Skip to content
Log in
Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Sebastian A. Espinoza‐Ulloa

View on Semantic Scholar

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#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 · 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 · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.