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具身智能:不止会聊天,更会在真实世界里行动

Body intelligence: not only can chat, but also can act in the real world.

2026-10-21 1 Reading
When it comes to artificial intelligence, many people think of chatbots, image generation and algorithm recommendations. But there is a AI that is moving from "computing" to "acting", and it is-physical intelligence. If traditional AI is more like a "brain sitting in front of a screen", then physical intelligence is to install a AI with a body, eyes, legs and feet, so that it can enter the real environment, observe, judge, and complete specific tasks.

Body intelligence: not only can chat, but also can act in the real world.

When it comes to artificial intelligence, many people think of chatbots, image generation and algorithm recommendations. But there is a AI that is moving from "computing" to "acting", and it is-physical intelligence.
If traditional AI is more like a "brain sitting in front of a screen", then physical intelligence is to install a AI with a body, eyes, legs and feet, so that it can enter the real environment, observe, judge, and complete specific tasks.

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1. what is physical intelligence?

Physical intelligence (Embodied AI) means that artificial intelligence no longer only processes virtual data such as text and pictures, but perceives the environment, learns strategies and executes actions in the physical world through physical platforms such as robots, autonomous driving and intelligent equipment.
Simple understanding:
  • General AI: understand a picture, answer a question;
  • Body Intelligence: Seeing obstacles ahead, decide to go around and continue to complete the inspection task.
The key to it is not "speaking wisely" but "doing it steadily".

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What do 2. learn about physical intelligence?

A robot with physical intelligence usually needs to learn four types of abilities at the same time:

1. Perceived environment

Through cameras, lidar, tactile sensors, etc., understand what is around, where people are, and whether the device status is normal.

2. Understanding the task

Understand the meaning of instructions such as "go to inspect workshop 1", "avoid obstacles" and "report abnormalities in time.

3. Planning actions

Instead of simply following a fixed route, it is adjusted in real time according to environmental changes: detour when there are obstacles in front, slow down when the ground is slippery, and re-plan the route when encountering complex intersections.

4. Implementation and feedback

The results of the action are transmitted back to the system, and then continue to optimize according to the feedback. For example, after the robot completes an inspection, the background can analyze its path, speed and task completion rate.

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What is the relationship between 3.-body intelligence and bionic robots?

Bionic robot is a very important carrier of body intelligence.
Like four-legged robot dogs and humanoid robots, they are essentially simulating the movement of creatures, allowing AI to have actions closer to humans. They not only "look like animals or people", but more importantly, they can adapt to complex environments such as stairs, corners, narrow passages, and factory roads.
For example:
  • The four-legged robot dog can enter the factory area for inspection and check the equipment status;
  • Humanoid robots can be guided in the exhibition hall and assisted in the factory;
  • More physical smart devices can also be used in power, security, emergency rescue, education and other scenarios.

4. why is physical intelligence worth paying attention?

Because it's putting
AI from the virtual space to the physical scene.
In the past, many intelligent systems could only provide "suggestions"; whereas AI gives AI the opportunity to perform tasks directly. Especially in some repetitive, dangerous, and complex environments, robots can replace people to complete part of the work, reduce risks and improve efficiency.
This is also an important step for AI to move from "information intelligence" to "spatial intelligence.

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What can 5. physical intelligence do now?

At this stage, physical intelligence has landed in many scenarios:
  • Factory inspection: the robot inspects the equipment according to the route and uploads the records after finding any abnormality;
  • Park security: automatic patrol, identify suspicious areas and remind the background;
  • Electric power inspection: enter the scene of cable trench, substation, etc., and assist manual inspection;
  • Emergency survey: environmental survey in areas that are inconvenient for people to enter;
  • Business services: explain, guide and interact in exhibition halls and pavilions.
Of course, it is not "omnipotent". The real environment is very complex, ground material, light changes, obstacles, will pose a challenge to the robot. Therefore, the value of physical intelligence is more about the stable completion of repeatable tasks in specific scenarios.
The future of AI is not just about the algorithms that run on the server, or the data that is displayed on the screen. When artificial intelligence has the ability to act physically, it has the opportunity to enter factories, parks, streets and homes and become intelligent assistants in the real world.
Body intelligence is making AI move from "answering" to "acting".

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