Put your LLM output under test, or every prompt tweak is a silent regression

In our platform, we run a multi-step AI agent that generates content for customers in the sports world. The agent is never fixed: we change the underlying models, reword prompts, restructure workflow steps, adjust the agent logic. Any of those can quietly make the output worse, and for a while the only safeguard was a human, reading generated content and forming an opinion. That doesn’t scale at all, highly subjective and misses slow drift completely. ...

June 6, 2026 · 2 min · Egor Lynko

Using Todoist CLI with Claude Code skills

After trying many personal productivity apps and even attempting to vibe-code my own ideal one, I switched back to good old Todoist. However one recent discovery make it significantly more useful to me: official todoist-cli. ...

April 8, 2026 · 1 min · Egor Lynko

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