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CI/CD & Automation

GitHub Actions, Terraform, ArgoCD, IaC, pipelines

6 bites

Latest in CI/CD & Automation

advanced1 min read

GitHub describes an agentic fuzzing taskflow

GitHub Security Lab describes a taskflow that finds entry points, writes harnesses, runs AFL++, and triages crashes for C/C++ projects.

intermediate1 min read

GitLab publishes critical patch releases 19.4.1, 19.3.3 and 19.2.7

GitLab released 19.4.1, 19.3.3 and 19.2.7 on 23 September with important bug and security fixes for self-managed installations.

advanced1 min read

Critical vm2 sandbox escape (CVSS 10.0) traced to its own README example

GitLab's Threat Research Group found a CVSS 3.1: 10.0 sandbox escape in vm2, a widely used Node.js sandbox library, in a config copied from vm2's own README. Version 3.11.7 fixes the attack, but the underlying risk remains for anyone using require.external. Update immediately and prefer containers for untrusted code.

intermediate1 min read

GitLab Flex merges seats and AI into one budget

GitLab Flex reshapes one annual budget monthly across seats, AI credits, and features without re-procurement. Engineering leaders can shift spend from idle seats to agent usage instead of guessing headcount six months out. Ask at renewal.

intermediate2 min read

GitLab Orbit unifies code lifecycle in live graph

GitLab Orbit beta unifies code, pipelines, and ownership in a live graph. Compare the Market tests show Orbit-grounded reviewers hit 70% accuracy versus 58% for RAG.

intermediate1 min read

GitLab patches 13 CVEs including SAML account takeover flaw

GitLab 19.0.2, 18.11.5, and 18.10.8 patch 13 security flaws, including four High-severity CVEs like SAML account takeover (CVSS 8.7) and unauthenticated API DoS. Self-managed instances must upgrade immediately; GitLab.com is already patched.

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