# RoboAware preprint reports 77.0% success across 100 robot tasks

_Published Thursday, October 8, 2026 at 9:43 PM EDT · Science, Robotics · Latest · Tier 2 — Notable_

Researchers report that RoboAware, a system for coordinating robot skills, achieved a 77.0% overall success rate in single-episode evaluations on 100 tasks. The arXiv preprint says it outperformed existing code-as-policy and vision-language-action harness baselines.

Training restores the same starting state and executes alternative policy families to reveal outcomes that following only one branch would miss. A learned coordinator uses those outcomes to choose a policy family from observable conditions; a frozen coding agent then generates the next local code block. Reported benchmark averages were 90.0% on RoboSuite, 73.8% on LIBERO-Pro task clusters, and 90.0% on RoboTwin bimanual tasks.

## Sources

- [arXiv Query: search_query=cat:cs.RO&id_list=&start=0&max_results=30](https://arxiv.org/abs/2610.11480v1)

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Canonical: https://techandbusiness.org/newswire/bewVi18T0LCcFDzM7ZgREv
Published: 2026-10-09T01:43:46.084Z
Story chronology: 2026-10-08T08:25:49.000Z
Retrieved: 2026-10-09T05:18:11.131Z
Publisher: Tech & Business (techandbusiness.org)