温馨提示：本站仅提供公开网络链接索引服务，不存储、不篡改任何第三方内容，所有内容版权归原作者所有
AI智能索引来源：http://www.bee.com/ar/42649.html
点击访问原文链接

Messari: A look at the Decentralized Physical Artificial Intelligence DePAI map | Bee Network

进入原网站 导航首页
Messari: A look at the Decentralized Physical Artificial Intelligence DePAI map | Bee Network Login الأخبار الشائعة منصة إطلاق ميمي وكلاء الذكاء الاصطناعي ديسي مستكشف السلسلة الأعلى لنوبي 100x عملات معدنية لعبة النحل المواقع الأساسية يجب أن يكون لديك التطبيق مشاهير التشفير ديبين الناشئين الأساسية كاشف الفخ الأدوات الأساسية المواقع المتقدمة التبادلات أدوات NFT أهلاً، خروج عالم الويب 3 ألعاب تطبيق خلية نحل منصة النمو إعلان يبحث إنجليزي إعادة شحن العملات تسجيل الدخول تحميل ويب 3 يوني ألعاب تطبيق خلية نحل إعلان بيت•تحليل•Messari: A look at the Decentralized Physical Artificial Intelligence DePAI map Messari: A look at the Decentralized Physical Artificial Intelligence DePAI mapتحليلمنذ 1 سنة (2025)جديدوايت 35٬2961 14 Original article by Dylan Bane, Messari Analyst

Original translation: Yuliya, PANews

As artificial intelligence develops rapidly, 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), the development of DePAI is progressing steadily. As NVIDIA CEO Huang Renxun predicted: The ChatGPT moment in the field of general robots is coming.

Looking back at the history of technological development, the digital age started with hardware and then expanded to the intangible field of software. The era of artificial intelligence started with software and is now advancing into the ultimate frontier of the physical world.

In a world where robots, smart cars, drones, and robots run by autonomous physical AI agents are gradually replacing traditional labor, the ownership of these smart devices has become a social issue that cannot be ignored. DePAI provides a rare opportunity to build a physical AI system based on Web3 when centralized players have not yet completely dominated the market.

Data collection Currently, the infrastructure of DePAI is being improved at an accelerated pace, with the data collection layer being the most active, which not only provides the real-world data required for training the physical AI agents on the robot, but also transmits the data streams required for environment navigation and task execution in real time.

However, obtaining high-quality real-world data remains a major bottleneck restricting the development of physical AI. Although Nvidias Omniverse and Cosmos provide 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.

Remote Operation In the field of teleoperation, Frodobots is deploying economical delivery robots around the world through DePIN. These robots can not only capture human decision-making behaviors in real environments and create high-value data sets during operation, but also effectively solve the problem of insufficient capital investment.

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

Video Data Application 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 cognition of the real world. Among them, Hivemapper and NATIX Network are expected to become important data sources with their unique video databases.

As Pantera Capital junior partner Mason Nystrom pointed out: While individual data is difficult to realize commercial value, data aggregation can do a lot. The Quicksilver platform developed by IoTeX is able to aggregate data across DePINs while ensuring data verification and privacy protection.

Spatial Intelligence and Computing 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, Auki Networks Posemesh technology achieves real-time spatial perception while ensuring privacy and decentralization.

The application of physical AI agents has already achieved initial results, such as SAM, which is using Frodobots global robot network to infer geolocation. In the future, with the help of frameworks such as Quicksilver, AI agents will be able to better access the real-time data provided by DePIN.

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, robotics companies and intellectual property rights, and is equipped with a professional internal RD team to provide support.

