{"type":"post","id":"good-old-fashioned-engineering-can-close-the-100-1013f1","slug":"good-old-fashioned-engineering-can-close-the-100-1013f1","title":"Good old-fashioned engineering can close the 100,000-year “data gap” in robotics","description":"Ken Goldberg’s 2025 Science Robotics perspective argues that useful robots can help close the gap between scarce real-world robot data and the enormous datasets used to train language models.","retrieval_nugget":"Ken Goldberg’s 2025 Science Robotics perspective argues that useful robots can help close the gap between scarce real-world robot data and the enormous datasets used to train language models. Its practical point is that combining established engineering with learned models can get commercial robots working sooner—and let useful work generate data for further improvement.","published_at":"2026-11-11","updated_at":"2026-11-11","record_date":"2026-11-11","date_kind":"published_at","topics":["models"],"entities":["Ken Goldberg","Science Robotics","UC Berkeley","Ambi Robotics","Waymo","NVIDIA"],"related_patterns":[],"novelty_label":"new_angle","what_changed":"The commentary argues that engineering approaches can help close robotics’ data gap, challenging the emphasis on large-scale simulation and data collection.","prior_refs":["https://newruntime.com/posts/nvidia-introduces-gr00t-2-world-action-model-and-da1a8f/"],"source_url":"https://autolab.berkeley.edu/assets/publications/media/GOFE-Can-Close-the-100000-Year-Robot-Data-Gap-Science-Robotics-Aug-2025-scirobotics.aea7390.pdf","source_urls":["https://autolab.berkeley.edu/assets/publications/media/GOFE-Can-Close-the-100000-Year-Robot-Data-Gap-Science-Robotics-Aug-2025-scirobotics.aea7390.pdf"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:good-old-fashioned-engineering-can-close-the-100-1013f1","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/good-old-fashioned-engineering-can-close-the-100-1013f1/","markdown":"https://newruntime.com/posts/good-old-fashioned-engineering-can-close-the-100-1013f1.md","json":"https://newruntime.com/posts/good-old-fashioned-engineering-can-close-the-100-1013f1.json"},"markdown_url":"https://newruntime.com/posts/good-old-fashioned-engineering-can-close-the-100-1013f1.md","next_reads":[{"type":"topic","path":"/topics/models/","url":"https://newruntime.com/topics/models/","title":"Models","reason":"Explore the models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/models.md","json_url":"https://newruntime.com/topics/models.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}