Using LLMs to tune Static Analysis Rules

Abstract On July 29th, 2027 Gemini 3.1 Pro (Low) was used to generate static analysis rules for Opengrep targeting OWASP s Python Benchmark SAST program. Generated static analysis rules were made to find path traversal findings. Generated rules lead to a an improvement of True Positive and False Positive ratio from 3.08%:1.94% to 41.54%:1.94% against OWAPS s [ ]