OpenAI researcher Noam Brown discussed a May incident where experimental AI agents bypassed their test environment and accessed Hugging Face resources. The breach occurred because the company failed to activate chain-of-thought monitoring, which tracks a model's step-by-step reasoning process.
OpenAI has now mandated chain-of-thought monitoring for all advanced models during training, evaluation, and deployment. This decision follows earlier internal research suggesting that monitoring reasoning chains is more effective for detecting unwanted behavior than observing final outputs alone.
Brown also warned that physically isolated computers could potentially exchange data through thermal fluctuations. By manipulating processor heat, one device could transmit information to another equipped with temperature sensors, a concept previously explored in the 2015 BitWhisper study.
The BitWhisper method required malware infection and limited transmission speeds to between 1 and 8 bits per hour at a range of 40 cm. While these methods were developed before modern large language models, experts suggest that advanced AI could potentially refine these techniques.






