Like a Hammer, It Can Build, It Can Break

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• arXiv: 2604.09998
• DOI: https://doi.org/10.48550/arXiv.2604.09998
• Submitted: 2026-04-11; revised: 2026-06-15
• Source URL: https://arxiv.org/abs/2604.09998

Abstract Summary

The paper studies how cybersecurity practitioners discuss LLM tools in Reddit forums. It analyzes 892 posts from December 2022 to September 2025 and identifies adoption patterns, use cases, perceived benefits, verification overhead, reliability issues, and security constraints on autonomy.

Why It Matters For The Wiki

This source helps connect AI SOC architecture research with real practitioner perception and adoption constraints. It can ground gaps around analyst trust, verification burden, and autonomy boundaries.

Recommended Ingest Notes

• Extract evidence on practitioner constraints, verification overhead, and autonomy limits.
• Use as human-centered support for AI SOC and self-improving SOC governance research questions.