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So what's the right algorithm to use instead of md5 if I just want a fast checksum that's widely supported?

BLAKE2b or BLAKE2bp should be a good choice for that. Or just CRC if you care only about unintentional changes.

SHA256

If SHA-2, do use SHA-512, since we are living in a 64 bit world.

SHA-512/256