PennyLane - worth a read

At FOSDEM I saw a presentation on PennyLane

OK, so its Python but it is functionally oriented and they use differentiable circuits.
I had a quick chat with the presenter and he agreed there is commonality with Julia there.
Sorry if I do not have the exact technical terms, but there did seem to be some synthesis there and maybe someone in this field from the Julia side could have a look at it.

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I wish pennylane was written in Julia or somebody could port it to Julialang.

I also read somewhere pennylane is an early adopter of MLIR.