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IgorGanapolsky/thumbgate-pre-action-gates-paper
thumbgate-pre-action-gates-paper is a text classification model from IgorGanapolsky. Use it when you need a label for a piece of text. It is set up for thumbgate. The card lists the license as cc-by-4.0.
Authors: Igor Ganapolsky Status: Preprint PDF + LaTeX sources (arXiv submission package prepared; arXiv ID pending announcement)
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Updated Aug 5, 2026
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From the Hugging Face model README
Authors: Igor Ganapolsky
Status: Preprint PDF + LaTeX sources (arXiv submission package prepared; arXiv ID pending announcement)
AI coding agents repeatedly commit the same high-cost failures. Pre-action enforcement intercepts tool calls before execution and decides allow, warn, or deny. This paper presents a practical evaluation framework for infrastructure firewalls on coding agents, instantiated by ThumbGate, with seven proof dimensions and re-runnable evidence paths.
main.pdf — compiled preprintmain.tex — LaTeX source (arXiv-ready)arxiv-src.tar.gz — source bundle for arXiv uploadPrimary category intended: cs.SE (cross-list cs.AI).
After arXiv assigns an ID, this card will be updated and the paper will be indexed at https://huggingface.co/papers/<arxiv-id> and claimed on the author profile.
@misc{ganapolsky2026preaction,
title={How We Know Pre-Action Gates Work: An Evaluation Framework for Infrastructure Firewalls on AI Coding Agents},
author={Ganapolsky, Igor},
year={2026},
howpublished={Hugging Face Hub preprint},
url={https://huggingface.co/IgorGanapolsky/thumbgate-pre-action-gates-paper}
}