I built an AI code reviewer that actually fits into our workflow

I built an AI code reviewer that actually fits into our workflow. It’s a GitLab CI pipeline that reviews merge requests automatically using Claude Code and posts findings as review comments. ...

March 5, 2026 · 3 min · Egor Lynko

Could AI code review pipelines make code quality worse?

I’m worried that adding AI to our code review pipelines might actually make our code quality worse - not because of the AI, but because of us. ...

January 28, 2026 · 2 min · Egor Lynko

My 2025 wrap-up and a look into 2026

It’s been quite a while since my last post here. Honestly, 2025 was an incredibly overwhelming year for me professionally. I finally found the time to sit down and write this slightly delayed wrap-up, reflecting on what happened and where it’s all heading. The biggest shift for me was not just that AI tools became better, but that my role started changing around them: from writing more code myself to organizing work, context, quality, and small agent-driven workflows. This post is my attempt to make sense of that shift: the productivity gains, the stress, the documentation paradox, and why I think 2026 will be less about hype and more about control. ...

January 10, 2026 · 7 min · Egor Lynko