What changed
Split pretrained model blocks across volunteer server chains, with client-managed embeddings, session caches, routing/failover and parameter-efficient adaptation interfaces.
Scientific scope
Split pretrained model blocks across volunteer server chains, with client-managed embeddings, session caches, routing/failover and parameter-efficient adaptation interfaces. Assumes parties trusted with client data and inherits pipeline parallelism/quantization/adapters; not cryptographic privacy or Byzantine correctness. Performance depends on network, server availability and workload.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Assumes parties trusted with client data and inherits pipeline parallelism/quantization/adapters; not cryptographic privacy or Byzantine correctness. Performance depends on network, server availability and workload.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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B