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DePAI: The Rise of Decentralization in Physical Artificial Intelligence and Investment Opportunities
DePAI: The Rise and Landscape of Decentralization in Physical Artificial Intelligence
In today's rapidly developing field of artificial intelligence, decentralized physical artificial intelligence ( DePAI ) is providing an innovative solution for the control of robotics and physical artificial intelligence infrastructure. From data collection in the real world to the deployment of intelligent robotic operations based on decentralized physical infrastructure ( DePIN ), the development of DePAI is steadily advancing. Industry experts predict that the field of general robotics will witness significant breakthroughs similar to ChatGPT.
Looking back at the development of technology, the digital age initially started with hardware and then expanded into the intangible field of software. The age of artificial intelligence, on the other hand, began with software and is now advancing toward the physical world, the ultimate frontier.
In a world where robots, smart cars, drones, and robotic agents are gradually replacing traditional labor under the operation of autonomous physical artificial intelligence agents, the issue of ownership of these intelligent devices has become a significant social topic that cannot be ignored. At a time when centralized participants have not yet fully dominated the market, DePAI provides a rare opportunity to establish a Web3-based physical artificial intelligence system.
Data Collection: The Cornerstone of DePAI
Currently, the infrastructure of DePAI is accelerating its improvement, with the data collection layer being the most active. This layer not only provides the real-world data needed for training physical AI agents on robots but also enables real-time transmission of the data streams required for environmental navigation and task execution.
However, obtaining high-quality real-world data remains a major bottleneck in the development of physical artificial intelligence. Although some companies have provided innovative solutions through simulated environments, synthetic data is only part of the entire ecosystem, and remote operation and real-world video data are equally indispensable.
Breakthrough in Remote Operation
In the field of remote operations, some innovative companies are deploying cost-effective delivery robots globally through DePIN. These robots not only capture human decision-making behavior in real-world environments during their operation, creating high-value datasets, but also effectively address the problem of insufficient capital investment.
Through a token-driven virtuous cycle mechanism, DePIN is accelerating the deployment process of data collection devices and robots. For robotic companies looking to improve sales performance while reducing capital expenditures and operational costs, DePIN has significant advantages over traditional models.
The potential of video data applications
In the application of video data, DePAI can fully utilize real-world video data to train physical artificial intelligence systems, building spatial cognition of the real world. Some emerging platforms, with their unique video databases, are expected to become important sources of data.
Industry experts point out: "Although individual data is difficult to realize commercial value, data aggregation has great potential." Some platforms can aggregate data across DePIN while ensuring data verification and privacy protection, which provides important support for the development of DePAI.
Spatial Intelligence and Computing: The Core of DePAI
In the fields of spatial intelligence and computing protocols, the industry is dedicated to achieving decentralized management of spatial coordination and real-world 3D virtual twins through DePIN and DePAI. Some innovative technologies have realized real-time spatial perception capabilities while ensuring privacy and decentralization.
The application of physical artificial intelligence agents has already shown results, with some projects utilizing a global network of robots for geolocation inference. In the future, with the help of new frameworks, artificial intelligence agents will be able to better access real-time data provided by DePIN.
Investment Outlook
For investors looking to enter the field of physical artificial intelligence, investing in a DAO may be an ideal entry point. Some DAOs offer members a diversified portfolio of physical artificial intelligence assets, covering machine physical assets, DePIN protocols, robotics companies, and intellectual property, among others, and are supported by a professional internal R&D team.
With the continuous advancement of DePAI technology and the expansion of application scenarios, this field will bring more opportunities for investors. However, investors also need to closely monitor the trends in technological development and changes in the regulatory environment to make informed investment decisions.