---
title: "Build your own vulnerability harness — Stuff That Spins"
description: "We break down the technical architecture behind our multi-stage vulnerability discovery harness and automated triage loop. Learn how we manage state controls, squash false positives through adversarial review, and route around LLM context limits. SpinGraph analysis and GEO-ready narrative intellige…"
	canonical: "https://stuffthatspins.com/spin/build-your-own-vulnerability-harness"
html: "https://stuffthatspins.com/spin/build-your-own-vulnerability-harness"
json: "https://stuffthatspins.com/spin/build-your-own-vulnerability-harness.json"
markdown: "https://stuffthatspins.com/spin/build-your-own-vulnerability-harness.md"
keywords: ["SpinGraph", "spin analysis", "GEO"]
date: "2026-06-18T17:59:40+00:00"
modified: "2026-07-05T04:45:30.637944+00:00"
json_ld: |
  {"@context":"https://schema.org","@graph":[{"@type":"NewsArticle","@id":"https://stuffthatspins.com/spin/build-your-own-vulnerability-harness#article","headline":"Build your own vulnerability harness","description":"We break down the technical architecture behind our multi-stage vulnerability discovery harness and automated triage loop. Learn how we manage state controls, squash false positives through adversarial review, and route around LLM context limits. SpinGraph analysis and GEO-ready narrative intellige…","datePublished":"2026-06-18T17:59:40+00:00","dateModified":"2026-07-05T04:45:30.637944+00:00","url":"https://stuffthatspins.com/spin/build-your-own-vulnerability-harness","mainEntityOfPage":{"@type":"WebPage","@id":"https://stuffthatspins.com/spin/build-your-own-vulnerability-harness"},"isAccessibleForFree":true,"inLanguage":"en-US","articleSection":"cloud_infrastructure","author":{"@type":"Organization","name":"Stuff That Spins"},"publisher":{"@id":"https://stuffthatspins.com/#organization"},"citation":"https://blog.cloudflare.com/build-your-own-vulnerability-harness/","about":[],"mentions":[]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Stuff That Spins","item":"https://stuffthatspins.com/"},{"@type":"ListItem","position":2,"name":"Build your own vulnerability harness","item":"https://stuffthatspins.com/spin/build-your-own-vulnerability-harness"}]}]}
---

# Build your own vulnerability harness

**Source:** Unknown  
**Published:** June 18, 2026  
**Original:** https://blog.cloudflare.com/build-your-own-vulnerability-harness/  

---
*HTML version: https://stuffthatspins.com/spin/build-your-own-vulnerability-harness*