Author

Sebastian A. Espinoza‐Ulloa

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#small language model Open access Oct 2026

Swarmbly App v0.2.0: desktop client and network dashboard for decentralized problem-fragmenting inference

Swarmbly App is a desktop client and network dashboard for the Swarmbly protocol, which distributes the problem rather than the model: a request with a structural partition is split into micro-tasks, served in parallel by volunteer nodes running complete small language models, verified and assembled on the client. The...

Sebastian A. Espinoza‐Ulloa · Zenodo (CERN European Organi... · 0 citations

#small language model Open access Sep 2026

Swarmbly AI v2.0.0: protocol, reference implementations, validation harness and benchmark

Peer-to-peer language-model inference today splits the model: layers or tensors are spread across machines and activations cross the public internet on every generated token. Swarmbly distributes the problem instead: a client-side orchestrator decomposes a request into semantic sub-tasks, each dispatched once to a volu...

Sebastian A. Espinoza‐Ulloa · Zenodo (CERN European Organi... · 0 citations

#small language model Open access Sep 2026

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 bandwidth gap of roughly five orders of magni...

Sebastian A. Espinoza‐Ulloa · Zenodo (CERN European Organi... · 0 citations