# Posts by tag 'sast' — Liran Tal

AI security researcher, open-source maintainer, and author. Explore Liran Tal’s blog, research papers, developer tools, books, and conference talks.

Canonical: https://lirantal.com/tag/sast

[![](/_astro/llm-secure-code-review-not-solved.GrIIxSzP_1sXo2o.png)

Apr 20, 2026 12 min read

### LLM Security Automation Isn’t a Drop-In Scanner Yet

An LLM Security Scanning and Review is a strong assist but a weeak gate. Why a \`/security-review\` slash command or agent harness is not a drop-in replacement for deterministic scanners yet: nondeterminism, confabulation, latency, cost, exploitability of generated code, and findings variance—grounded in how agent loops work and what BaxBench measures.](/blog/llm-security-automation-isnt-a-drop-in-scanner-yet)

*   [security](/tag/security)
*   [llm](/tag/llm)
*   [code review](/tag/code-review)
*   [sast](/tag/sast)
*   [machine learning](/tag/machine-learning)