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/llms.txt is a new standard that provides a structured Markdown guide for Large Language Models (LLMs) to efficiently understand website content. It addresses LLMs' challenges with complex HTML by offering a concise, organized overview of key content, similar to a sitemap for AI. /llms.txt 是一种新兴标准，通过结构化的Markdown文件为大型语言模型（LLM）提供网站核心内容的精简指南，旨在解决LLM解析复杂HTML的难题，提升AI理解网站的效率。

腾讯音乐娱乐集团（TME）是中国领先的在线音乐娱乐平台，通过多元化的产品矩阵构建了从内容创作、推广到消费的完整产业链，并建立了完善的企业运营、合规及技术支撑体系。 原文翻译： Tencent Music Entertainment Group (TME) is China's leading online music entertainment platform. It has built a complete industry chain from content creation and promotion to consumption through a diversified product matrix, and has established comprehensive corporate operations, compliance, and technical support systems.

区块链是一种去中心化、不可篡改的分布式账本技术，通过共识机制验证交易并链接成链，确保数据安全透明。它起源于比特币，现已支持智能合约，广泛应用于金融、供应链等领域，旨在提升信任、效率与自动化水平。 原文翻译： Blockchain is a decentralized, immutable distributed ledger technology that verifies transactions through consensus mechanisms and links them into a chain, ensuring data security and transparency. Originating from Bitcoin, it now supports smart contracts and is widely used in finance, supply chain, and other fields, aiming to enhance trust, efficiency, and automation.

这篇大模型教程涵盖预训练、部署推理、微调、量化优化、Agent与RAG、落地评测及数学基础七大模块，系统讲解核心技术，适合零基础学者及算法工程师，是全面掌握大模型、提升项目能力、助力职业发展的必备指南。 原文翻译： This large model tutorial covers seven modules: pre-training, deployment & inference, fine-tuning, quantization & optimization, Agent & RAG, implementation evaluation, and mathematical foundations. It systematically explains core technologies, suitable for beginners and algorithm engineers. It's an essential guide for comprehensively mastering large models, enhancing project capabilities, and boosting career development.

DeepSeek-V3.1 introduces hybrid inference with Think/Non-Think modes, enhancing reasoning efficiency and agent capabilities while supporting 128K context and updated APIs. (DeepSeek-V3.1引入思考/非思考混合推理模式，提升推理效率和智能体能力，支持128K上下文和更新的API。)

The MARA Hackathon 2025 addresses critical AI energy efficiency challenges by gathering engineers to develop solutions for the compute-energy imbalance, with Bitcoin incentives and IP frameworks supporting sustainable AI innovation. (MARA 2025黑客松通过聚集工程师开发解决计算-能源不平衡的方案，应对关键的AI能源效率挑战，比特币激励和IP框架支持可持续AI创新。)

Mastra is a comprehensive TypeScript-based framework for building AI agents and applications, featuring unified model routing, autonomous agents, workflow orchestration, and seamless integration with modern web stacks. (Mastra是一个基于TypeScript的完整AI代理与应用构建框架，具备统一模型路由、自主代理、工作流编排等核心功能，与现代Web技术栈无缝集成。)

Manifesto is an open-source AI-native UI framework that enables AI agents to truly understand and interact with interfaces through semantic state layer technology, transforming traditional forms into machine-readable interfaces with complete semantic context for predictable automation. (Manifesto是一个开源的AI原生UI框架，通过语义化状态层技术使AI代理能够真正理解和交互界面，将传统表单转换为具有完整语义上下文的机器可读接口，实现可预测的自动化。)