教程中心
AI Agent 从入门到实战:概念理解、MCP 使用、平台实操、工作流自动化
2024
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368
入门教程
45
实操教程
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The Ultimate AI Productivity Stack for Knowledge Workers in 2025
Build a personal AI workflow that saves 2+ hours every day
Knowledge workers using AI tools are gaining 2-3 hours per day in recovered productivity. This guide builds a comprehensive personal AI stack: AI for email and communication (drafting, sorting, responding), AI for research and synthesis, AI for writing and editing, AI for meeting intelligence, calendar optimization, and task management. Includes specific tool recommendations, setup guides, and a 30-day adoption plan.
Quick Tip: Using JSON mode vs function calling: when and why
Practical guide to using json mode vs function calling: when and why
Quick Tip: Using JSON mode vs function calling: when and why Overview Practical guide to using json mode vs function calling: when and why. This comprehensive guide covers everything you need to know for production implementation. Why It Matters
LangChain Quick Reference
LangChain LCEL patterns, chains, and agents cheat sheet
LangChain Quick Reference Overview LangChain LCEL patterns, chains, and agents cheat sheet. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_langchain
AI Video Generation in 2025: Sora vs Runway vs Pika vs Kling
Professional guide to AI video generation tools for content creators and marketers
AI video generation has crossed into commercial viability. This guide evaluates OpenAI Sora, Runway Gen-3, Pika 2.0, Kling, Google Veo 2, and Stable Video Diffusion across video quality, duration, consistency, editing controls, and pricing. Includes workflow recommendations for marketing video, social content, product demos, and creative production, plus practical tips for getting consistent results from each platform.
Quick Tip: Stream LLM responses for 10x better perceived performance
Practical guide to stream llm responses for 10x better perceived performance
Quick Tip: Stream LLM responses for 10x better perceived performance Overview Practical guide to stream llm responses for 10x better perceived performance. This comprehensive guide covers everything you need to know for production implementation.
AI Tools for Lawyers and Legal Teams: Complete Productivity Guide 2026
How lawyers and legal teams can use AI for contract review, legal research, document drafting
AI Tools for Lawyers and Legal Teams: Complete Guide 2026 Why AI is Essential for Lawyers and Legal Teams in 2026 The role of lawyers and legal teams has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who
AI Image Generation in 2025: Midjourney vs DALL-E vs Stable Diffusion vs Firefly
Complete guide to choosing and using AI image generation tools for different creative needs
AI image generation has transformed visual content creation. This guide compares Midjourney V7, DALL-E 3, Stable Diffusion XL/3, Adobe Firefly, Ideogram, and Flux across dimensions of photorealism, artistic style, prompt adherence, commercial licensing, editing capabilities, and pricing. Includes prompt engineering guide for each platform and use case recommendations for marketers, designers, and developers.
Best AI Writing Tools in 2025: Jasper vs Copy.ai vs Claude vs ChatGPT
An honest comparison of AI writing assistants for marketers, content creators, and businesses
AI writing tools have matured significantly. This comparison tests Jasper, Copy.ai, Writesonic, Claude, ChatGPT, and Gemini across dimensions of output quality, brand voice consistency, SEO optimization features, team collaboration, workflow integration, and pricing. Includes use case recommendations: which tool for blog content, social media, email marketing, technical documentation, and creative writing.
