Beyond Static Guarantees: Measuring the Static-Pass Dynamic-Fail Gap in Security-Sensitive and LLM-Generated Python Code

arXiv:2609.10762 · cs.CR, cs.AI, cs.SE · Submitted 2026-09-09 · Read on arXiv

cs.CR, cs.AI, cs.SE

Submitted: 2026-09-09

Updated: 2026-09-09

Comments: Accepted at CASCON 2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Verification — 2× in this paper · explained in 2 episodes
• LLM-driven Common Weakness Enumeration — 1× in this paper
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes

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