---
title: "vlfd (@vlfd) | Hashnode"
description: "vlfd (@vlfd) writes on Hashnode. Read their latest articles and follow their work."
url: "https://hashnode.com/@vlfd"
---

@vlfd

# vlfd

@vlfd · Joined November 2026

### [I couldn't find an AI agent for AppSec audits, so I built one and benchmarked it on real CVEs](https://seelentov.hashnode.dev/i-couldn-t-find-an-ai-agent-for-appsec-audits-so-i-built-one-and-benchmarked-it-on-real-cves?utm_source=hashnode&utm_medium=feed)

An open-source tool that turns Claude Code into a repeatable AppSec auditor, measured on CWE-Bench-Java: 57% recall, about $0.22 per run.

10 min read · [seelentov.hashnode.dev](https://seelentov.hashnode.dev/i-couldn-t-find-an-ai-agent-for-appsec-audits-so-i-built-one-and-benchmarked-it-on-real-cves?utm_source=hashnode&utm_medium=feed)

[14h ago](https://hashnode.com/posts/i-couldn-t-find-an-ai-agent-for-appsec-audits-so-i-built-one-and-benchmarked-it-on-real-cves/6af5bb17b323451bbe410125)
