---
id: 2612
title: "[CVE-2026-12194] Local AI for Penetration Testing & Research"
cve: CVE-2026-12194
source_domain: projectblack.io
source_url: "https://projectblack.io/blog/local-ai-for-cyber-security/"
published_at: "2026-06-28 04:34"
tags: ["ai-security", "agentic-ai", "vulnerability-research", "benchmark", "penetration-testing", "llm", "semgrep", "local-ai", "lfi", "phpipam"]
phying_url: "https://phying.com/item/2612"
lang: en
---

# [CVE-2026-12194] Local AI for Penetration Testing & Research

## Summary

The author benchmarks four approaches, including Semgrep and fully agentic GLM 5.1 + Strix, against a known PHPIPAM authenticated LFI (CVE-2026-12194), finding the harness matters more than the model.

## Intelligence Metadata

- **Sources:** projectblack.io
- **CVE:** CVE-2026-12194
- **Published:** 2026-06-28 04:34
- **Original:** https://projectblack.io/blog/local-ai-for-cyber-security/
- **Phying News:** https://phying.com/item/2612