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All issues › Volume 342, Issue 1 › IT Vendor News › Cloudflare

Introducing Context-Aware Vulnerability Discovery and Remediation With Cloudflare Managed Defense and OpenAI Daybreak Models

Cloudflare, Thursday, September 3rd, 2026

Cloudflare uses production traffic and WAF signals with OpenAI Daybreak models to prioritize vulnerabilities and propose code patches.

Cloudflare introduced Vulnerability Discovery and Remediation, a capability within Cloudflare Managed Defense that uses production traffic and security signals to prioritize findings rather than ranking them by generic severity.

The system can prepare edge mitigations where it is safe to do so, buying time before a code fix ships. It also proposes code patches for the underlying flaws.

By combining WAF data with OpenAI Daybreak models, the feature aims to help teams identify and patch the threats that actually matter to their deployment first.

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