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
教程总数
368
入门教程
45
实操教程
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AI Agent Starter Kit: Starter Guide
Complete agent development starter with tools and memory
AI Agent Starter Kit: Starter Guide Overview Complete agent development starter with tools and memory Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() cl
GPT-4o Mini vs Claude 3.5 Haiku: Which is Better for cost-efficient AI tasks? (2026)
Detailed comparison of GPT-4o Mini and Claude 3.5 Haiku for cost-efficient AI tasks
GPT-4o mini vs Claude 3.5 Haiku 低成本模型对比(2026):mini 单价最低适合海量简单任务、Haiku 略贵但指令遵循/轻编程更强且 200K 上下文。核心是"易任务走小模型、难任务才升级"的路由策略。
Chroma vs Qdrant: Which is Better for local vector database? (2026)
Detailed comparison of Chroma and Qdrant for local vector database
Chroma vs Qdrant 本地向量数据库对比(2026):Chroma 进程内零配置、适合原型/本地 RAG;Qdrant 是 Rust 生产级引擎,强过滤、量化、可扩展。含真实代码、选型表与 pgvector 备选方案。
Quick Tip: Export and analyze LLM usage metrics
Practical guide to export and analyze llm usage metrics
Quick Tip: Export and analyze LLM usage metrics Overview Practical guide to export and analyze llm usage metrics. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Quick Tip: Export and anal
AI Recipe: Extract JSON from any text using Claude
Step-by-step implementation: extract json from any text using claude
AI Recipe: Extract JSON from any text using Claude Overview Step-by-step implementation: extract json from any text using claude. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe:
AI Recipe: Deploy a chatbot to Vercel in 10 minutes
Step-by-step implementation: deploy a chatbot to vercel in 10 minutes
AI Recipe: Deploy a chatbot to Vercel in 10 minutes Overview Step-by-step implementation: deploy a chatbot to vercel in 10 minutes. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recip
Quick Tip: Build a knowledge base from any URL with one API call
Practical guide to build a knowledge base from any url with one api call
Quick Tip: Build a knowledge base from any URL with one API call Overview Practical guide to build a knowledge base from any url with one api call. This comprehensive guide covers everything you need to know for production implementation. Why It M
CrewAI vs AutoGen: Which is Better for multi-agent systems? (2026)
Detailed comparison of CrewAI and AutoGen for multi-agent systems
CrewAI vs AutoGen 多智能体系统对比(2026):CrewAI 用角色+任务+流程、上手快适合结构化流水线;AutoGen(微软)以对话编排为核心、更灵活适合复杂/研究场景。含选型决策。
Prompt Engineering 101: Beginner's Complete Guide
Everything a beginner needs to know about prompt engineering 101
Prompt Engineering 101: Beginner's Complete Guide Overview Everything a beginner needs to know about prompt engineering 101. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Prompt Engineer
Docker AI Quick Reference
Docker commands for AI deployment and model serving
Docker AI Quick Reference Overview Docker commands for AI deployment and model serving. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_docker_ai_qui
AI for Backend Developers: Beginner's Complete Guide
Everything a beginner needs to know about ai for backend developers
AI for Backend Developers: Beginner's Complete Guide Overview Everything a beginner needs to know about ai for backend developers. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI for Ba
AI Tools for Marketing Managers: Complete Productivity Guide 2026
How marketing managers can use AI for campaign ideation, ad copy, analytics interpretation
AI Tools for Marketing Managers: Complete Guide 2026 Why AI is Essential for Marketing Managers in 2026 The role of marketing managers has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effectively use
Introduction to Vector Databases: Beginner's Complete Guide
Everything a beginner needs to know about introduction to vector databases
Introduction to Vector Databases: Beginner's Complete Guide Overview Everything a beginner needs to know about introduction to vector databases. This comprehensive guide covers everything you need to know for production implementation. Why It Matt
Quick Tip: The prompt template pattern for consistent outputs
Practical guide to the prompt template pattern for consistent outputs
Quick Tip: The prompt template pattern for consistent outputs Overview Practical guide to the prompt template pattern for consistent outputs. This comprehensive guide covers everything you need to know for production implementation. Why It Matters
How to Use OpenAI API for the First Time: Complete Guide for Developers 2026
Build a your first AI-powered app step by step
How to Use OpenAI API for the First Time 2026 Introduction In this tutorial, you'll learn how to **Use OpenAI API for the First Time**. By the end, you'll have a working **your first AI-powered app** that you can deploy and extend. **Prerequisites