AI Recipe: Classify emails automatically with Claude
Step-by-step implementation: classify emails automatically with claude
AI Recipe: Classify emails automatically with Claude Overview Step-by-step implementation: classify emails automatically with claude. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Rec
Your First RAG Application: Beginner's Complete Guide
Everything a beginner needs to know about your first rag application
Your First RAG Application: Beginner's Complete Guide Overview Everything a beginner needs to know about your first rag application. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Your Fi
Prompt Engineering Best Practices: Complete Developer Guide 2026
Master Prompt Engineering Best Practices with practical examples and production patterns
Prompt Engineering Best Practices: Complete Developer Guide 2026 Overview Prompt Engineering Best Practices is one of the most important concepts in modern AI development. This guide provides a thorough understanding with practical, production-read
Quick Tip: The cheapest way to run AI at scale
Practical guide to the cheapest way to run ai at scale
Quick Tip: The cheapest way to run AI at scale Overview Practical guide to the cheapest way to run ai at scale. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Quick Tip: The cheapest way
Quick Tip: 5 ways to cut your OpenAI API costs in half
Practical guide to 5 ways to cut your openai api costs in half
Quick Tip: 5 ways to cut your OpenAI API costs in half Overview Practical guide to 5 ways to cut your openai api costs in half. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Quick Tip: 5
AI Tools for Product Managers: Complete Productivity Guide 2026
How product managers can use AI for PRD writing, user story creation, competitive analysis
AI Tools for Product Managers: Complete Guide 2026 Why AI is Essential for Product Managers in 2026 The role of product managers has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effectively use AI fo
AI Tools for Journalists: Complete Productivity Guide 2026
How journalists can use AI for research assistance, interview prep, fact-checking
AI Tools for Journalists: Complete Guide 2026 Why AI is Essential for Journalists in 2026 The role of journalists has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effectively use AI for research assi
Understanding Embeddings for Beginners: Beginner's Complete Guide
Everything a beginner needs to know about understanding embeddings for beginners
Understanding Embeddings for Beginners: Beginner's Complete Guide Overview Everything a beginner needs to know about understanding embeddings for beginners. This comprehensive guide covers everything you need to know for production implementation.
Supabase vs Neon: Which is Better for PostgreSQL for AI apps? (2026)
Detailed comparison of Supabase and Neon for PostgreSQL for AI apps
Supabase vs Neon 给 AI 应用选 Postgres(2026):二者都支持 pgvector——Supabase 是含 auth/存储/API 的全后端平台,Neon 是 serverless Postgres 专家(分支/缩容到零)。按"全平台 vs 纯数据库基建"选。
Quick Tip: Using structured outputs to eliminate JSON parsing errors
Practical guide to using structured outputs to eliminate json parsing errors
Quick Tip: Using structured outputs to eliminate JSON parsing errors Overview Practical guide to using structured outputs to eliminate json parsing errors. This comprehensive guide covers everything you need to know for production implementation.
Quick Tip: Choosing between embeddings: ada-002 vs text-embedding-3
Practical guide to choosing between embeddings: ada-002 vs text-embedding-3
Quick Tip: Choosing between embeddings: ada-002 vs text-embedding-3 Overview Practical guide to choosing between embeddings: ada-002 vs text-embedding-3. This comprehensive guide covers everything you need to know for production implementation. Wh
Hugging Face Quick Reference
HuggingFace model hub, Spaces, and Inference API cheat sheet
Hugging Face Quick Reference Overview HuggingFace model hub, Spaces, and Inference API cheat sheet. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_h
AI for Frontend Developers: Beginner's Complete Guide
Everything a beginner needs to know about ai for frontend developers
AI for Frontend Developers: Beginner's Complete Guide Overview Everything a beginner needs to know about ai for frontend developers. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI for
Quick Tip: The 3-retry pattern for reliable LLM API calls
Practical guide to the 3-retry pattern for reliable llm api calls
Quick Tip: The 3-retry pattern for reliable LLM API calls Overview Practical guide to the 3-retry pattern for reliable llm api calls. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Quick
