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Support unit-aware out for sum, mean, median, std, var, cumsum,
concatenate, stack, and add.reduce/accumulate. Require the exact result shape,
preserve target identity, unit, and dtype, and stage computation, conversion,
and casting before writing. Argmin/argmax accept bare integer ndarray outputs.
Document function/reduction output casting and add regressions for scaled
units, positional outputs, overlapping/strided buffers, and unchanged outputs
on failure, plus installed-consumer type checks.