Jalmari Kivinen in a white T-shirt and jeans, sitting on a yellow stool in front of a green backdrop

Hi, I'm Jalmari.

I build teams of AI agents at Parvi, mostly for marketing and sales work. I spent 12 years in digital marketing, and in spring 2026 Claude Code turned my work upside down in a single day. This is where I write up what I build with it, including the parts that broke and how I fixed them.

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Writing