New chunking approach that never splits encoded chunks #20002

Job	Run time
detect ci trigger	7s
Event File	3s
cache-pixi-lock / Pixi lock	13s
windows-latest \| test-py311	19m 39s
macos-latest \| test-py311	17m 24s
ubuntu-latest \| test-py311-bare-min-and-scipy	2m 42s
ubuntu-latest \| test-py311	10m 57s
ubuntu-latest \| test-py313-no-numba	9m 45s
ubuntu-latest \| test-py311-bare-minimum	2m 47s
macos-latest \| test-py313	12m 39s
ubuntu-latest \| test-py311-min-versions	9m 43s
ubuntu-latest \| test-py313	10m 24s
ubuntu-latest \| test-py313-no-dask	11m 17s
ubuntu-latest \| test-py313 (flaky)	1m 37s
windows-latest \| test-py313	19m 30s
ubuntu-latest \| test-py311-with-typing (mypy)	3m 26s
ubuntu-latest \| test-py313-with-typing	22m 44s
	2h 34m 57s

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