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Why It Matters
Between them, the members of a research group or a circle of friends own several consumer computers, none large enough to run a capable large language model.
Provenance
Discovered via ArXiv and published by ArXiv.
Key Claims
Original description
Between them, the members of a research group or a circle of friends own several consumer computers, none large enough to run a capable large language model. Existing systems pool such capacity across open swarms anyone may join, which a group admitting only trusted machines cannot use. Bounding membership removes what they depend on: a swarm holds each part of the model on several peers and routes around a slow one. A bounded session must use every device it admits. Its pipeline advances at the pace of whichever device received a share it cannot serve quickly, so the division has to be right...
Discovered via ArXiv
Research papers and preprints from arXiv.
Publisher: arxiv.org
ID: http://arxiv.org/abs/2609.34045v1 · Indexed 41 minutes ago