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How Ambient Advantage was built, and is still being built.

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How I Built a Production AI System Without Writing the Code

I'm not an engineer, but over the last several weeks I built a production AI system in my spare time, with Claude Cowork as my code assistant. This is the story of how it came to be, and why I didn't start by sketching an architecture diagram.

Chiel Hendriks · 12 min read · May 1, 2026
#architecture #inaugural #decisions #claude #claude-cowork
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