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 Recipe: Generate social media posts with AI
Step-by-step implementation: generate social media posts with ai
AI Recipe: Generate social media posts with AI Overview Step-by-step implementation: generate social media posts with ai. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Generat
Environment Variables AI
Managing AI credentials and config with environment variables
Environment Variables AI Overview Managing AI credentials and config with environment variables. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_envi
AI Slack Bot Template: Starter Guide
Enterprise Slack bot with AI features template
AI Slack Bot Template: Starter Guide Overview Enterprise Slack bot with AI features template Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() class Handl
AI Recipe: Create an AI writing assistant API
Step-by-step implementation: create an ai writing assistant api
AI Recipe: Create an AI writing assistant API Overview Step-by-step implementation: create an ai writing assistant api. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Create an
Getting Started with OpenAI API: Beginner's Complete Guide
Everything a beginner needs to know about getting started with openai api
Getting Started with OpenAI API: Beginner's Complete Guide Overview Everything a beginner needs to know about getting started with openai api. This comprehensive guide covers everything you need to know for production implementation. Why It Matter
AI Recipe: Create a knowledge base from Markdown files
Step-by-step implementation: create a knowledge base from markdown files
AI Recipe: Create a knowledge base from Markdown files Overview Step-by-step implementation: create a knowledge base from markdown files. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI
AI Recipe: Stream OpenAI responses with FastAPI
Step-by-step implementation: stream openai responses with fastapi
AI Recipe: Stream OpenAI responses with FastAPI Overview Step-by-step implementation: stream openai responses with fastapi. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Strea
Ollama Complete Tutorial 2026: How to run open-source AI models on your machine
Step-by-step guide to using Ollama for AI-powered infrastructure workflows
Ollama Complete Tutorial 2026 What is Ollama? **Ollama** is a powerful local LLM runner that enables you to run open-source AI models on your machine. It has become one of the most popular tools in the AI developer toolkit in 2026. Why Use Ollama?
OpenAI API Quick Reference
Complete OpenAI API parameters, models, and pricing cheat sheet
OpenAI API Quick Reference Overview Complete OpenAI API parameters, models, and pricing cheat sheet. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_
LLM Basics Every Developer Should Know: Beginner's Complete Guide
Everything a beginner needs to know about llm basics every developer should know
LLM Basics Every Developer Should Know: Beginner's Complete Guide Overview Everything a beginner needs to know about llm basics every developer should know. This comprehensive guide covers everything you need to know for production implementation.
Hugging Face Complete Tutorial 2026: How to access and deploy open-source ML models
Step-by-step guide to using Hugging Face for AI-powered platform workflows
Hugging Face Complete Tutorial 2026 What is Hugging Face? **Hugging Face** is a powerful ML platform that enables you to access and deploy open-source ML models. It has become one of the most popular tools in the AI developer toolkit in 2026. Why
Replicate Complete Tutorial 2026: How to run ML models via simple API calls
Step-by-step guide to using Replicate for AI-powered api workflows
Replicate Complete Tutorial 2026 What is Replicate? **Replicate** is a powerful ML model API that enables you to run ML models via simple API calls. It has become one of the most popular tools in the AI developer toolkit in 2026. Why Use Replicate
Quick Tip: Improving LLM response consistency with temperature=0
Practical guide to improving llm response consistency with temperature=0
Quick Tip: Improving LLM response consistency with temperature=0 Overview Practical guide to improving llm response consistency with temperature=0. This comprehensive guide covers everything you need to know for production implementation. Why It M
LangChain Project Scaffold: Starter Guide
Opinionated LangChain project structure for teams
LangChain Project Scaffold: Starter Guide Overview Opinionated LangChain project structure for teams Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() cla
HuggingFace vs Replicate: Which is Better for model deployment? (2026)
Detailed comparison of HuggingFace and Replicate for model deployment
Hugging Face vs Replicate 模型部署对比(2026):HF 是开源模型中心+ML 平台(Endpoints/Spaces),Replicate 用 Cog 把模型一键变可扩展 API。按"生态深度 vs 部署简单"选。
AI Telegram Bot Template: Starter Guide
Feature-rich Telegram AI bot template
AI Telegram Bot Template: Starter Guide Overview Feature-rich Telegram AI bot template Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() class Handler:
Vercel AI SDK vs LangChain.js: Which is Better for Next.js AI apps? (2026)
Detailed comparison of Vercel AI SDK and LangChain.js for Next.js AI apps
Vercel AI SDK vs LangChain.js 用于 Next.js AI 应用深度对比(2026):AI SDK 主打 UI/流式(useChat、generateObject + Zod),LangChain.js 主打编排(链/Agent/RAG)。含真实 TS 代码、选型建议与"AI SDK 做 UI、LangChain 做检索"的组合用法。