الرابط الأصلي

This article is sourced from the internet: Messari: A look at the Decentralized Physical Artificial Intelligence DePAI map

Related: Will Musk replace Trump? Time magazines cover is full of gunpowder Original source: TIME Original translation: BitpushNews Mary Liu The standoff at 1300 Pennsylvania Avenue didn’t get much attention. On Feb. 1, Elon Musk’s team arrived at the headquarters of the U.S. Agency for International Development, or USAID, just blocks from the White House, and demanded full access. USAID staff refused their request. No guns were drawn, no physical altercations broke out, and the police did not intervene. But in these early days of the Trump administration, perhaps no other scene more clearly revealed the forces that are reshaping American government. On one side is a 64-year-old agency with a $35 billion budget and a mission written into federal law. On the other is Musk’s political “wrecking crew” — members of the Department of Government Efficiency (DOGE), as they call themselves.…

تحليل ## السوقرمز ## ويب 3© 版权声明المصفوفة 上一篇 Wall Streets securities blockchain game: hidden capital competition in the RWA track 下一篇 Wired interviewed Binance CEO: No communication with CZ, Binance's current focus is on compliance 相关文章 قصة المطور 01 | جاستن دريك من مؤسسة إيثريوم أوين، رئيس منتج Web3 في OKX: تأثير إيثريوم 2 6086cf14eb90bc67ca4fc62b 42٬089 BitMEX Alpha: استراتيجية الخيارات التي يجب على كل من يستثمر في Bitcoin أن يعرفها 6086cf14eb90bc67ca4fc62b 38٬316 2 كُتبت بعد هجوم القراصنة هل هناك أي عائد خالٍ من المخاطر في عالم DeFi؟ 6086cf14eb90bc67ca4fc62b 25٬137 2 A quick look at the BASE token economics proposal 6086cf14eb90bc67ca4fc62b 18٬295 جديدBTC’s “Narrative Crisis”: Bloomberg Is Right, But Only Half Right 6086cf14eb90bc67ca4fc62b 4٬500 2 حارBitcoins market share remains high, is there still a chance for altcoins to explode? 6086cf14eb90bc67ca4fc62b 31٬089 2 1 تعليق يجب عليك تسجيل الدخول لتترك تعليق! تسجيل الدخول على الفور موران ضيف hgds

منذ 10 أشهر أحدث المقالات Did Jane Street “Manipulate” BTC? Decoding the AP System, Understanding the Power Struggle Behind ETF Creation and Redemption Pricing منذ 19 ساعة 598 Stop Comparing Bitcoin to Gold—It’s Now a High-Volatility Software Stock منذ 19 ساعة 670 Matrixport Research: $25 Billion Gamma Unwinding Imminent, Liquidity Yet to Return Behind the Rebound منذ 19 ساعة 611 ERC-5564: Ethereum’s Stealth Era Has Arrived, Receiving Addresses No Longer ‘Exposed’ منذ 19 ساعة 539 Hong Kong Regulatory Green Light: Asseto Enables DL Holdings to Achieve Compliance for Two RWA Business Implementations منذ 19 ساعة 591 المواقع الشعبيةTempoLighterGAIBطائرة شراعيةبلانكرايلزبوكر BCPokerفوي Bee.com أكبر بوابة Web3 في العالم الشركاء كوين كارب بينانس CoinMarketCap كوين جيكو كوين لايف الدروع قم بتنزيل تطبيق Bee Network وابدأ رحلة web3 ورق ابيض الأدوار التعليمات © 2021-2026. جميع الحقوق محفوظة. سياسة الخصوصية | شروط الخدمة تحميل تطبيق Bee Network وابدأ رحلة web3 أكبر بوابة Web3 في العالم الشركاء CoinCarp Binance CoinMarketCap CoinGecko Coinlive Armors ورق ابيض الأدوار التعليمات © 2021-2026. جميع الحقوق محفوظة. سياسة الخصوصية | شروط الخدمة يبحث يبحثفي الموقععلى تشيناجتماعيأخبار العنوان: صيادو الإنزال الجوي تحليل البيانات مشاهير التشفير كاشف الفخ العربية English 繁體中文 简体中文 日本語 Tiếng Việt 한국어 Bahasa Indonesia हिन्दी اردو Русский العربية

智能索引记录