

DePIN leads the way, AI helps: a glance at the DePAI map of decentralized physics and artificial intelligence
Decentralized physical artificial intelligence (DePAI) is leading a new direction in the development of artificial intelligence and providing innovative solutions for the control of robots and related infrastructure. This article will conduct in-depth discussions on DePAI and its applications in the fields of data acquisition, remote operation and spatial intelligence, and analyze its development prospects.
As Nvidia CEO Huang Renxun said, the "ChatGPT moment" in the field of general robots is coming soon. The development process of artificial intelligence, from hardware to software, is now moving towards the physical world. In the era of future robot popularity, DePAI provides important opportunities for building a physical artificial intelligence ecosystem based on Web3, especially when centralized forces have not yet fully dominated the market.
The widespread application of autonomous physical artificial intelligence agents will bring about the ownership of robots, smart cars, drones and other equipment. DePAI provides new ideas for solving this problem.
Core areas:
- Data collection: In the construction of DePAI infrastructure, data collection is the most active. High-quality real-world data is the key to the development of physical artificial intelligence, and DePIN can effectively promote the deployment of data acquisition equipment and robots. While simulated environments such as Nvidia's Omniverse and Cosmos provide synthetic data, remote operation and real video data are still indispensable.
- Remote operation: Frodobots uses DePIN to deploy economical distribution robots, which not only collects human decision-making data, but also solves the problem of insufficient funds and forms a virtuous cycle. This has a significant advantage in reducing the cost of robot companies.
- Video Data Application: Video database provided by platforms such as Hivemapper and NATIX Network provides an important data source for DePAI to train physical artificial intelligence systems and build spatial cognition. IoTeX's Quicksilver platform can aggregate data across DePIN and ensure data verification and privacy protection.
- Space Intelligence and Computing: Auki Network's Posemesh technology realizes real-time spatial perception under privacy protection. SAM uses Frodobots' robot network to infer geographical locations, and will use frameworks such as Quicksilver to better access DePIN data in the future.
Investment Opportunities: For investors, investing in DePAI-related DAOs, such as XMAQUINA, may be an ideal entry point, which provides a diversified portfolio of physical artificial intelligence assets.
In short, the emergence of DePAI has provided new possibilities for the development of physical artificial intelligence, and its innovations in data, computing and applications are worthy of attention.
The above is the detailed content of DePIN leads the way, AI helps: a glance at the DePAI map of decentralized physics and artificial intelligence. For more information, please follow other related articles on the PHP Chinese website!

Hot AI Tools

Undress AI Tool
Undress images for free

Undresser.AI Undress
AI-powered app for creating realistic nude photos

AI Clothes Remover
Online AI tool for removing clothes from photos.

Clothoff.io
AI clothes remover

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

Hot Article

Hot Tools

Notepad++7.3.1
Easy-to-use and free code editor

SublimeText3 Chinese version
Chinese version, very easy to use

Zend Studio 13.0.1
Powerful PHP integrated development environment

Dreamweaver CS6
Visual web development tools

SublimeText3 Mac version
God-level code editing software (SublimeText3)

The best IDO platforms in 2025 are pump.fun, Bounce, Coin Terminal, Avalaunch and Gate Launchpad, which are suitable for Meme coin speculation, community-driven auctions, high-return pursuits, Avalanche ecological investment and fair participation of novices. The choice needs to combine investment goals, risk tolerance and project preferences, and focus on platform review and security.

What is Render? Blockchain reshapes the graphics rendering ecosystem Render is a decentralized GPU rendering network built on blockchain technology, committed to breaking the resource concentration pattern in the traditional graphics rendering field. It efficiently connects the supply and demand parties of the global computing power supply and demand through smart contract mechanisms: content creators (such as film production companies, game development teams, AI labs, etc.): they can submit complex rendering tasks on the platform and pay for them with RNDR tokens; computing power providers (individuals or institutions with idle GPUs): they contribute computing power through access to the network and receive RNDR token rewards after completing the tasks. This model effectively solves multiple bottlenecks in traditional rendering processes: Cost optimization: leveraging global distributed computing power funds

What is the directory DOT (Poker Coin)? The origin of Polkadot DOT (Polkadot) The operating principle of Polkadot has 5 major features, aiming to establish the Polkadot ecosystem (Ecosystem) 1. Interoperability 2. Scalability 3. Community Autonomy 4. No Fork Upgrade 5. NPOS Consensus Protocol Polkadot Key Features DOT Ecosystem Polkadot Vision: Connecting Everything Polkadot's Future Development Polkadot Price Forecast Polkadot 2025 Price Forecast Polkadot 2026-203

Coin is a native asset of its own blockchain, such as BTC and ETH, used to pay fees and incentivize networks; tokens are created based on existing blockchains (such as Ethereum) through smart contracts, representing assets, permissions or services, and relying on the host chain to operate, such as UNI and LINK, and transaction fees must be paid with ETH.

The crypto market has seen a subtle twist this week. Bitcoin fell into consolidation around about $119,000, with volatility narrowing, while most mainstream altcoins showed a strong rebound momentum. This differentiation has attracted widespread attention: Does it indicate that funds are shifting from Bitcoin to altcoins, and the altcoin rotation market has quietly started? Although Bitcoin still firmly controls market dominance, the Altseason Index has quietly rebounded, releasing potential changes. Altcoins have generally risen, and Bitcoin has accumulated sideways and has seen significant changes in the market structure recently. Bitcoin's market dominance has declined to 58.54%, down 5.32% in 24 hours, while Ether

The crypto asset trading platform is a key hub connecting users and digital currencies. The article introduces mainstream global platforms such as Binance, OKX, gate.io, Huobi, KuCoin, Kraken, BITFINEX and Bitstamp. These platforms have performed outstandingly in terms of user volume, transaction volume, security, liquidity and service diversity, covering a variety of businesses such as spot, derivatives, DeFi, NFT, etc., meeting the needs of different users, and promoting the popularization and development of digital assets on a global scale.

Cryptocurrency airdrop information aggregation websites include Airdrop Alert, One Click Airdrop Tracker, Free Airdrop.io and CoinMarketCap airdrop sectors. These platforms integrate full-network airdrop projects and provide functions such as classification screening, task guidance and participation progress tracking to help users efficiently obtain free tokens.

Tokens are digital assets on blockchains that represent equity or value. They can be divided into payment, utility, securities, stablecoins and NFTs, etc., for value storage, exchange, governance, rewards, access and collateral. They are issued on chains such as Ethereum through smart contracts, and are created on ERC-20 standards. They can be traded on centralized or decentralized exchanges and stored in hot storage (such as MetaMask) or cold storage (such as Ledger), but face risks such as price fluctuations, supervision, technology, projects, liquidity and security, and should be treated with caution.