AI Recipe: Build a resume screener with LLMs
Step-by-step implementation: build a resume screener with llms
AI Recipe: Build a resume screener with LLMs Overview Step-by-step implementation: build a resume screener with llms. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Build a res
OpenAI Batch API vs Anthropic Messages API: Which is Better for bulk content generation? (2026)
Detailed comparison of OpenAI Batch API and Anthropic Messages API for bulk content generation
OpenAI Batch API vs Anthropic Message Batches 批量补全对比(2026):二者都是各家异步批量通道、相对实时调用大幅折扣、用延迟换成本。选择实际取决于你要 GPT 还是 Claude;要兼得就走网关路由。
FastAPI AI Service Reference
FastAPI patterns for AI microservice development
FastAPI AI Service Reference Overview FastAPI patterns for AI microservice development. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_fastapi_ai_se
Pydantic AI vs Instructor: Which is Better for structured LLM outputs? (2026)
Detailed comparison of Pydantic AI and Instructor for structured LLM outputs
Pydantic AI vs Instructor 结构化 LLM 输出对比(2026):Instructor 专注"任意 LLM 返回校验过的 Pydantic 对象 + 自动重试",Pydantic AI 是带工具/依赖的类型化 Agent 框架。含真实 Python 代码与选型决策。
AI Recipe: Create a translation API with GPT-4
Step-by-step implementation: create a translation api with gpt-4
AI Recipe: Create a translation API with GPT-4 Overview Step-by-step implementation: create a translation api with gpt-4. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Create
AI in HR & Recruitment 2026: Complete Implementation Guide for resume screening and employee onboarding AI
How HR & Recruitment organizations are using AI for resume screening and employee onboarding AI
AI in HR & Recruitment: resume screening and employee onboarding AI - 2026 Guide Introduction The HR & Recruitment industry is undergoing a fundamental transformation driven by AI. Organizations are using AI for resume screening and employee onboar
Anthropic Claude Cheat Sheet
Claude API quick reference: models, limits, and best practices
Anthropic Claude Cheat Sheet Overview Claude API quick reference: models, limits, and best practices. A comprehensive reference guide for cheat sheets practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve
AI Recipe: Build a code reviewer with LLM feedback
Step-by-step implementation: build a code reviewer with llm feedback
AI Recipe: Build a code reviewer with LLM feedback Overview Step-by-step implementation: build a code reviewer with llm feedback. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe:
AI Recipe: Create an AI agent with web search tools
Step-by-step implementation: create an ai agent with web search tools
AI Recipe: Create an AI agent with web search tools Overview Step-by-step implementation: create an ai agent with web search tools. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recip
AI Recipe: Auto-generate Python tests with GPT-4
Step-by-step implementation: auto-generate python tests with gpt-4
AI Recipe: Auto-generate Python tests with GPT-4 Overview Step-by-step implementation: auto-generate python tests with gpt-4. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Aut
AI Tools for Content Writers: Complete Productivity Guide 2026
How content writers can use AI for SEO optimization, content ideation, research
AI Tools for Content Writers: Complete Guide 2026 Why AI is Essential for Content Writers in 2026 The role of content writers has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effectively use AI for S
Quick Tip: Build multi-agent pipelines without a framework
Practical guide to build multi-agent pipelines without a framework
Quick Tip: Build multi-agent pipelines without a framework Overview Practical guide to build multi-agent pipelines without a framework. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Quic
AI Tools for Business Analysts: Complete Productivity Guide 2026
How business analysts can use AI for requirements gathering, process documentation, gap analysis
AI Tools for Business Analysts: Complete Guide 2026 Why AI is Essential for Business Analysts in 2026 The role of business analysts has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effectively use AI
AI in Gaming 2026: Complete Implementation Guide for NPC AI and procedural content generation
How Gaming organizations are using AI for NPC AI and procedural content generation
AI in Gaming: NPC AI and procedural content generation - 2026 Guide Introduction The Gaming industry is undergoing a fundamental transformation driven by AI. Organizations are using AI for NPC AI and procedural content generation, delivering signif
AI Discord Bot Template: Starter Guide
Production Discord bot with AI capabilities template
AI Discord Bot Template: Starter Guide Overview Production Discord bot with AI capabilities template Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() cla
AI Recipe: Auto-generate API docs from code
Step-by-step implementation: auto-generate api docs from code
AI Recipe: Auto-generate API docs from code Overview Step-by-step implementation: auto-generate api docs from code. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Recipe: Auto-generate
n8n vs Make (Integromat): Which is Better for AI workflow automation? (2026)
Detailed comparison of n8n and Make (Integromat) for AI workflow automation
