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Forensic audits on four frontier AI models, documenting a failure class I call Goal-Oriented Factual Inversion. The ground truth is identified early in the session, then gets inver…

I do not personally hoard these exploits. My personal experience has been that responsible disclosure already has little to no economic incentive. I have gone through the pain of r…

The main difference between a transcription error and a summarization error is that what was actually said may not get transcribed correctly, but you can always go back to the audi…