AI Chatbot Template: Starter Guide
Battle-tested chatbot template with history and streaming
AI Chatbot Template: Starter Guide Overview Battle-tested chatbot template with history and streaming Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() cl
AI in Cybersecurity 2026: Complete Implementation Guide for threat detection and security analysis automation
How Cybersecurity organizations are using AI for threat detection and security analysis automation
AI in Cybersecurity: threat detection and security analysis automation - 2026 Guide Introduction The Cybersecurity industry is undergoing a fundamental transformation driven by AI. Organizations are using AI for threat detection and security analys
Quick Tip: The difference between RAG and fine-tuning (quick guide)
Practical guide to the difference between rag and fine-tuning (quick guide)
Quick Tip: The difference between RAG and fine-tuning (quick guide) Overview Practical guide to the difference between rag and fine-tuning (quick guide). This comprehensive guide covers everything you need to know for production implementation. Wh
Understanding AI Tokens and Pricing: Beginner's Complete Guide
Everything a beginner needs to know about understanding ai tokens and pricing
Understanding AI Tokens and Pricing: Beginner's Complete Guide Overview Everything a beginner needs to know about understanding ai tokens and pricing. This comprehensive guide covers everything you need to know for production implementation. Why I
Your First Chatbot with Python: Beginner's Complete Guide
Everything a beginner needs to know about your first chatbot with python
Your First Chatbot with Python: Beginner's Complete Guide Overview Everything a beginner needs to know about your first chatbot with python. This comprehensive guide covers everything you need to know for production implementation. Why It Matters
AI Recipe: Create an AI content calendar planner
Step-by-step implementation: create an ai content calendar planner
AI Recipe: Create an AI content calendar planner Overview Step-by-step implementation: create an ai content calendar planner. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Cre
LLM Benchmarks Cheat Sheet
MMLU, HumanEval, MATH benchmark scores for major models
LLM Benchmarks Cheat Sheet Overview MMLU, HumanEval, MATH benchmark scores for major models. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_llm_benc
AI in Architecture 2026: Complete Implementation Guide for generative design and building code compliance
How Architecture organizations are using AI for generative design and building code compliance
AI in Architecture: generative design and building code compliance - 2026 Guide Introduction The Architecture industry is undergoing a fundamental transformation driven by AI. Organizations are using AI for generative design and building code compl
GPT-4o vs Claude 3.5 Sonnet: Which is Better for coding tasks? (2026)
Detailed comparison of GPT-4o and Claude 3.5 Sonnet for coding tasks
GPT-4o vs Claude 3.5 Sonnet 编程能力深度对比(2026):上下文窗口、SWE-bench 跑分、价格与真实 API 代码。结论——多文件重构/Agent 编程选 Claude(200K 上下文 + 更高 SWE-bench),速度/多模态/生态/单价选 GPT-4o,并给出按任务路由的实战建议。
Vector Database Comparison Table
Quick comparison of Qdrant, Pinecone, Weaviate, Chroma features
Vector Database Comparison Table Overview Quick comparison of Qdrant, Pinecone, Weaviate, Chroma features. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def
Quick Tip: Semantic caching: serve 80% of queries for free
Practical guide to semantic caching: serve 80% of queries for free
Quick Tip: Semantic caching: serve 80% of queries for free Overview Practical guide to semantic caching: serve 80% of queries for free. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Quic
AI in Transportation 2026: Complete Implementation Guide for route optimization and demand forecasting
How Transportation organizations are using AI for route optimization and demand forecasting
AI in Transportation: route optimization and demand forecasting - 2026 Guide Introduction The Transportation industry is undergoing a fundamental transformation driven by AI. Organizations are using AI for route optimization and demand forecasting,
AI Recipe: Build a competitive analysis AI tool
Step-by-step implementation: build a competitive analysis ai tool
AI Recipe: Build a competitive analysis AI tool Overview Step-by-step implementation: build a competitive analysis ai tool. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Build
Supabase Complete Tutorial 2026: How to build AI apps with Postgres + pgvector
Step-by-step guide to using Supabase for AI-powered database workflows
