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Update Echoshader for newer NumPy and Zarr (GSoC 2026) #218

@LOCEANlloydizard

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@LOCEANlloydizard

Currently, zarr and numpy are pinned to older major versions (zarr>=2,<3 and numpy<2). It would be useful to unpin these and test Echoshader’s notebooks, updating the code where necessary to ensure compatibility with newer versions.

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