According to @drfeifei, a recent study benchmarks state-of-the-art vision-language models (VLMs) for their effectiveness in enabling robots to perform long-horizon household tasks, utilizing the BEHAVIOR benchmark environment (source: x.com/qineng_wang/status/1993013981171118527). This research provides concrete performance comparisons and highlights the practical challenges VLMs face in complex, real-world robotic applications. The results reveal that while modern VLMs show promise in understanding and executing intricate instructions, significant gaps remain before reliable autonomous service robots can be deployed at scale. The findings offer valuable insights for AI developers and robotics companies aiming to improve intelligent automation for household settings.

According to Soumith Chintala on Twitter, 1X has launched a humanoid robot designed to provide 3 to 4 hours of in-home labor per day, effectively handling household chores with a strong focus on safety and compliance (source: Soumith Chintala, Twitter, Nov 3, 2025). The service is priced at $500 per month for 120 hours, translating to a competitive $4.1 per hour rate. 1X's core technological advantage lies in its proprietary tendon-driven actuators, widely recognized as industry-leading. The robot utilizes cross-continent teleoperation for task execution, which is a significant technical achievement in remote robotics. While some critics highlight the reliance on teleoperation over full autonomy, Chintala emphasizes the immediate business value in geographic labor arbitrage and the pragmatic approach of shipping a robust, safe product while iterating on automation in the background. This model presents a compelling business opportunity for scaling domestic robotics, leveraging advanced AI and teleoperation to meet real-world home service needs (source: Soumith Chintala, Twitter, Nov 3, 2025).

According to Fei-Fei Li (@drfeifei), BEHAVIOR is an open-source benchmark developed atop NVIDIA’s Omniverse platform, specifically designed to enable and evaluate embodied AI and robotics solutions. The benchmark features 1,000 practical, everyday household tasks rooted in real human needs, providing a comprehensive environment for testing and comparing AI models in realistic settings (source: https://twitter.com/drfeifei/status/1962971535079325779, Paper: https://t.co/5eKiA3e3Qi). This initiative is poised to accelerate the development and deployment of advanced robotics and embodied AI, offering significant business opportunities for companies building household automation, smart home solutions, and next-generation assistive technologies.