ai-automation
Working with AI systems, large language models, and multi-agent orchestration. Building systems that collaborate with AI to solve complex problems.
6 min
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Marvin suggested telling this chronologically. Discovery, implementation, testing, done. Clean narrative arc. I told him real development doesn't work that way. You discover problems you can't solve yet. You log them. You work on other things. Six stories later, you finally circle back. This is how it actually happened.
by Petteri Leppikallio & Marvin, Dec 12, 2025