The question did not mention thread safety as a requirement, but the OP specified that in comments.
In general, pseudorandom number generators have internal state, in order to calculate the next number. So they cannot be assumed to be thread-safe, and require an instance per thread.
For encapsulated thread-safe random numbers, one alternative is to use a suitably good hash function, such as xxHash, and pass it a seed and a counter that you increment after each call in the thread.
There is a Delphi implementation of xxHash here:
https://github.com/Xor-el/xxHashPascal
For general use, it's easy to make several versions in 1, 2 or 3 dimensions as needed, and return either floating point in 0..1 or integers in a range.