大模型中文能力怎么测？10 类真实任务清单
中文说得流利，不等于中文用得好。本文拆解中文大模型评测该看的维度——语言地道、文化常识、格式遵循、拒绝翻译腔、长文组织等，给出 10 类可复现的真实测试任务，帮你测出模型的真实中文水平。
AI Articles: Tutorials, Reviews and In-depth Guides
Build an AI Agent from Scratch: A Complete Guide to Tool Use, Memory, and Workflows
Use a realistic research-assistant project to understand goal planning, tool calls, memory management, result validation, and production boundaries for an AI agent that goes beyond chat to execute a workflow.
RAG 知识库实战：把 PDF、网页和内部文档做成可引用问答
从文档清洗、切分、向量化、召回、重排到引用展示，完整讲清一个企业知识库问答系统怎么做，以及如何减少幻觉和无来源回答。
How to Build Projects with Claude Code, Cursor, and Codex: A Real-World Development Workflow
A practical guide to AI-assisted development: assign roles to Claude Code, Cursor, and Codex; manage context; review code; run tests; and keep AI from damaging an existing project.
MCP 入门教程：给 AI 接工具和数据源的最小可行方案
用一个待办事项和文档查询案例讲清 MCP 的作用、服务端结构、工具定义、权限边界和调试方法，帮助开发者把 AI 从聊天框接到真实系统。
Local LLM Offline Assistant Guide: Build a Private AI Workspace with Ollama or LM Studio
A practical local AI assistant guide for individuals and small teams, covering model selection, hardware, document Q&A, privacy boundaries, common performance problems, and cloud-model alternatives.
实时语音 AI 助手教程：从语音识别到客服机器人工作流
拆解实时语音 AI 助手的核心链路：收音、语音识别、对话模型、工具调用、语音合成、打断处理和客服场景上线注意事项。
AI Image Generation Workflow: Prompts, Reference Images, Inpainting, and Batch Production
A practical AI image generation workflow for design, operations, and content teams, covering requirements, prompt templates, reference-image control, inpainting, and repeatable batch production of consistent visual assets.
AI Office Automation Tutorial: Connecting Email, Spreadsheets, Meeting Notes, and Weekly Reports
A team-operations example showing how to build an AI office automation workflow from meeting transcription and task extraction to spreadsheet updates and weekly reports, with guidance on permissions, review, and low-code alternatives.
AI Video Generation Tutorial: A Complete Workflow from Script to Short Video
A practical short-video workflow covering script breakdown, storyboard prompts, image-to-video generation, voice-over and captions, editing, quality checks, and alternative tools.
RAG 评估与防幻觉教程：让 AI 答案可验证、可追责
面向企业知识库和问答系统的 RAG 质量教程：如何建立测试集、评估召回、检查引用、处理拒答，并用人工反馈持续改进。
Why AI's Momentum Is Shifting to Agents: From Chat Windows to Software That Gets Things Done
Agents are no longer limited to automated clicks in demo videos. They are redefining the interface to software across enterprise workflows, personal assistants, and development tools.
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