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# Google's Language Models Show How to Program Robots at Scale
- URL: https://adjacent.media/signals/googles-language-models-show-how-to-program-robots-at-scale/
- Published: 2026-09-02T23:06:18.000Z
- Updated: 2026-09-02T23:06:18.000Z
- Description: Google’s work bridging LLMs and robotics—particularly through projects like RT-2 (Robotics Transformer)—has created a practical pathway for training robots on internet-scale data rather than laborious manual programming.
- Author: Jonathan Greene
- Tags: #signal, theme-ai, llm capabilities, robotics integration, model training

Source: [Understandingai](https://www.understandingai.org/p/how-google-taught-llms-to-control?ref=adjacent.media)

Google's work bridging LLMs and robotics—particularly through projects like RT-2 (Robotics Transformer)—has created a practical pathway for training robots on internet-scale data rather than laborious manual programming. Companies from Boston Dynamics to smaller startups are now deploying language models as a control layer, enabling robots to adapt to novel tasks without retraining and respond to natural language commands. The bottleneck in robotics has shifted from "how do we program every action" to "how do we collect and label robot experience data efficiently," a problem that scales differently than building physical systems from scratch.