AI Tools for Software Developers: Complete Productivity Guide 2026
How software developers can use AI for code review, documentation, test generation
AI Tools for Software Developers: Complete Guide 2026 Why AI is Essential for Software Developers in 2026 The role of software developers has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effectively
RAG Application Boilerplate: Starter Guide
Production-ready RAG application starter with all best practices
RAG Application Boilerplate: Starter Guide Overview Production-ready RAG application starter with all best practices Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client
AI SaaS Starter Template: Starter Guide
Complete template for building AI-powered SaaS products
AI SaaS Starter Template: Starter Guide Overview Complete template for building AI-powered SaaS products Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI()
Midjourney vs DALL-E 3: Which is Better for AI image generation? (2026)
Detailed comparison of Midjourney and DALL-E 3 for AI image generation
Midjourney vs DALL·E 3 AI 绘图对比(2026):Midjourney 美学质量更高、艺术控制更细;DALL·E 3 在 ChatGPT 里对话式修图、提示词遵循更literal。按"出图质量 vs 便捷"选。
AI Browser Extension Template: Starter Guide
Chrome extension template with AI capabilities
AI Browser Extension Template: Starter Guide Overview Chrome extension template with AI capabilities Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() cla
AWS Bedrock vs Azure OpenAI: Which is Better for enterprise AI deployment? (2026)
Detailed comparison of AWS Bedrock and Azure OpenAI for enterprise AI deployment
AWS Bedrock vs Azure OpenAI 企业级 AI 部署对比(2026):Azure OpenAI 把 GPT 系列纳入 Azure 合规体系;Bedrock 是 AWS 内多模型(Claude/Llama/Amazon)无关网关。决定因素通常是你已标准化在哪朵云。
Git for AI Projects
Git workflows, LFS, and version control for ML projects
Git for AI Projects Overview Git workflows, LFS, and version control for ML projects. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_git_for_ai_proj
AI Webhook Processor Template: Starter Guide
Event-driven AI processing template with webhooks
AI Webhook Processor Template: Starter Guide Overview Event-driven AI processing template with webhooks Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI()
Python Async AI Patterns
AsyncIO patterns for concurrent LLM API calls
Python Async AI Patterns Overview AsyncIO patterns for concurrent LLM API calls. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_python_async_ai_patt
Cursor vs GitHub Copilot: Which is Better for AI-assisted coding? (2026)
Detailed comparison of Cursor and GitHub Copilot for AI-assisted coding
Cursor vs GitHub Copilot AI 辅助编程对比(2026):Copilot 是低摩擦扩展、GitHub 生态深;Cursor 是 AI 原生编辑器,仓库级 chat、多文件编辑、可选 Claude/GPT。附选型决策。
Whisper vs Deepgram: Which is Better for speech-to-text accuracy? (2026)
Detailed comparison of Whisper and Deepgram for speech-to-text accuracy
Whisper vs Deepgram 语音转文字对比(2026):Whisper 开源可自托管、多语言准确率高、偏批处理;Deepgram 主打低延迟实时流、说话人分离,面向生产。按"批处理/自托管 vs 实时/生产"选。
Quick Tip: Handle long documents with map-reduce summarization
Practical guide to handle long documents with map-reduce summarization
Quick Tip: Handle long documents with map-reduce summarization Overview Practical guide to handle long documents with map-reduce summarization. This comprehensive guide covers everything you need to know for production implementation. Why It Matte
Multi-Model AI Wrapper: Starter Guide
Provider-agnostic AI client supporting all major LLMs
Multi-Model AI Wrapper: Starter Guide Overview Provider-agnostic AI client supporting all major LLMs Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() cla
OpenAI Assistants vs LangGraph: Which is Better for building AI agents? (2026)
Detailed comparison of OpenAI Assistants and LangGraph for building AI agents
OpenAI Assistants vs LangGraph 构建 AI Agent 对比(2026):Assistants 托管省心(线程/工具/检索)但锁 OpenAI;LangGraph 开源、模型无关、把 Agent 建成状态图、可控分支/循环/人在回路。
Introduction to AI Safety for Developers: Beginner's Complete Guide
Everything a beginner needs to know about introduction to ai safety for developers
Introduction to AI Safety for Developers: Beginner's Complete Guide Overview Everything a beginner needs to know about introduction to ai safety for developers. This comprehensive guide covers everything you need to know for production implementati
AI Recipe: Build a support ticket classifier
Step-by-step implementation: build a support ticket classifier
AI Recipe: Build a support ticket classifier Overview Step-by-step implementation: build a support ticket classifier. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Build a sup
AI Recipe: Auto-tag content with AI classification
Step-by-step implementation: auto-tag content with ai classification
AI Recipe: Auto-tag content with AI classification Overview Step-by-step implementation: auto-tag content with ai classification. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: