Notes from the build
Real systems, real numbers, no hype.
I write about what I ship — what worked, what broke, and how to build AI that your team still uses three months later.
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Aug 25, 2026
After 48 shipped systems across 12 client engagements, the pattern is clear: the tools almost never fail. Here's what does — and the three things that keep a system alive at month three.
Aug 25, 2026
The models are good enough. They've been good enough for a while. The graveyard of abandoned AI projects has a different cause of death — and it's the reason I build both halves.
Aug 25, 2026
You don't need code, and you don't need a team. You need one painful workflow, one honest hour, and the discipline to start smaller than feels impressive. Here's the exact sequence.
Want these as they ship? Email dimagornovskyi@gmail.com with "notes" in the subject and I'll add you to the list.