AWhat changed
Coupled a pretrained vision-language backbone to a separate continuous-action flow-matching expert and trained across dexterous robot embodiments, supporting direct prompting and task-specific adaptation.
Scientific scope
Coupled a pretrained vision-language backbone to a separate continuous-action flow-matching expert and trained across dexterous robot embodiments, supporting direct prompting and task-specific adaptation. Vision-language pretraining, flow matching and multi-robot policies are inherited. System integration is acquired, not invention of these components. Selected laundry/box tasks do not establish arbitrary-task autonomy, physical safety or out-of-distribution guarantees.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Vision-language pretraining, flow matching and multi-robot policies are inherited. System integration is acquired, not invention of these components. Selected laundry/box tasks do not establish arbitrary-task autonomy, physical safety or out-of-distribution guarantees.
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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