DePAI: A New Era of Decentralization in Physical Artificial Intelligence

In today's rapidly developing field of artificial intelligence, Decentralization Physical Artificial Intelligence ( DePAI ) is providing innovative solutions for the control of robotics and physical AI infrastructure. From real-world data collection to intelligent robot operations based on Decentralization Physical Infrastructure ( DePIN ), DePAI is making steady progress. A CEO of a tech giant once predicted: "A breakthrough moment in the field of general robotics is approaching."

Looking back at the evolution of technology, the digital age initially started with hardware and then expanded into the intangible software realm. The AI era, however, began with software and is now advancing towards the physical world as its ultimate frontier.

In a world where robots, smart cars, drones, and robots are gradually replacing traditional labor, operated by autonomous physical AI agents, the issue of ownership of these intelligent devices has become a pressing social topic. While centralized participants have not yet fully dominated the market, DePAI provides a rare opportunity for establishing a Web3-based physical AI system.

Data Collection: The Cornerstone of DePAI

Currently, the infrastructure of DePAI is accelerating its improvement, with the data collection aspect being the most active. This layer not only provides the real-world data needed for training physical AI agents on robots but also transmits the data streams required for environmental navigation and task execution in real-time.

However, obtaining high-quality real-world data remains a major bottleneck in the development of physical AI. Although some companies have provided innovative solutions through simulated environments, synthetic data is just one part of the entire ecosystem, and remote operations along with real-world video data are equally indispensable.

Innovation in Remote Operations

In the field of remote operations, some innovative projects are deploying cost-effective delivery robots globally through DePIN. These robots not only capture human decision-making behavior in real-world environments, creating high-value datasets, but also effectively address the issue 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 expenditure and operational costs, DePIN has significant advantages over traditional models.

Application of video data

In the application of video data, DePAI can fully utilize real-world video data to train physical AI systems and build spatial cognition of the real world. Some emerging decentralized projects, with their unique video databases, are expected to become important sources of data.

A partner at an investment firm pointed out: "Although individual data is difficult to realize commercial value, data aggregation has great potential." Some platforms are developing cross-DePIN data aggregation functions while ensuring data validation and privacy protection.

Breakthroughs in Spatial Intelligence and Computation

In the field of spatial intelligence and computing protocols, the industry is working to achieve decentralized management of spatial coordination and real-world 3D virtual twins through DePIN and DePAI. For example, a certain network's technology has realized real-time spatial awareness capabilities while ensuring privacy and decentralization.

The application of physical AI agents has already shown results, as some projects are using a global robot network for geolocation inference. In the future, with the help of new frameworks, AI agents will be able to better access real-time data provided by DePIN.

For investors looking to enter the physical AI field, investing in a DAO may be an ideal entry point. Some innovative DAOs provide members with a diversified portfolio of physical AI assets, covering machine physical assets, DePIN protocols, robotics companies, and intellectual property, among others, and are supported by a professional in-house R&D team.

With the continuous development of DePAI, we can foresee that decentralized physical AI will play an increasingly important role in the intelligent world of the future, bringing unprecedented changes and opportunities to human society.