AlphaSwarm 是 @TheoriqAI Alpha Protocol 的核心应用，旨在通过多智能体协作系统推动 Web3 去中心化金融（DeFi）和更广泛的生态发展。其中的知识代理（Knowledge Agents）作为关键组件，负责聚合、处理和提供项目特定信息，为用户和智能体协作提供实时、情境化的数据支持。 知识代理能够从链上和链下数据源（如 Dune Analytics 仪表板、X 平台的社交数据、去中心化交易所（DEXes）的市场数据）中提取信息，并将其整合为可操作的洞察。 通过自然语言处理（NLP）和上下文分析，知识代理可以根据用户查询或智能体任务，提供与项目特定背景高度相关的答案。例如，回答关于代币奖励计划、社区更新或流动性策略的问题。 知识代理支持高度定制化，允许开发者根据特定项目需求配置数据源、分析逻辑和输出格式。这种模块化设计使其能够适配不同的 Web3 项目，从 DeFi 协议到 NFT 市场。 知识代理的可配置性使其成为一个通用的“数据大脑”，能够服务于 Web3 生态中的各种场景。例如，DeFi 项目可以配置知识代理来监控链上交易模式，NFT 项目可以利用其分析社交媒体情绪，而 DAO 可以使用它来提供治理提案的背景数据。这种灵活性确保了知识代理能够覆盖 Web3 的多样化需求。 AlphaSwarm is the core application of the Alpha Protocol by @TheoriqAI . It aims to drive the development of decentralized finance (DeFi) and the broader Web3 ecosystem through a collaborative multi-agent system. Among its key components are Knowledge Agents, which are responsible for aggregating, processing, and delivering project-specific information to support real-time, contextual collaboration between users and agents. Knowledge Agents can extract information from both on-chain and off-chain data sources—such as Dune Analytics dashboards, social data from X (formerly Twitter), and market data from decentralized exchanges (DEXes)—and synthesize this into actionable insights. By leveraging natural language processing (NLP) and contextual analysis, Knowledge Agents can respond to user queries or agent tasks with highly relevant answers tailored to specific project contexts. For example, they can provide information about token reward programs, community updates, or liquidity strategies. These agents are highly customizable, allowing developers to configure data sources, analysis logic, and output formats based on specific project needs. This modular design enables compatibility with various types of Web3 projects—from DeFi protocols to NFT marketplaces. The configurability of Knowledge Agents makes them a universal “data brain” capable of serving diverse scenarios across the Web3 ecosystem. For instance, DeFi projects can use them to monitor on-chain trading patterns, NFT projects can analyze social media sentiment, and DAOs can leverage them to provide contextual data for governance proposals. This flexibility ensures that Knowledge Agents can adapt to the multifaceted demands of Web3. @TheoriqAI THQ