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/zh_cn/63452.html
点击访问原文链接

DePAI: The next trillion-dollar growth engine for Web3? | Bee Network

进入原网站 导航首页
DePAI: The next trillion-dollar growth engine for Web3? | Bee Network Login 热门新闻 备忘录启动板 人工智能代理 德西 TopChainExplorer 给 Newbee 100 倍金币 蜜蜂游戏 重要网站 必备应用程序 加密货币名人 德平 新手必备 陷阱探测器 基本工具 高级网站 交流 NFT 工具 你好、, 签出 Web3 宇宙 游戏 DApp 蜂巢 成长平台 生态 搜索 英语 充值金币 登录 下载 Web3 大学 游戏 DApp 蜂巢 生态 家•分析•DePAI: The next trillion-dollar growth engine for Web3? DePAI: The next trillion-dollar growth engine for Web3?分析2 个月前更新怀亚特 17,124 22 In January of this year, Nvidia CEO Jensen Huang first publicly proposed the concept of applying AI to real-world physical AI, such as robotics, at CES, and regarded it as the last wave of AI development. Tesla, in its “Secret Plan Chapter 4” release, shifted the company’s development focus to the fields of AI and robotics, aiming to integrate AI into the physical world on a large scale.

So what exactly is this physical AI that the giants are betting on? And what is DePAI, which combines blockchain with it? How will DePAI solve the deep-seated problems facing physical AI?

Chart 3: DePAI Definition, Source: Based on “Robotics, Physical AI, DePAI: The Next Trillion-Dollar Opportunity to Rival Bitcoin”, this chart was created using Pixso.

DePAI (Decentralized Physical AI) combines decentralized technologies (blockchain/Web3) with physical AI, enabling physical machines with AI capabilities, such as robots, drones, and self-driving cars, to operate on blockchain infrastructure without being owned or controlled by any single company.

Despite the rapid development of physical AI, several deep-seated issues remain: For example, on which platform should robots operating around the world be managed? How should the behavior of robots be coordinated? How should transactions and payments be conducted between various physical AI systems (including autonomous robots, drones, vehicles, androids, etc.)? Is a unified standard necessary? How can physical AI be funded on a large scale and how can we benefit from it? How can we 定义ne liability for accidents involving physical AI and conduct transparent audits of robot behavior? These are just some of the questions.

The aforementioned deep-seated problems are very well-suited for being solved using decentralized blockchain technology. The advantages of blockchain technology include:

Decentralization of nodes: Blockchain network nodes are decentralized, transferring control and decision-making power from a central entity to a distributed network. This eliminates the possibility of a single platform exerting authority or control over each other in a way that diminishes network functionality. The decentralized nature of blockchain eliminates single points of failure, improving system security and reliability. Shared unified ledger: The decentralized unified ledger of blockchain can act as a coordination center, enabling robots in heterogeneous systems to find and coordinate with each other without the need for a centralized intermediary. Value exchange: As robots become more autonomous, blockchain may facilitate the transfer of value (i.e., payments) between direct, programmable robots and humans, as well as ensure autonomous transactions between machines (e.g., payment transactions between robots, decentralized coordination of multi-robot tasks). The organizational structure of DAOs: Traditional funding sources are slow and isolated, hindering industry development. Blockchain-based DAO platforms eliminate these bottlenecks while providing potential incentives for ordinary investors to participate. Similarly, DAOs can leverage smart contracts to allow users to truly “own” their bots and earn rewards from their work. Behavioral auditing and oversight: The immutability of blockchain can be used to record robot behavior and decisions, increasing transparency. Integrating formally verifiable behavior into physical AI systems through smart contracts can provide additional safeguards. The natural synergy between blockchain technology and physical AI makes DePAI an inevitable trend in industry development. DePAI is equivalent to decentralization (blockchain) plus physical AI, representing a fundamental paradigm shift in the management mechanisms, operating models, and revenue distribution of traditional physical AI. Under this new paradigm, machines are no longer seen as corporate assets, but rather as part of a broader shared infrastructure, thus achieving autonomous operation.

This content is excerpted from a research report published by Web3Caff Research: ” 29,000-Word Research Report on the DePAI Track: Towards the Ultimate Development Direction of AI, Can It Become the Next Trillion-Dollar Growth Engine for Web3? “

This research report, authored by Felix, a researcher at Web3Caff Research, provides a systematic analysis of how DePAI connects computing power, identity, and collaboration to reshape the machine economy. Key takeaways include:

AI is moving from “digital intelligence” to “physical intelligence,” and DePAI is becoming a key foundational layer for decentralized machine collaboration. The track has formed a three-layer architecture of “intelligent agent – computing power – identity”, which promotes the evolution of machine networks towards autonomy and collaboration; Mainstream projects (Fetch.ai, Bittensor, SingularityNET, etc.) each have their own focus on incentive models and network mechanisms, accelerating the differentiation of their ecosystems; DePAI still faces three major challenges: standardization, privacy protection, and resource allocation. A decentralized intelligent network is taking shape. 📊 The report includes a key structure diagram and a matrix of representative projects, presenting the DePAI technology system and ecosystem trends.

