I built a self-hosted AI agent for GitLab. It has reviewed 1,000+ merge requests.
Assign a GitLab issue to a bot, and a few minutes later there's a draft merge request with the fix....
Oct 3, 20264 min read2 reactions0 comments
Back to articles Oct 3, 2026 
Sep 28, 2026
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Oct 3, 2026918,415 GitLab Assets on HTTP: Measuring the Source of Truth
Measured HTTP exposure of GitLab deployments and why source control measurement deserves a different reading than web-server counting.
Oct 3, 20262 min read0 reactions0 comments
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Oct 2, 2026Hardening a Self-Managed GitLab Instance After CVE-2026-85706
Post-patch hardening guide for self-managed GitLab, covering detection review, credential rotation and reachability reduction.
Oct 2, 20262 min read2 reactions0 comments
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Oct 2, 2026GitLab CVE-2026-85706: Why an Arbitrary File Read on a DevSecOps Platform Is a Credential Incident
CVE-2026-85706 is an unauthenticated arbitrary file read in GitLab's repository commits API. On a DevSecOps platform, that read is a credential incident, not just a confidentiality bug.
Oct 2, 20263 min read0 reactions0 comments
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Oct 1, 2026Prioritising CVE-2026-85706 Work: What a Read on a GitLab Host Is Worth
Prioritisation framework for CVE-2026-85706 remediation, explaining the value of a file read on a GitLab host and how to sequence the work.
Oct 1, 20263 min read0 reactions0 comments
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Oct 1, 2026You Don’t Have to Trust Your AI Agent With Everything What Sentinel MR Report 0.2.0 shows about building agents differently
Sentinel mr-report 0.2.0 URL adress:...
Oct 1, 202618 min read0 reactions0 comments
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Oct 1, 2026What Discloses From GitLab EE CVE-2026-87719: Advanced Search Configuration and Credentials
What Discloses From GitLab EE CVE-2026-87719: Advanced Search Configuration and...
Oct 1, 20262 min read1 reactions0 comments
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Sep 30, 2026AI code review that follows your team's rules: what each tool actually ingests
"Follows our coding standards" is the phrase teams use when they mean "does not post the same generic...
Sep 30, 20266 min read0 reactions0 comments
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Sep 29, 2026GitLab ships critical patch across 19.4, 19.3 and 19.2
GitLab published a cross-branch security patch on 23 September covering 19.4.1, 19.3.3 and 19.2.7, with fixes rated up to Critical and self-managed operators asked to upgrade as soon as possible.
Sep 29, 20262 min read5 reactions0 comments
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Sep 29, 2026GitLab Self-Managed AI review that follows your own rules
GitLab Self-Managed now runs two different AI code review features, and which one fires depends on...
Sep 29, 20266 min read0 reactions0 comments
rm -rf on the wrong server: how GitLab lost its production database
rm -rf on the wrong host: in 2017 a GitLab engineer wiped the production PostgreSQL database, and none of the five backups worked. The full postmortem.
Sep 28, 20269 min read1 reactions1 comments
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Sep 28, 2026CVE-2026-89078: What the Advisory Says and What It Does Not
CVE-2026-89078: What the Advisory Says and What It Does Not
Sep 28, 20262 min read0 reactions0 comments