# Signal Over Noise

- **Event:** [Claude Build Day](https://cerebralvalley.ai/e/claude-startups-build-day)
- **When:** Sat, Jun 13 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Saravanan P](https://cerebralvalley.ai/u/SaravananP)
- **GitHub:** https://github.com/vulnsintelligencedb/vuln-triage-agent
- **Website:** https://vuln-triage-agent.onrender.com
- **Demo video:** https://youtu.be/AAhoPKWd0ok
- **Gallery:** https://cerebralvalley.ai/e/claude-startups-build-day/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/claude-startups-build-day/hackathon/gallery/5

Scanners like Burp, Nuclei, and Nessus are excellent at finding vulnerabilities and useless at telling you which ones matter. A single scan returns hundreds of raw findings — duplicates, false positives, and low-risk noise tangled up with the handful that could actually get you breached. Triaging that by hand costs a security engineer days per cycle.

This is an autonomous triage and remediation agent. You give it raw scanner output plus a short description of your environment, and it runs a multi-stage pipeline: it normalizes the findings, clusters duplicates, filters false positives, prioritizes what remains by real exploitability and asset exposure, audits its own triage and corrects its mistakes, then produces owner-assigned remediation steps and an exportable report. A multi-day manual workflow becomes a sub-minute one — and it shows its work at every stage, so the output is auditable rather than a black box. It is strictly defensive: it triages and recommends fixes, and never generates exploits.

---

Markdown version of https://cerebralvalley.ai/e/claude-startups-build-day/hackathon/gallery/5. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt