{"version":"1.0","type":"rich","provider_name":"techandbusiness.org","provider_url":"https://techandbusiness.org","title":"LiberAI reports robot learning results using fewer robot demonstrations","author_name":"techandbusiness.org · Tech & Business, AI","thumbnail_url":"https://www.therobotreport.com/wp-content/uploads/2026/11/beijingyongqi-sponsored-featured-image-november2026.png","width":600,"height":400,"html":"<blockquote class=\"tb-newswire-embed\" style=\"max-width:600px;border-left:3px solid #22d3ee;padding:12px 16px;margin:0;font-family:-apple-system,system-ui,sans-serif;background:#09090b;border-radius:0 8px 8px 0;\">\n      <p style=\"margin:0 0 8px;font-size:10px;font-weight:600;letter-spacing:0.1em;color:#71717a;\">techandbusiness.org · Tech & Business, AI</p>\n      <p style=\"margin:0 0 8px;font-size:18px;font-weight:700;line-height:1.3;color:#fff;\"><a href=\"https://techandbusiness.org/newswire/sedM5zwxIdtL2F0S3RITtM\" style=\"color:#fff;text-decoration:none;\">LiberAI reports robot learning results using fewer robot demonstrations</a></p>\n      <p style=\"margin:0;font-size:14px;color:#a1a1aa;line-height:1.5;\">LiberAI says its Liber-0 model achieved a progress score of 75.6 using 25% of a robot demonstration pool plus a full glove-recording pool, compared with 72.8 using the full robot pool alone.</p>\n    </blockquote>"}