Functionalists vs Landauer: why MoE sparsity analogies may extend to brains and consciousness

JoshPurtell · x · 2026-10-06

Josh Purtell argues in a debate with Rob Bensinger and others that functionalists should reason about the entire computational graph rather than instantaneously active complexity. He draws an analogy from sparse MoE models: a 112B-A3B model is generally stronger than a 3B dense one, so any Landauer-principle-based objection to machine consciousness would need to show a meaningful sparsity ratio between total brain complexity and instantly active complexity — which he says nobody has provided.

Related event: Functionalists Invoke MoE Sparse Activation Analogy in Consciousness Debate(2 posts)→

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