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DePIN leads the way, AI helps: A glance at the DePAI map of decentralized physical artificial intelligence

“The ChatGPT moment in general robots is coming. ”

Original text:Dylan Bane, Messari analyst

Compiled by: Yuliya, PANews

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

Today, with the rapid development of artificial intelligence, Decentralized Physical Artificial Intelligence (DePAI) is providing a new solution for the control of robots and physical artificial intelligence infrastructure. From real-world data collection to intelligent robot operations based on decentralized physical infrastructure (DePIN) deployment, DePAI’s development is steadily advancing. As Nvidia CEO Huang Renxun predicted:"The ChatGPT moment in the field of general robots is coming.& quot;

Looking back on the development of technology, the digital era initially started with hardware and then expanded into the intangible software field. The era of artificial intelligence started with software and is now marching into the ultimate frontier of the physical world.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

In a world where robots, smart cars, drones, and robots are about to be replaced by autonomous physical artificial intelligence agents, the ownership of these smart devices has become a social issue that cannot be ignored. At a time when centralized players have not yet fully dominated the market, DePAI provides a rare opportunity to build a physical artificial intelligence system based on Web3.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

data acquisition

Currently, DePAI’s infrastructure is accelerating, includingThe data collection level is the most active。This level can not only provide physical AI agents on robots with real-world data needed for training, but also transmit the data streams needed for environmental navigation and task execution in real time.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

However,Obtaining high-quality real-world data remains the main bottleneck restricting the development of physical artificial intelligence。Although NVIDIA’s Omniverse and Cosmos provide innovative solutions through simulated environments, synthetic data is only one part of the entire ecosystem,Remote operations and real-world video data are equally indispensable.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

remote operation

In the field of remote operations, Frodobots is deploying affordable distribution robots around the world through DePIN. During operation, these robots can not only capture human decision-making behaviors in the real environment and create high-value data sets, but also effectively solve the problem of insufficient capital investment.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

Through a token-driven virtuous cycle mechanism, DePIN is accelerating the deployment of data collection devices and robots。For robot companies that want to improve sales while reducing capital expenditures and operating costs, DePIN has significant advantages over traditional models.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

Video data applications

In terms of video data applications, DePAI can make full use of real-world video data to train physical artificial intelligence systems and build spatial awareness of the real world. Among them, Hivemapper and NATIX Network are expected to become important data sources with their unique video databases.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

As Mason Nystrom, junior partner at Pantera Capital, points out:"Although it is difficult for individual data to achieve commercial value, there is great potential after data aggregation.& quot;The Quicksilver platform developed by IoTeX is capable of aggregating data across DePIN while ensuring data verification and privacy protection.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

Space intelligence and computing

In the field of spatial intelligence and computing protocols, the industry is working to achieve spatial coordination and decentralized management of real-world 3D virtual twins through DePIN and DePAI. For example, Auki Network’s Posemesh technology enables real-time spatial sensing while ensuring privacy and decentralization.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

The application of physical artificial intelligence agents has achieved initial results. For example, SAM is using Frodobots ‘global robot network for geographical location inference. In the future, with the help of frameworks such as Quicksilver, artificial intelligence agents will be able to better access the real-time data provided by DePIN.

DePIN引路,AI助力:一览去中心化物理人工智能DePAI图谱

For investors interested in entering the field of physical artificial intelligence, investing in DAO may be an ideal entry point. Taking XMAQUINA as an example, it provides members with a diversified portfolio of physical artificial intelligence assets, covering machine physical assets, DePIN protocols, robot companies and intellectual property rights, etc., and is equipped with a professional internal R & D team to provide support.

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