Huolala Tech
Huolala Tech
Aug 12, 2025 · Information Security

Can AI Boost Traditional SAST to Detect Complex Logic Bugs?

This article explores a hybrid approach that combines traditional static application security testing (SAST) with large language models (LLM) to automatically detect business‑logic vulnerabilities, detailing the methodology, implementation stages, experimental results, and the challenges of integrating AI into code security analysis.

AILLMSAST
0 likes · 15 min read
Can AI Boost Traditional SAST to Detect Complex Logic Bugs?
Huolala Tech
Huolala Tech
Sep 17, 2024 · Information Security

How to Automate Logic Vulnerability Detection with DAST, IAST, and API Analysis

This article outlines the background of logic vulnerabilities, compares SAST/IAST/DAST techniques, presents a comprehensive detection architecture with API traffic capture, token collection, fuzzy‑hash response comparison, API deduplication, and discusses challenges such as public API false positives and automation gaps.

API SecurityDASTIAST
0 likes · 16 min read
How to Automate Logic Vulnerability Detection with DAST, IAST, and API Analysis