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horia bonked 28 May 2026 07:47 -0700
original: ethicalhacker@infosec.exchange

New methodology paper: The Calculator Discipline.

A four-class taxonomy of AI-assisted disclosure hallucinations, a pre-send filter that catches the mechanical ones, and two real withdrawals from my own OpenBSD work — including the one Theo de Raadt asked the right question about.

Honest case studies from the sender's end of a problem the field has only described from the receiving end.

DOI: 10.5281/zenodo.20393083
Read: https://stuart-thomas.com/research/calculator-discipline/

#infosec #OpenBSD #vulndisclosure #methodology