n8n vs Make(Integromat) AI 工作流自动化对比(2026):n8n 开源自托管、原生 LLM/Agent/向量节点、无按任务计费,适合开发者;Make 是托管可视化平台、上手快连接器多。按"自定义 AI 逻辑 vs 托管可视化"选。
Weights & Biases Complete Tutorial 2026: How to track ML experiments and model performance
Step-by-step guide to using Weights & Biases for AI-powered mlops workflows
Weights & Biases Complete Tutorial 2026 What is Weights & Biases? **Weights & Biases** is a powerful ML experiment tracking that enables you to track ML experiments and model performance. It has become one of the most popular tools in the AI develo
Quick Tip: Build a feedback loop to improve AI quality over time
Practical guide to build a feedback loop to improve ai quality over time
Quick Tip: Build a feedback loop to improve AI quality over time Overview Practical guide to build a feedback loop to improve ai quality over time. This comprehensive guide covers everything you need to know for production implementation. Why It M
Building Your First AI Product: Beginner's Complete Guide
Everything a beginner needs to know about building your first ai product
Building Your First AI Product: Beginner's Complete Guide Overview Everything a beginner needs to know about building your first ai product. This comprehensive guide covers everything you need to know for production implementation. Why It Matters
AI Tools for Sales Professionals: Complete Productivity Guide 2026
How sales professionals can use AI for email personalization, objection handling, CRM notes
AI Tools for Sales Professionals: Complete Guide 2026 Why AI is Essential for Sales Professionals in 2026 The role of sales professionals has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effectively
AI Tools for Data Scientists: Complete Productivity Guide 2026
How data scientists can use AI for EDA automation, report generation, model explanations
AI Tools for Data Scientists: Complete Guide 2026 Why AI is Essential for Data Scientists in 2026 The role of data scientists has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effectively use AI for E
Introduction to AI Agents: Beginner's Complete Guide
Everything a beginner needs to know about introduction to ai agents
Introduction to AI Agents: Beginner's Complete Guide Overview Everything a beginner needs to know about introduction to ai agents. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Introduct
AI Tools for Finance Professionals: Complete Productivity Guide 2026
How finance professionals can use AI for financial modeling, report drafting, data analysis
AI Tools for Finance Professionals: Complete Guide 2026 Why AI is Essential for Finance Professionals in 2026 The role of finance professionals has fundamentally changed. AI is no longer a nice-to-have—it's a competitive necessity. Those who effect
Quick Tip: The fastest way to add RAG to any application
Practical guide to the fastest way to add rag to any application
Quick Tip: The fastest way to add RAG to any application Overview Practical guide to the fastest way to add rag to any application. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Quick Ti
AI in Agriculture 2026: Complete Implementation Guide for crop disease detection and yield prediction
How Agriculture organizations are using AI for crop disease detection and yield prediction
AI in Agriculture: crop disease detection and yield prediction - 2026 Guide Introduction The Agriculture industry is undergoing a fundamental transformation driven by AI. Organizations are using AI for crop disease detection and yield prediction, d
Perplexity AI Complete Tutorial 2026: How to get cited, accurate answers from the web
Step-by-step guide to using Perplexity AI for AI-powered search workflows
Perplexity AI Complete Tutorial 2026 What is Perplexity AI? **Perplexity AI** is a powerful AI search engine that enables you to get cited, accurate answers from the web. It has become one of the most popular tools in the AI developer toolkit in 20
AI in Healthcare 2026: Complete Implementation Guide for medical documentation and clinical AI assistants
How Healthcare organizations are using AI for medical documentation and clinical AI assistants
AI in Healthcare: medical documentation and clinical AI assistants - 2026 Guide Introduction The Healthcare industry is undergoing a fundamental transformation driven by AI. Organizations are using AI for medical documentation and clinical AI assis
Quick Tip: Using AI for code review in your PR workflow
Practical guide to using ai for code review in your pr workflow
Quick Tip: Using AI for code review in your PR workflow Overview Practical guide to using ai for code review in your pr workflow. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Quick Tip:
Stable Diffusion vs Flux: Which is Better for image generation quality? (2026)
Detailed comparison of Stable Diffusion and Flux for image generation quality
Stable Diffusion vs Flux 图像生成质量对比(2026):Flux 单图质量/提示词遵循/图中文字更强,Stable Diffusion 胜在生态(ControlNet、LoRA、ComfyUI)与授权灵活。含参数/授权对比表、本地部署与变现链路。
How to Deploy an AI App to Vercel: Complete Guide for Developers 2026
Build a deployed production AI app step by step
How to Deploy an AI App to Vercel 2026 Introduction In this tutorial, you'll learn how to **Deploy an AI App to Vercel**. By the end, you'll have a working **deployed production AI app** that you can deploy and extend. **Prerequisites:** - Basic p