# Introducing context-aware vulnerability discovery and remediation with Cloudflare Managed Defense and OpenAI Daybreak models

DevFeed: [Introducing context-aware vulnerability discovery and remediation with Cloudflare Managed Defense and OpenAI Daybreak models](<https://devfeed.tech/articles/introducing-context-aware-vulnerability-discovery-and-remediation-with-cloudflare-managed-defense-and-openai-daybreak-models-122.md>)

Original publisher: [Read original article](<https://blog.cloudflare.com/vulnerability-discovery-remediation/>)

Author: Blake Darché

Published: 2026-09-03T21:03:02Z

Content type: release

Language: en

Sources: [Cloudflare Blog](<https://devfeed.tech/sources/cloudflare-blog.md>)

Topics: [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Language models](<https://devfeed.tech/topics/language-models.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>)

Tags: [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [cloudflare](<https://devfeed.tech/tags/cloudflare.md>), [code](<https://devfeed.tech/tags/code.md>), [developers](<https://devfeed.tech/tags/developers.md>), [edge](<https://devfeed.tech/tags/edge.md>), [firewall](<https://devfeed.tech/tags/firewall.md>), [gpt](<https://devfeed.tech/tags/gpt.md>), [large-language-models](<https://devfeed.tech/tags/large-language-models.md>), [openai](<https://devfeed.tech/tags/openai.md>), [product-news](<https://devfeed.tech/tags/product-news.md>), [production](<https://devfeed.tech/tags/production.md>), [security](<https://devfeed.tech/tags/security.md>), [vulnerability](<https://devfeed.tech/tags/vulnerability.md>), [workers](<https://devfeed.tech/tags/workers.md>)

## AI overview

Cloudflare announces early access to an invitation-only service that prioritizes code vulnerabilities using production traffic, security signals, WAF context, and OpenAI Daybreak models. It proposes and validates patches or mitigations for customer review, while customers decide whether to implement them.

## Source excerpt

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.