Machine Heart

Aug 2, 2026 · Artificial Intelligence

Can 50,000 Web‑Crowdsourced Trajectories Really Strengthen Robot Models? AXIS Benchmark Answers

AXIS demonstrates that web‑based crowdsourced teleoperation data, when systematically generated, cleaned, and augmented, can scale from 50 k to over 1.5 M robot manipulation trajectories, yielding consistent performance gains on the LIBERO‑Plus benchmark and highlighting the importance of task coverage, diversity, and quality control.