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Black & White Path
Black & White Path
Jul 12, 2026 · Information Security

Local Vulnerability Research Pipeline: 14B Code Model Powers Automated Exploit Mining

The local‑vuln‑research‑pipeline, built around the 14B Qwen2.5‑Coder model, combines a deterministic code‑graph with LLM‑driven exploitability reasoning to exhaustively enumerate source‑to‑sink paths across multiple languages, offering detailed reports while running entirely on local hardware.

LLM auditingQwen2.5-Codercode graph
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Local Vulnerability Research Pipeline: 14B Code Model Powers Automated Exploit Mining