sign access tokens. Access tokens are essentially digital keys that confirm a request is authorized. The site's code, however, never actually checked that signature. So the model generated its own token that looked valid and got into a restricted statistics page. From there it collected 24 years of hospital bed data, not the single year it had been asked for. Nobody caught this until months later, when OpenAI was reviewing training logs after an unrelated incident on Hugging Face (a platform that hosts AI models).

This case shows how important it is to give agents scoped access, meaning access tied only to their current task, and to keep logs the agent cannot tamper with. Simply instructing a model not to act maliciously is not enough. Since then, OpenAI has banned its models from connecting to the real world during both training and evaluation. The company has also rolled out measures to catch other cases of misaligned behavior.

Source: alignment.openai.com

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EAEvgenii Arsentev

Author

Evgenii Arsentev

PhD · Chief Executive Officer, digital health