本文来源于互联网： DePAI: The next trillion-dollar growth engine for Web3?

Related: Popular Interactions | Perle Labs Beta Whitelist Application; IOPn Testnet Event Launched (October 31) Author | Asher ( @Asher_0210 ) Perle Labs: An AI training data platform powered by human experts Project Overview Perle Labs is an AI training data platform driven by human experts, focusing on providing high-quality datasets to support decentralized AI development. According to ROOTDATA , Perle Labs has raised a total of $16 million in funding. On the Perle Labs platform, experts (such as doctors and financial analysts) annotate data, and every step is recorded on the Solana blockchain, making it tamper-proof and fully traceable. Clients (such as pharmaceutical companies and banks) can directly obtain this “certified” data via API. Interactive Tutorial STEP 1. Apply for Perle Labs beta whitelist (link: https://app.deform.cc/form/ac620bd5-421d-40ee-a92d-bcd90214cd0c/?page_number=0 ). STEP 2. Complete the Galxe task as instructed (link: https://app.galxe.com/quest/PerleLabs/GCs1it8cKf?refer=space_home ). The activity ends on November 5th.…

#分析# 比特币# 定义# 交易所# web3© 版权声明文章版权归作者所有，未经允许请勿转载。 上一篇 JPMD and MONY push for on-chain banking funds 下一篇 2026, Survive: A Bear Market Survival and Counterattack Handbook for Crypto Enthusiasts 相关文章 From “Safe Harbor” to “Compliant Innovation”: An Analysis of the Impact of the SEC’s Innovation Exemption Policy 6086cf14eb90bc67ca4fc62b 19,856 1 The battle for on-chain finance: Who will design the new order? 6086cf14eb90bc67ca4fc62b 26,499 3 Trapped in Price Beliefs: The Psychological Black Hole of 90% of Crypto Investors 6086cf14eb90bc67ca4fc62b 28,274 2 沙中淘金：寻找能在牛市和熊市中生存的长期投资目标（《2025》第二部分 6086cf14eb90bc67ca4fc62b 37,428 3 Avenir Group leads institutional Bitcoin ETF investment, with $599 million in holdings ranking first in Asia and among t 6086cf14eb90bc67ca4fc62b 40,155 Arthur Hayes latest forecast: Bitcoin 250,000, Ethereum 10,000, see you by the end of the year 6086cf14eb90bc67ca4fc62b 23,571 1 最新文章 Did Jane Street “Manipulate” BTC? Decoding the AP System, Understanding the Power Struggle Behind ETF Creation and Redemption Pricing 15 小时前 537 Stop Comparing Bitcoin to Gold—It’s Now a High-Volatility Software Stock 15 小时前 632 Matrixport Research: $25 Billion Gamma Unwinding Imminent, Liquidity Yet to Return Behind the Rebound 15 小时前 595 ERC-5564: Ethereum’s Stealth Era Has Arrived, Receiving Addresses No Longer ‘Exposed’ 15 小时前 502 Hong Kong Regulatory Green Light: Asseto Enables DL Holdings to Achieve Compliance for Two RWA Business Implementations 15 小时前 563 热门网站TempoLighterGAIB滑翔机普朗克雷尔斯BCPokerVooi Bee.com 全球最大的 Web3 门户网站 合作伙伴 硬币卡 Binance CoinMarketCap CoinGecko Coinlive 装甲 下载蜜蜂网络APP，开始web3之旅 白皮书 角色 常见问题 © 2021-2026.保留所有权利。. 隐私政策 | 服务条款 下载蜜蜂网络 APP 并开始 web3 之旅 全球最大的 Web3 门户网站 合作伙伴 CoinCarp Binance CoinMarketCap CoinGecko Coinlive Armors 白皮书 角色 常见问题 © 2021-2026.保留所有权利。. 隐私政策 | 服务条款 搜索 搜索InSite链上社会新闻 热门推荐： 空投猎人 数据分析 加密货币名人 陷阱探测器 简体中文 English 繁體中文 日本語 Tiếng Việt العربية 한국어 Bahasa Indonesia हिन्दी اردو Русский 简体中文

智能索引记录