What is the AGI in Offensive Security ?

Fuente: arXiv
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Main Author: Cho, Youngwoong
Format: Preprint
Published: 2026
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author Cho, Youngwoong
author_facet Cho, Youngwoong
contents 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.
format Preprint
id arxiv_https___arxiv_org_abs_2601_19968
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle What is the AGI in Offensive Security ?
Cho, Youngwoong
Cryptography and Security
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.
title What is the AGI in Offensive Security ?
topic Cryptography and Security
url https://arxiv.org/abs/2601.19968