This article reflects the team's state as of March 2026, and the architecture will continue to evolve.
Originally published at Judy AI Lab. Visit for more articles on AI engineering and development.
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Building an AI Multi-Agent Team from Scratch: Our Real Experience
We run a team of 6 AI agents handling everything from code development to trade execution daily. This is not a toy demo — it is a real production system.
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Judy
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