Is Neuralese in no way decodable into a human-interpretable system? Genuine question -- I don't know the answer.

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Probably not without a sufficiently powerful LLM from same family, or something equivalent, to act as a translation layer, which includes the risk of the translator lying to you.

Definitely decodable, that's what's being done now

It's not.