AI product builder • Operator • Perpetual student
Building the systems around AI, then sharing what survives reality.
I'm Berwin. I turn messy operational problems into AI products, test emerging tools in real workflows, and document what I learn along the way.
Governed AI agents for multi-system enterprise operations
A definition of done for coding agents
The journal
Notes from the work, not from the sidelines.
Experiences, reviews, and working thoughts on AI products, tools, and the systems around them.
The Most Useful AI Model This Month Cannot Write a Sentence
Jev cannot write a sentence. It can sort, score, and route information in a fraction of a second. Here is where that becomes useful, and where it falls short.
Read the latest noteThe workbench
Ideas I'm turning into things.
Each project starts with a problem I have felt closely enough to keep thinking about.
A little context
I care about the gap between what AI promises and what teams can actually use.
My work sits between product strategy, solution design, and hands-on building. I like starting with the awkward operational problem, then working backward into a product people would willingly adopt.
This site is where I'll share my work, experiences, and thinking as they develop, without forcing everything into a constant content schedule.
Berwin's dispatch
One useful idea when I have one.
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