Supabase Complete Tutorial 2026 What is Supabase? **Supabase** is a powerful backend platform that enables you to build AI apps with Postgres + pgvector. It has become one of the most popular tools in the AI developer toolkit in 2026. Why Use Supa
LiteLLM Complete Tutorial 2026: How to use one API for 100+ LLM providers
Step-by-step guide to using LiteLLM for AI-powered api workflows
LiteLLM Complete Tutorial 2026 What is LiteLLM? **LiteLLM** is a powerful LLM proxy that enables you to use one API for 100+ LLM providers. It has become one of the most popular tools in the AI developer toolkit in 2026. Why Use LiteLLM? - **Prod
Quick Tip: Using system prompts effectively for behavior control
Practical guide to using system prompts effectively for behavior control
Quick Tip: Using system prompts effectively for behavior control Overview Practical guide to using system prompts effectively for behavior control. This comprehensive guide covers everything you need to know for production implementation. Why It M
AI Recipe: Generate embeddings and find similar documents
Step-by-step implementation: generate embeddings and find similar documents
AI Recipe: Generate embeddings and find similar documents Overview Step-by-step implementation: generate embeddings and find similar documents. This comprehensive guide covers everything you need to know for production implementation. Why It Matte
Quick Tip: Debug LLM applications with these logging patterns
Practical guide to debug llm applications with these logging patterns
Quick Tip: Debug LLM applications with these logging patterns Overview Practical guide to debug llm applications with these logging patterns. This comprehensive guide covers everything you need to know for production implementation. Why It Matters
Next.js AI App Template: Starter Guide
Full-stack Next.js + AI template with auth and payments
Next.js AI App Template: Starter Guide Overview Full-stack Next.js + AI template with auth and payments Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI()
AI Cost Calculator and Budget Guide: Beginner's Complete Guide
Everything a beginner needs to know about ai cost calculator and budget guide
AI Cost Calculator and Budget Guide: Beginner's Complete Guide Overview Everything a beginner needs to know about ai cost calculator and budget guide. This comprehensive guide covers everything you need to know for production implementation. Why I
AI in E-commerce 2026: Complete Implementation Guide for product recommendations and AI-powered customer service
How E-commerce organizations are using AI for product recommendations and AI-powered customer service
AI in E-commerce: product recommendations and AI-powered customer service - 2026 Guide Introduction The E-commerce industry is undergoing a fundamental transformation driven by AI. Organizations are using AI for product recommendations and AI-power
How to Set Up a Local LLM with Ollama: Complete Guide for Developers 2026
Build a private AI that runs offline step by step
How to Set Up a Local LLM with Ollama 2026 Introduction In this tutorial, you'll learn how to **Set Up a Local LLM with Ollama**. By the end, you'll have a working **private AI that runs offline** that you can deploy and extend. **Prerequisites:**
Setting Up a Local AI Development Environment: Beginner's Complete Guide
Everything a beginner needs to know about setting up a local ai development environment
Setting Up a Local AI Development Environment: Beginner's Complete Guide Overview Everything a beginner needs to know about setting up a local ai development environment. This comprehensive guide covers everything you need to know for production im
AI in Manufacturing 2026: Complete Implementation Guide for predictive maintenance and quality control AI
How Manufacturing organizations are using AI for predictive maintenance and quality control AI
AI in Manufacturing: predictive maintenance and quality control AI - 2026 Guide Introduction The Manufacturing industry is undergoing a fundamental transformation driven by AI. Organizations are using AI for predictive maintenance and quality contr
AI Recipe: Generate product descriptions with GPT
Step-by-step implementation: generate product descriptions with gpt
AI Recipe: Generate product descriptions with GPT Overview Step-by-step implementation: generate product descriptions with gpt. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: G
AI Tools for Entrepreneurs: Complete Productivity Guide 2026
How entrepreneurs can use AI for business plan writing, market research, pitch decks
AI Tools for Entrepreneurs: Complete Guide 2026 Why AI is Essential for Entrepreneurs in 2026 The role of entrepreneurs has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effectively use AI for busines