亚洲国产日韩欧美一区二区三区,精品亚洲国产成人av在线,国产99视频精品免视看7,99国产精品久久久久久久成人热,欧美日韩亚洲国产综合乱

Home web3.0 DePIN leads the way, AI helps: a glance at the decentralized physical artificial intelligence DePAI graph

DePIN leads the way, AI helps: a glance at the decentralized physical artificial intelligence DePAI graph

Mar 05, 2025 pm 12:48 PM
ai chatgpt geographical location cos silver iotex

The rise of decentralized physical artificial intelligence (DePAI): the integration of robots and Web3

Artificial intelligence technology is changing with each passing day, and decentralized physical artificial intelligence (DePAI) has brought revolutionary solutions to the control of robots and physical artificial intelligence infrastructure. DePAI is thriving from real-world data acquisition to intelligent robotic operations based on decentralized physical infrastructure (DePIN) deployment. As Nvidia CEO Jensen Huang said: "The ChatGPT moment in the field of general robots is coming soon."

The technological development history tells us that the digital age begins with hardware and then develops to software; while the artificial intelligence era starts with software and is now moving towards the final field of the physical world.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

In the future, independent physical artificial intelligence agents will control robots, smart cars, drones, etc., and gradually replace traditional labor. The issue of ownership of these smart devices has become an important social issue. At a time when centralized forces have not yet fully dominated the market, DePAI offers an excellent opportunity to build a physical artificial intelligence ecosystem based on Web3.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

Data acquisition: core driving force

DePAI infrastructure construction is accelerating, and the field of data collection is particularly active. This field not only provides the real-world data needed for physical AI agents on robots, but also transmits data streams required for environmental navigation and task execution in real time.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

However, the acquisition of high-quality real-world data remains the main bottleneck in the development of physical artificial intelligence. Although Nvidia's Omniverse and Cosmos provide innovative solutions through simulated environments, synthetic data is only part of the ecosystem, and remote operation and real-world video data are equally indispensable.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

Synergy between remote operation and DePIN

In the field of remote operations, Frodobots is deploying economical delivery robots worldwide through DePIN. During operation, these robots can not only capture human decision-making behaviors in the real environment and generate high-value data sets, but also effectively solve the problem of insufficient funds.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

The virtuous cycle mechanism driven by tokens has accelerated the deployment of data acquisition equipment and robots. For robot companies that want to improve sales performance while reducing capital expenditure and operating costs, DePIN has more advantages than traditional models.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

Video data: Building spatial cognition

In terms of video data application, DePAI can make full use of real-world video data to train physical artificial intelligence systems and build spatial understanding of the real-world. Hivemapper and NATIX Network are expected to be important data sources with their unique video database.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

As Mason Nystrom, junior partner at Pantera Capital, said: "Single data is difficult to achieve commercial value, but there is great potential after data aggregation." The Quicksilver platform developed by IoTeX can aggregate data across DePINs, while ensuring data verification and privacy protection.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

Space Intelligence and Computing: Decentralized Management

In the field of spatial intelligence and computing protocols, the industry is committed to achieving decentralized management of spatial coordination and real-world 3D virtual twins through DePIN and DePAI. For example, Auki Network's Posemesh technology ensures privacy and decentralization while implementing real-time spatial awareness.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

The application of physical artificial intelligence agents has begun to show results, and SAM is using Frodobots' global robot network for geolocation inference. In the future, with the help of frameworks such as Quicksilver, artificial intelligence agents will be able to better access to the real-time data provided by DePIN.

DePIN 引路,AI 助力:一覽去中心化物理人工智能 DePAI 圖譜

For investors who are interested in entering the field of physical artificial intelligence, investing in DAO may be an ideal entry point. XMAQUINA is an example. It provides members with a diversified portfolio of physical artificial intelligence assets, covering physical assets of machine, DePIN protocols, robot enterprises and intellectual property rights, etc., and is equipped with a professional internal R&D team to provide support.

The above is the detailed content of DePIN leads the way, AI helps: a glance at the decentralized physical artificial intelligence DePAI graph. For more information, please follow other related articles on the PHP Chinese website!

Statement of this Website
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn

Hot AI Tools

Undress AI Tool

Undress AI Tool

Undress images for free

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Clothoff.io

Clothoff.io

AI clothes remover

Video Face Swap

Video Face Swap

Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Tools

Notepad++7.3.1

Notepad++7.3.1

Easy-to-use and free code editor

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

How to use PHP to build social sharing functions PHP sharing interface integration practice How to use PHP to build social sharing functions PHP sharing interface integration practice Jul 25, 2025 pm 08:51 PM

The core method of building social sharing functions in PHP is to dynamically generate sharing links that meet the requirements of each platform. 1. First get the current page or specified URL and article information; 2. Use urlencode to encode the parameters; 3. Splice and generate sharing links according to the protocols of each platform; 4. Display links on the front end for users to click and share; 5. Dynamically generate OG tags on the page to optimize sharing content display; 6. Be sure to escape user input to prevent XSS attacks. This method does not require complex authentication, has low maintenance costs, and is suitable for most content sharing needs.

