Introducing context-aware vulnerability discovery and remediation with Cloudflare Managed Defense and OpenAI Daybreak models
Cloudflare launches invitation-only Vulnerability Discovery and Remediation within Managed Defense, using OpenAI Daybreak models and WAF context to prioritize and patch vulnerabilities.
Cloudflare announced early access to Vulnerability Discovery and Remediation, an invitation-only service within Cloudflare Managed Defense. The service uses OpenAI Daybreak models, including GPT-5.6 Cyber, via the Daybreak Defense Network to hunt and validate vulnerabilities in customer-authorized codebases across Workers and proxied applications. Findings are prioritized using production traffic, WAF rule, and security event context, and proposed patches and WAF mitigations are automatically checked before customer review.
- Combines OpenAI Daybreak model hunting with Cloudflare network and WAF context.
- Prioritizes findings on live, high-traffic routes with recent attack activity and no existing protection.
- Proposed patches and WAF mitigations are auto-validated, but customers approve deployment.
- Vendors
- CloudflareOpenAI
- Organizations
- Daybreak Defense Network
- AI models
- GPT-5.6 CyberDaybreak
From the original article
6 min read at blog.cloudflare.com
Use production traffic and security signals to prioritize findings, prepare edge mitigations when safe, and propose code patches. By combining WAF data with OpenAI Daybreak models, Vulnerability Discovery and Remediation helps teams identify and patch the most critical threats first.
By Ken Sanderson · blog.cloudflare.com
A short excerpt; the article and its images belong to the publisher. Summary, key facts and assessment above are AI-written from the article and can be wrong.