AI

Artificial Intelligence (AI) enables computers to mimic human thought and action. It's regarded as a key catalyst for the latest wave of tech revolution and industry shift. In the realm of Web3, various initiatives have engaged with the AI sector, pioneering new approaches through decentralized frameworks.

Articles (745)

INFINIT vs Instadapp: What’s the Difference Between AI Agent DeFi and Traditional DeFi Aggregators?
Beginner

INFINIT vs Instadapp: What’s the Difference Between AI Agent DeFi and Traditional DeFi Aggregators?

INFINIT and Instadapp are both used to lower the barrier to complex DeFi operations, but their core logic is not the same. Instadapp leans more toward a traditional DeFi aggregator, integrating multiple protocol functions through a unified interface. INFINIT, by contrast, introduces AI Agents and natural language interaction, combining strategy discovery, generation, and execution into an automated workflow. The two differ significantly in interaction methods, degree of automation, strategy generation logic, and on-chain execution structure.
2026-05-27 07:45:13
How Does INFINIT Prompt-to-DeFi Work? Full Breakdown of AI-Generated On-Chain Strategies
Beginner

How Does INFINIT Prompt-to-DeFi Work? Full Breakdown of AI-Generated On-Chain Strategies

INFINIT’s Prompt-to-DeFi is an AI Agent-based on-chain strategy generation mechanism that allows users to create, simulate, and execute complex DeFi operations through natural language. The system automatically interprets user intent and combines it with real-time on-chain data, protocol status, and yield information to generate the corresponding multi-step execution path. The full workflow includes prompt understanding, strategy reasoning, protocol selection, risk validation, and on-chain execution, turning traditionally complex DeFi operations into an AI-driven automated financial workflow.
2026-05-27 07:41:38
What Is INFINIT? A Complete Guide to Its AI Agent DeFi Infrastructure and Ecosystem
Beginner

What Is INFINIT? A Complete Guide to Its AI Agent DeFi Infrastructure and Ecosystem

INFINIT is an intelligent execution infrastructure that combines AI Agents with decentralized finance (DeFi), allowing users to create, simulate, and execute complex on-chain strategies through natural language. Through a multi-agent collaboration system, real-time data streams, and a non-custodial execution framework, the platform turns DeFi operations that traditionally require multiple protocols and many separate steps into a unified workflow.
2026-05-27 07:37:48
Caspius vs Traditional AI Data Platforms: What Are the Differences Between Decentralized Data Networks?
Beginner

Caspius vs Traditional AI Data Platforms: What Are the Differences Between Decentralized Data Networks?

Caspius and traditional AI data platforms both serve AI model training, but they differ clearly in data ownership, value distribution, and network structure. Traditional AI data platforms usually follow a centralized model, with companies collecting and managing training data in a unified way. Caspius, by contrast, uses blockchain-based incentive mechanisms to build an open data contribution network, allowing users to participate in the collection and sharing of robotics training data.
2026-05-27 07:30:40
How Does Caspius Provide Training Data for Robotics AI?
Beginner

How Does Caspius Provide Training Data for Robotics AI?

Caspius provides AI models with the data they need for training by incentivizing users to upload first person videos, motion trajectories, and real world environment interaction data. Compared with traditional centralized data platforms, Caspius places greater emphasis on open data contribution and on chain incentive mechanisms. Robotics AI and Physical AI systems require large amounts of real world behavioral data to learn action execution, environmental understanding, and spatial interaction. Through a decentralized network, Caspius aims to expand the supply of robotics training data and provide more scalable data infrastructure for AI Agents, robotic systems, and automation devices.
2026-05-27 07:24:03
What Is Caspius? A Complete Guide to the Decentralized Robotics Training Data Network
Beginner

What Is Caspius? A Complete Guide to the Decentralized Robotics Training Data Network

Caspius is a decentralized AI data infrastructure protocol designed for embodied AI. It is mainly used to collect and distribute real world data needed for robotics training. By incentivizing users to upload first person videos, motion trajectories, and environment interaction data, Caspius aims to build an open robotics training data network that provides foundational data support for robotic models, automation systems, and Physical AI.
2026-05-27 07:17:56
What Is Prophet AI Prediction Market? A New Trading Model Where AI Acts as the Counterparty
Beginner

What Is Prophet AI Prediction Market? A New Trading Model Where AI Acts as the Counterparty

Prophet is an AI-powered prediction market platform that transforms traditional market operations by enabling AI to serve directly as a trading counterparty, eliminating the need to match buyers and sellers. This article begins with the foundational concepts and explores its operational logic, technical architecture, and potential advantages and risks.
2026-05-26 12:43:24
How Does Prophet AI Prediction Market Work? Understanding AI Pricing and Automated Settlement
Beginner

How Does Prophet AI Prediction Market Work? Understanding AI Pricing and Automated Settlement