How to use PHP combined with AI to achieve text error correction PHP syntax detection and optimization How to use PHP combined with AI to achieve text error correction PHP syntax detection and optimization Jul 25, 2025 pm 08:57 PM

To realize text error correction and syntax optimization with AI, you need to follow the following steps: 1. Select a suitable AI model or API, such as Baidu, Tencent API or open source NLP library; 2. Call the API through PHP's curl or Guzzle and process the return results; 3. Display error correction information in the application and allow users to choose whether to adopt it; 4. Use php-l and PHP_CodeSniffer for syntax detection and code optimization; 5. Continuously collect feedback and update the model or rules to improve the effect. When choosing AIAPI, focus on evaluating accuracy, response speed, price and support for PHP. Code optimization should follow PSR specifications, use cache reasonably, avoid circular queries, review code regularly, and use X

PHP calls AI intelligent voice assistant PHP voice interaction system construction PHP calls AI intelligent voice assistant PHP voice interaction system construction Jul 25, 2025 pm 08:45 PM

User voice input is captured and sent to the PHP backend through the MediaRecorder API of the front-end JavaScript; 2. PHP saves the audio as a temporary file and calls STTAPI (such as Google or Baidu voice recognition) to convert it into text; 3. PHP sends the text to an AI service (such as OpenAIGPT) to obtain intelligent reply; 4. PHP then calls TTSAPI (such as Baidu or Google voice synthesis) to convert the reply to a voice file; 5. PHP streams the voice file back to the front-end to play, completing interaction. The entire process is dominated by PHP to ensure seamless connection between all links.

How to use PHP to combine AI to generate image. PHP automatically generates art works How to use PHP to combine AI to generate image. PHP automatically generates art works Jul 25, 2025 pm 07:21 PM

PHP does not directly perform AI image processing, but integrates through APIs, because it is good at web development rather than computing-intensive tasks. API integration can achieve professional division of labor, reduce costs, and improve efficiency; 2. Integrating key technologies include using Guzzle or cURL to send HTTP requests, JSON data encoding and decoding, API key security authentication, asynchronous queue processing time-consuming tasks, robust error handling and retry mechanism, image storage and display; 3. Common challenges include API cost out of control, uncontrollable generation results, poor user experience, security risks and difficult data management. The response strategies are setting user quotas and caches, providing propt guidance and multi-picture selection, asynchronous notifications and progress prompts, key environment variable storage and content audit, and cloud storage.

PHP realizes commodity inventory management and monetization PHP inventory synchronization and alarm mechanism PHP realizes commodity inventory management and monetization PHP inventory synchronization and alarm mechanism Jul 25, 2025 pm 08:30 PM

PHP ensures inventory deduction atomicity through database transactions and FORUPDATE row locks to prevent high concurrent overselling; 2. Multi-platform inventory consistency depends on centralized management and event-driven synchronization, combining API/Webhook notifications and message queues to ensure reliable data transmission; 3. The alarm mechanism should set low inventory, zero/negative inventory, unsalable sales, replenishment cycles and abnormal fluctuations strategies in different scenarios, and select DingTalk, SMS or Email Responsible Persons according to the urgency, and the alarm information must be complete and clear to achieve business adaptation and rapid response.

PHP integrated AI speech recognition and translator PHP meeting record automatic generation solution PHP integrated AI speech recognition and translator PHP meeting record automatic generation solution Jul 25, 2025 pm 07:06 PM

Select the appropriate AI voice recognition service and integrate PHPSDK; 2. Use PHP to call ffmpeg to convert recordings into API-required formats (such as wav); 3. Upload files to cloud storage and call API asynchronous recognition; 4. Analyze JSON results and organize text using NLP technology; 5. Generate Word or Markdown documents to complete the automation of meeting records. The entire process needs to ensure data encryption, access control and compliance to ensure privacy and security.

How to build a PHP Nginx environment with MacOS to configure the combination of Nginx and PHP services How to build a PHP Nginx environment with MacOS to configure the combination of Nginx and PHP services Jul 25, 2025 pm 08:24 PM

The core role of Homebrew in the construction of Mac environment is to simplify software installation and management. 1. Homebrew automatically handles dependencies and encapsulates complex compilation and installation processes into simple commands; 2. Provides a unified software package ecosystem to ensure the standardization of software installation location and configuration; 3. Integrates service management functions, and can easily start and stop services through brewservices; 4. Convenient software upgrade and maintenance, and improves system security and functionality.

How to use PHP to call AI writing auxiliary tools PHP improves content output efficiency How to use PHP to call AI writing auxiliary tools PHP improves content output efficiency Jul 25, 2025 pm 08:18 PM

When choosing an AI writing API, you need to examine stability, price, function matching and whether there is a free trial; 2. PHP uses Guzzle to send POST requests and uses json_decode to process the returned JSON data, pay attention to capturing exceptions and error codes; 3. Integrating AI content into the project requires an audit mechanism and supporting personalized customization; 4. Cache, asynchronous queue and current limiting technology can be used to optimize performance to avoid bottlenecks due to high concurrency.