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What I think about AI engineering, business automation, and the industry. Written from the perspective of someone who ships production systems, not slides.

2026-08-24 · 6 min read

Five times cheaper than Claude. I checked on two of my own tasks

The viral thread promises 5x cheaper at the same quality. Almost true for routine work, flipped upside down for engineering. And Claude's real competitor turns out not to be GLM at all.

2026-07-09 · 12 min read

Ukrainian IT is dead. Nobody just says it out loud.

44% of developers cut their salary expectations. My $2500 interview became an $800 posting. Meanwhile code is written in seconds. What you actually get paid for now.

2026-05-24 · 8 min read

AI is eating SaaS. Here is what I see from the inside.

OpenAI and Anthropic ship features faster than startups can pivot. The API-wrapper era is over. What survives and what doesn't.