Messari: DePIN Guided Tour, A Look at the Decentralized Physically Backed AI DePAI Graph
Original Author: Dylan Bane, Messari Analyst
Original Translation: Yuliya, PANews
In today's rapidly developing artificial intelligence landscape, Decentralized Physical Artificial Intelligence (DePAI) is providing a novel solution for the control of robots and physical AI infrastructure. From real-world data collection to intelligent robot operations deployed on Decentralized Physical Infrastructure (DePIN), the advancement of DePAI is steadily progressing. As predicted by NVIDIA CEO Jensen Huang: "The ChatGPT moment in universal robotics is upon us."
Reflecting on the journey of technological advancement, the digital age started with hardware and then expanded into the intangible realm of software. The AI era, on the other hand, began with software and is now advancing into the physical world, the ultimate frontier.

In a world where autonomous physical AI agents will soon operate robots, smart vehicles, drones, and robotics are gradually replacing traditional labor, the issue of ownership of these intelligent devices has become a significant societal concern. At a time when centralized players have not yet fully dominated the market, DePAI offers a rare opportunity to establish a Web3-based physical AI ecosystem.

Data Collection
Currently, the infrastructure of DePAI is rapidly maturing, with data collection being the most active area. This aspect not only provides real-world data required for training physical AI agents on robots but also streams data in real-time for environment navigation and task execution.

However, acquiring high-quality real-world data remains a significant bottleneck for the development of physical AI. While NVIDIA's Omniverse and Cosmos offer innovative solutions through simulated environments, synthetic data is only a part of the entire ecosystem, with remote operation and real-world video data being equally indispensable.

Remote Operation
In the field of remote operation, Frodobots are deploying cost-effective delivery robots globally through DePIN. These robots not only capture human decision-making behavior in real-world environments during operation, creating high-value datasets, but also effectively address the issue of limited capital investment.

Through a token-driven virtuous cycle mechanism, DePIN is accelerating the deployment process of data collection devices and robots. For robotic enterprises looking to improve sales performance while reducing capital expenditure and operating costs, DePIN offers significant advantages over traditional models.

Video Data Applications
In the realm of video data applications, DePAI can leverage real-world video data to train physical AI systems, building spatial awareness of the real world. In this regard, Hivemapper and NATIX Network, with their unique video databases, are poised to become key data sources.

As Pantera Capital's Principal Investor, Mason Nystrom, pointed out, "While individual data may not achieve commercial value, aggregated data holds great promise." IoTeX's developed Quicksilver platform can aggregate data across DePIN while ensuring data validation and privacy protection.

Spatial Intelligence and Computing
In the field of spatial intelligence and computing protocols, the industry is striving to achieve decentralized management of spatial coordination and real-world 3D virtual twinning through DePIN and DePAI. For instance, Auki Network's Posemesh technology enables real-time spatial awareness while ensuring privacy and decentralization.

The application of physical AI agents has shown initial success, with SAM utilizing Frodobots' global robot network for geolocation inference. In the future, with frameworks like Quicksilver, 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 DAOs may be an ideal entry point. Taking XMAQUINA as an example, it offers members a diversified physical AI asset portfolio covering machine physical assets, DePIN protocols, robotic enterprises, intellectual property, and is equipped with a professional in-house R&D team for support.
You may also like

CFTC Reportedly Plans New Prediction Market Rules Focused on Manipulation Risk and Public Interest Review
The CFTC is reportedly preparing new prediction market rules focused on manipulation risk, public interest review, and retail trader protections.

Meet the new WEEX trial fund—your gateway to greater profits

WEEX Labs Lands at Dutch Blockchain Week: A Disruptive Crypto × AI Conversation Sets Sail in Amsterdam

SK Hynix Reportedly Plans U.S. ADR Listing as Early as August, With SEC Approval Possible in Late June
SK Hynix may pursue a U.S. ADR listing as early as August, with SEC approval reportedly possible in late June amid strong AI chip supply chain demand.

SpaceX vs Tesla vs xAI: Which Elon Musk Trade Has the Biggest Upside in 2026?

OpenAI Reveals It Has Confidentially Submitted an S-1 to the SEC, Keeping the Door Open for a Future IPO
On June 9, according to an OpenAI announcement, the company recently confidentially submitted a draft S-1 registration statement to the U.S. Securities and Exchange Commission (SEC), beginning the preliminary compliance process for a potential initial public offering. OpenAI said it chose to disclose this proactively because it expected the news might leak; however, the company has not yet set a specific listing timeline, and related arrangements may still take some time.

Latest research from 13 top universities including Cornell University: The current state, challenges, and misconceptions of the fusion of Crypto and AI

Deconstructing Anthropic: The Best AI Company, Possibly Also a Type of Organizational Invention

Apollo and Blackstone Reportedly Back $35 Billion Anthropic Chip Financing as Deal Details Remain Unclear
On June 9, according to currently available news alerts, Apollo and Blackstone Group participated in a $35 billion financing for an Anthropic “chip project.” Based on the original wording of the report, the funding has already been raised, but public information remains limited. The financing structure, use of proceeds, project entity, and whether Apollo and Blackstone participated through equity, debt, or project financing have not yet been disclosed.

