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> LLM's power comes with it being a monolith.

Does it? All of the latest frontier models that have made technical details publicly available are using MoE; smaller specialized units that work together.

Yeah but they're all trained together along with their gate tensor. Evaluating a moderate length prompt pulls in most/all of them.