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One Video Became a Reusable Robot Program

RAPID inferred a task specification, action primitives and a test environment from one human demonstration.

Published Updated Story ID: mp-2026-09-25-015
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Summary

RAPID inferred a task specification, action primitives and a test environment from one human demonstration.

The agentic loop generated, executed and refined object-centric robot programs across eight contact-rich tasks and LIBERO-Pro manipulation tasks, then ran all eight nonprehensile tasks on a real Franka arm. The authors report generalization across pose, shape, material and environment.

Why it matters

RAPID inferred a task specification, action primitives and a test environment from one human demonstration.

Limits and context

No additional limitation was separately recorded.

Key claims

  1. RAPID inferred a task specification, action primitives and a test environment from one human demonstration.

    Evidence: source-2026-09-25-017

Sources

  1. arXiv preprint 2609.30249arXiv · primary research

Corrections

No corrections have been recorded for this story.