AI 编程 4.0 · 优秀 2026-07-30 · 文章

Gemini Robotics 2 brings whole body intelligence to robots

DeepMind发布Gemini Robotics 2:更强VLA,支持从脚到指的全身控制精细操作与多机协作,可本地端侧运行,并在数小时内适配新机身相对窄任务预编程/遥操作,强调在非结构化环境中推理每一步动作配套全身智能与灵巧/协作能力叙述

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Gemini Robotics 2 Brings Whole Body Intelligence to Robots

Source: https://deepmind.google/blog/gemini-robotics-2-brings-whole-body-intelligence-to-robots
Author: Carolina Parada, Google DeepMind
Published: 2026-07-30

Overview

Google DeepMind introduced Gemini Robotics 2, the intelligence layer for the next generation of adaptable robots. This release unlocks intelligent whole-body control, advanced dexterity, and multi-robot collaboration — a major step toward general-purpose physical AI.

Three Models

1. Gemini Robotics 2 (VLA): Most advanced vision-language-action model converting vision+language into motor control. Capable of controlling full humanoids from feet to fingertips and bi-arm robots. New dexterous manipulation on both hands and grippers.

2. Gemini Robotics ER 2 (VLM): Most capable embodied reasoning model. Acts as the robot's high-level brain — communicates with humans, understands the physical world, plans multi-step tasks lasting several minutes. Now supports multi-robot collaboration.

3. Gemini Robotics On-Device 2: Most efficient VLA optimized to run locally on robotic devices. Adapts to completely new robot embodiments with just a few hours of data (<200 examples).

Key Capabilities

Whole-Body Control

For the first time, the model controls entire humanoid robots (e.g., Apptronik Apollo 2): walking, crouching, stretching, and manipulating objects. The robot can navigate to a table, pick up an item, walk to shelves, and place it precisely.

Advanced Dexterity

Controls the 22-DOF five-fingered Shadowhand on Apollo 2 for delicate tasks like tying knots and sealing ziplock bags. Also operates standard grippers on Franka Duo platform for tight packing.

Multi-Robot Collaboration

Different types of robots can communicate and work together to solve workflows no single robot could do alone.

Fast Adaptation

On-Device 2 adapts to drastically different embodiments (Dexmate, SO101, Trossen) with fewer than 200 examples and a few hours of training data.

Safety

  • Introduces ASIMOV-Agentic benchmark for agentic safety orchestration and uncertainty resolution
  • Measures refusal of unsafe tool calls from VLA, prediction of task feasibility, and proactive human intervention requests
  • Gemini Robotics ER 2 is described as DeepMind's safest robotics model to date in safety constraint following and human proximity benchmarks

Availability

  • Gemini Robotics ER 2: available on Google AI Studio and in private preview on Gemini Enterprise Agent Platform
  • VLA and On-Device models: available to early-access partners

中文概要

Google DeepMind 发布 Gemini Robotics 2,解锁了智能全身控制、高级灵巧性和多机器人协作。三个模型:VLA 模型可从脚到指尖控制全人形机器人(如 Apptronik Apollo 2),能结结、封密封袋;ER 2 具备多机器人协作能力,可规划持续数分钟的多步骤任务;On-Device 2 可在几小时内适应全新机器人形态(不到 200 个样本)。安全方面引入 ASIMOV-Agentic 基准,测试 Agent 拒绝不安全工具调用、预测任务可行性和主动请求人类干预。