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Why Bunkerhill phased out Jupyter for marimo across ML and backend teams

In a marimo case study, medical AI company Bunkerhill Health describes how its ML engineers, backend engineers and radiologists once collaborated by converting images locally and installing niche viewers. After moving to marimo, the team serves images from S3 as browser apps and has dropped Jupyter entirely. Exploring a new customer's data reportedly now takes hours instead of days, and radiologist feedback loops shrank from days to minutes.

Bunkerhill has entirely phased out Jupyter in favor of marimo.

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Saved . A shortened excerpt from the official blog; the original publisher retains authorship.

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