# Faster than the advisory

DevFeed: [Faster than the advisory](<https://devfeed.tech/articles/faster-than-the-advisory-13041.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/faster-than-the-advisory>)

Published: 2026-06-10T00:00:00Z

Content type: article

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [Security](<https://devfeed.tech/topics/security.md>), [argo-cd](<https://devfeed.tech/topics/argo-cd.md>), [GitOps](<https://devfeed.tech/topics/gitops.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [chainguard os](<https://devfeed.tech/topics/chainguard-os.md>), [anthropic](<https://devfeed.tech/topics/anthropic.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [argo-cd](<https://devfeed.tech/tags/argo-cd.md>), [chainguard-containers](<https://devfeed.tech/tags/chainguard-containers.md>), [chainguard-os](<https://devfeed.tech/tags/chainguard-os.md>), [container-images](<https://devfeed.tech/tags/container-images.md>), [gitops](<https://devfeed.tech/tags/gitops.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [scanner-advisories](<https://devfeed.tech/tags/scanner-advisories.md>), [security](<https://devfeed.tech/tags/security.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>), [wolfi](<https://devfeed.tech/tags/wolfi.md>)

## AI overview

The article explains how Chainguard Factory delivered a patched Argo CD version to Wolfi and Chainguard OS before the related security advisory reached GitHub's global advisory database. It argues that automated upstream tracking and rapid remediation are increasingly important because vulnerability exploitation and AI-assisted discovery are outpacing traditional disclosure timelines.

## Source excerpt

Chainguard often ships security fixes before advisories reach scanners. Learn why upstream speed matters in the era of AI-driven exploits.