AWhat changed
Used sharded asynchronous operators over futures and gang scheduling to decouple control-plane execution from dependent accelerator work under a single-controller programming model.
Scientific scope
Used sharded asynchronous operators over futures and gang scheduling to decouple control-plane execution from dependent accelerator work under a single-controller programming model. The orchestration-system contribution is distinct from PaLM's language-model training. Inherits dataflow/SPMD/MPMD systems; measured utilization on selected TPU workloads is not universal100percent utilization, failure freedom or proof of optimal resource scheduling.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. The orchestration-system contribution is distinct from PaLM's language-model training. Inherits dataflow/SPMD/MPMD systems; measured utilization on selected TPU workloads is not universal100percent utilization, failure freedom or proof of optimal resource scheduling.
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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