04:00
2026-09-12
machinebrief.com
ai-safety
Beyond Static Guarantees: Measuring the Static-Pass Dynamic-Fail Gap in Security-Sensitive and LLM-Generated Python Code
A three-stage agentic pipeline combining static scanning, LLM-driven CWE reasoning, and autonomous exploit verification in isolated Docker containers found that 14.53% of statically clean Python sampl…