Humanity Protocol Security Incident Escalates: More Than $31 Million Stolen From Related Addresses as Attacker Continues Selling H for ETH
On June 9, according to monitoring by Onchain Lens, more than $31 million has been stolen from addresses linked to Humanity Protocol, and the attack is still ongoing, with the hacker continuously swapping H tokens for ETH. Project founder Terence Kwok later confirmed the security incident on X, saying the issue involved a private key leak.

Bloomberg: As Bitcoin Weakens, Stablecoins and RWA Continue to Drive Expansion in Crypto Businesses
In June, Bloomberg reported that despite Bitcoin falling below $60,000 last week, wiping out about $235 billion in market value within seven days, and dropping close to 50% from last year’s peak, some core businesses in the crypto industry are still expanding, mainly in stablecoins, real-world asset tokenization (RWA), payments, and infrastructure. The report also noted that overall altcoin activity has contracted significantly: altcoin market capitalization has fallen from a peak of about $431 billion in November 2021 to around $170 billion, and among the tens of millions of tokens issued in recent years, fewer than 1,700 still maintain meaningful trading activity.

Galaxy Deep Research Report: How Hyperliquid's HIP-4 Upgrade Changes the Landscape of Prediction Markets?

Binance Research: RWA Market Expected to Expand Nearly 6x from Early 2025, with Public Equities and Onchain Payments Heating Up Together
In June, Binance Research said in its monthly market report that the real-world asset (RWA) market is expected to grow by about 589% from the beginning of 2025. Bond- and money market fund-related RWA expanded by about $6.5 billion, up 83% year over year, while publicly traded equity RWAs grew by about 422%. The report also noted that monthly crypto debit card transaction volume exceeded $747 million in May, up 48.6% year to date.

Japan to Assess a Framework for Yen Stablecoins and Crypto ETFs as Asia’s Compliant Payments Narrative Heats Up
Recently, according to the original report, Japan is considering the launch of yen stablecoins and cryptocurrency ETFs. Public information remains limited at this stage, and there is still no complete policy text, regulatory draft, or clear implementation timeline, so this is better characterized as a “policy discussion” rather than formal implementation. The original wording also noted that advancing stablecoin regulation in Asia is driving XRP usage and supporting growth in the XRPL ecosystem. However, based on currently available public information, there is not enough evidence to directly establish a clear causal relationship between this round of discussion in Japan and XRP or XRPL.

ZachXBT: Humanity private key leak and abnormal surge in H token should be viewed separately
On June 9, according to related disclosures, on-chain investigator ZachXBT posted an update on Humanity’s roughly $31 million security incident, saying that after further analyzing fund flows, he currently tends to believe the project team was not involved in an “inside job” or a self-staged attack. According to him, the official explanation about the private key leak was broadly accurate, but before the token unlock, the price of H had been artificially pushed higher, and the hacker later took advantage of that market environment; therefore, the private key leak and the earlier abnormal price pumping should be regarded as two separate and independent events. This reframing has shifted the market’s understanding of the nature of the incident. Earlier discussion around Humanity had focused on whether the team directly participated in the attack or used the security incident to cover up internal operations. ZachXBT’s latest remarks shift the focus from “whether it was self-theft” to “whether there were pre-unlock market structure issues.” He also questioned whether the team may have.

Morning Report | OpenAI has submitted an S-1 registration statement draft to the U.S. SEC; Morpho completes $175 million financing

Morning Report | BitMine increased its holdings by 126,971 ETH last week; trader Eugene announced his exit from the crypto market

Wang Chuan: How can one not feel anxious after the neighbor Old Wang made thirty times profit by investing in storage stocks? (Seven) - A quarter-century cycle
CFTC Reportedly Plans New Prediction Market Rules Focused on Manipulation Risk and Public Interest Review
The CFTC is reportedly preparing new prediction market rules focused on manipulation risk, public interest review, and retail trader protections.
Meet the new WEEX trial fund—your gateway to greater profits
WEEX Labs Lands at Dutch Blockchain Week: A Disruptive Crypto × AI Conversation Sets Sail in Amsterdam
SK Hynix Reportedly Plans U.S. ADR Listing as Early as August, With SEC Approval Possible in Late June
SK Hynix may pursue a U.S. ADR listing as early as August, with SEC approval reportedly possible in late June amid strong AI chip supply chain demand.
SpaceX vs Tesla vs xAI: Which Elon Musk Trade Has the Biggest Upside in 2026?
OpenAI Reveals It Has Confidentially Submitted an S-1 to the SEC, Keeping the Door Open for a Future IPO
On June 9, according to an OpenAI announcement, the company recently confidentially submitted a draft S-1 registration statement to the U.S. Securities and Exchange Commission (SEC), beginning the preliminary compliance process for a potential initial public offering. OpenAI said it chose to disclose this proactively because it expected the news might leak; however, the company has not yet set a specific listing timeline, and related arrangements may still take some time.





