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GitLab, Terraform, and Two AI Mistakes in One Afternoon

We manage a self-hosted GitLab instance entirely through Terraform: groups, projects, branch protection, and even git branches. All of it lives in one shared module and gets applied with Terragrunt. We upgraded that module’s provider from v18 to v19. The whole thing took about two or three hours. In that time, an AI assistant sounded confident twice about things that were not fully correct. I caught only one of the two mistakes in time, and only because checking a confident answer against something else was already a habit for me, not because I noticed a problem first. ...

July 8, 2026 · 7 min · 1365 words · Serhii Kaidalov
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AWS AI/ML Certification Journey

I’ve just earned all three AI/ML AWS certifications and want to share my subjective thoughts about each certificate in particular. Inspiration I decided to pursue these three AWS AI/ML certifications after attending re:Invent 2024 in Las Vegas. Nearly every talk revolved around AI - how to integrate AI into workloads or how AI is already transforming solutions both within and beyond AWS. ...

February 23, 2025 · 5 min · 905 words · Serhii Kaidalov