Sebastian A. Espinoza‐Ulloa

Semantic Fragmentation and Stochastic Assembly: A Protocol for Decentralized Language-Model Inference over Untrusted Volunteer Nodes

Peer-to-peer language-model inference has so far been pursued by splitting the model: transformer layers or tensors are distributed across machines, and intermediate activations traverse the public internet on every generated token. This places the design squarely against a bandw...