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Hi @patrick-kidger @mattjj!
I cherry-picked @mattjj's commits, fixed the CI, and made the suggested refactor.
I'm happy to push these fixes as a PR to @mattjj's branch instead of this PR.
The changes in jax also require python 3.10+