GitHub Repos· Aug 16, 2026· by carterlasalle

carterlasalle/ozzgraph

Open Original Article ↗
Autonomous security-research harness: model-adaptive agent supervisor with SQLite graph state, provenance, bounded actions, and pluggable environment adapters (HalCTF, local, lab)
🎯 Vulnerability: SQL Injection (SQLi)
💡 Defense Fix: Use Parameterized Prepared Statements (ORM) for all database queries and disable verbose error messages.
#agent#automation#cli#cybersecurity#harness#security#vulnerability-research