Prophet seeks to redefine how prediction markets operate by using AI to act as the direct counterparty, eliminating the reliance on traditional matching mechanisms. This article offers an in-depth breakdown of Prophet's workflow, including how AI generates probability prices, how multiple models achieve judgment integration, and how the market performs automated settlement—providing you with a clear understanding of the underlying logic of this AI-driven prediction market.
2026-05-26 12:41:50
What Are the Risks of Prophet AI Prediction Market? From Model Errors to Market Trust Issues
Beginner

What Are the Risks of Prophet AI Prediction Market? From Model Errors to Market Trust Issues

As AI begins to directly participate in market pricing and settlement, prediction market efficiency increases, but it also introduces new risks and uncertainties. This article examines the challenges the Prophet model may face, including AI judgment errors, lack of arbitration mechanisms, liquidity constraints, and regulatory concerns, along with the underlying risks of AI-driven markets.
2026-05-26 12:40:27
What is the x402 Protocol? The API Payment Protocol for AI Agent Automated Payments and the Machine Economy
Beginner

What is the x402 Protocol? The API Payment Protocol for AI Agent Automated Payments and the Machine Economy

The x402 protocol is an API auto-payment protocol tailored for AI Agents and the Machine Economy, designed to resolve payment challenges when automated programs invoke API services. By extending the HTTP 402 Payment Required status code and incorporating cryptographic payment mechanisms, it allows programs to automatically execute payments and settlements upon API requests. This establishes a more native internet payment infrastructure for machine-to-machine (M2M) service transactions.
2026-05-26 07:58:23
What Is AI Model Routing? An Analysis of AI Model Routing and Multi-Model AI Infrastructure
Intermediate

What Is AI Model Routing? An Analysis of AI Model Routing and Multi-Model AI Infrastructure

AI Model Routing is a technical mechanism that dynamically selects the most suitable model from a pool of AI models to handle incoming requests, also commonly referred to as an AI Model Router or LLM Router. By leveraging a model routing system, AI applications can automatically choose among different large language models (LLMs) based on factors like task complexity, cost, and response time, striking a balance between performance and cost.
2026-05-26 07:58:00
How Do AI Agents Call AI APIs? An Analysis of Automated AI Agent Architecture and Payment Mechanisms
Intermediate

How Do AI Agents Call AI APIs? An Analysis of Automated AI Agent Architecture and Payment Mechanisms

An AI Agent API is a mechanism that enables AI Agents to invoke AI models or external services via an Application Programming Interface (API). Through APIs, AI Agents can access large language models, data services, and blockchain applications, thereby automating complex tasks.
2026-05-26 07:57:36
What Is Gate.AI? A Complete Guide to the AI Model Routing Platform
Beginner

What Is Gate.AI? A Complete Guide to the AI Model Routing Platform

Gate.AI is a one-stop intelligent large model routing platform designed for AI applications and AI agents. It enables developers to access major global models—including GPT, Claude, Gemini, and DeepSeek—through a unified API, while centrally managing model call costs, permissions, stability, and data security. The platform supports both OpenAI and Anthropic protocol compatibility, intelligent routing, automatic fallback, multimodal task capabilities, and enterprise-grade governance. Additionally, it integrates Gate Pay and the x402 protocol to deliver automatic payment and machine-to-machine (M2M) settlement for AI agents.
2026-05-26 07:57:13
Gate.AI vs OpenRouter: What Are the Differences between These Two AI Model Routing Platforms?
Intermediate

Gate.AI vs OpenRouter: What Are the Differences between These Two AI Model Routing Platforms?

Gate.AI and OpenRouter are both AI model routing platforms (AI Model Router) that allow developers to call multiple large language models—such as GPT, Claude, Gemini, and DeepSeek—through a unified API. However, they differ significantly in product positioning and capability direction. OpenRouter is primarily an AI model aggregation access platform, focused on helping developers quickly invoke mainstream models and switch between them via a single interface. In contrast, Gate.AI extends further into enterprise-level AI infrastructure. Beyond model aggregation, it offers intelligent routing, automatic fallback, multimodal capabilities, enterprise governance, and AI Agent auto-payment features.
2026-05-26 07:55:52
Gate AI Feature Analysis: How Gate AI Enables Conversation, Search, and Task Execution
Beginner

Gate AI Feature Analysis: How Gate AI Enables Conversation, Search, and Task Execution

Gate AI is a general-purpose AI assistant developed by Gate, built around three core capabilities: conversation, search, and task execution. Users can interact with Gate AI via natural language to quickly obtain answers, generate solutions, and complete related tasks, thereby boosting the efficiency of information acquisition and processing. By integrating intelligent Q&A with real-time data, Gate AI delivers a more efficient, all-in-one information acquisition experience.
2026-05-26 05:16:27
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