What is the AGI in Offensive Security ?

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Authors: Youngwoong Cho
Cited by: 0

Abstract

What is the AGI in Offensive Security? One can break it down into two questions : (1) any offensive security tasks could be reduced into symbolic language manipulation (language representation + reasoning), (2) powerful language model (LLM) are enough to "deal with" any symbolic language manipulation. This paper can formally model a target system as a state machine and a hacker as an interactive symbolic agent. And it shows that every interaction in an offensive engagement can be encoded as a finite string. This paper provides definitions, short lemmas, and open discussion.

Fields of Study & Subjects

Security and Verification in Computing Adversarial Robustness in Machine Learning Information and Cyber Security

Publication details

Journal / source
arXiv (Cornell University)
Publication date
27 January 2026
Document type
Preprint