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

进阶其他

GPT-4o Mini vs Claude Haiku: Side-by-Side Comparison

Cost-effective model comparison for production workloads — comparing speed and cost across gpt4o-mini and claude-haiku

GPT-4o Mini vs Claude Haiku: Side-by-Side Comparison Overview Cost-effective model comparison for production workloads — comparing speed and cost across gpt4o-mini and claude-haiku. This comprehensive guide covers everything you need to know for pr

comparisongpt4o-mini
15分钟
进阶其他

AI Workflow: AI for competitive analysis and market research

Complete guide to AI for competitive analysis and market research using AI tools and automation

AI Workflow: AI for competitive analysis and market research Overview Complete guide to AI for competitive analysis and market research using AI tools and automation Implementation ```python from openai import OpenAI from pydantic import BaseMode

productivityworkflow
8分钟
进阶其他

Cursor AI Editor Mastery: Complete Developer Guide

Advanced techniques for AI-powered coding with Cursor — practical workflows for modern developers

Cursor AI Editor Mastery Overview Advanced techniques for AI-powered coding with Cursor. AI-powered coding tools are transforming software development workflows. Setup ```bash Install required packages pip install openai anthropic python-dotenv

ai-codingdeveloper-tools
15分钟
进阶其他

Cerebras Inference Speed

Using Cerebras for the fastest LLM inference available

Cerebras Inference Speed Overview Using Cerebras for the fastest LLM inference available. A comprehensive reference guide for model tutorials practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_cerebras

modelscerebras
10分钟
进阶其他

Tool Caching for Agents: Complete Guide

Caching tool results to improve agent performance

Tool Caching for Agents: Complete Guide Overview Caching tool results to improve agent performance. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Tool Caching for Agents: Complete Guide

mcptool-use
15分钟
进阶其他

AI Learning Roadmap 2025

Structured learning path for becoming an AI engineer in 2025

AI Learning Roadmap 2025 Overview Structured learning path for becoming an AI engineer in 2025. A comprehensive reference guide for learning career practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_ai

learningroadmap
12分钟
进阶其他

How to Implement Streaming AI Responses: Complete Guide for Developers 2026

Build a real-time AI chat experience step by step

How to Implement Streaming AI Responses 2026 Introduction In this tutorial, you'll learn how to **Implement Streaming AI Responses**. By the end, you'll have a working **real-time AI chat experience** that you can deploy and extend. **Prerequisite

how-toai-responses
20分钟
进阶其他

Celery for AI Applications: Async task processing for AI Guide 2026

Use Celery to handle long-running AI tasks asynchronously in Python applications

Celery for AI Applications: async task processing for AI 2026 Introduction Use Celery to handle long-running AI tasks asynchronously in Python applications. This guide shows you how to effectively use Celery in your AI development workflow. Why Ce

celeryai-development
20分钟
进阶其他

Code Explanation Tool: Complete Developer Guide

Building tools that explain complex code in plain language — practical workflows for modern developers

Code Explanation Tool Overview Building tools that explain complex code in plain language. AI-powered coding tools are transforming software development workflows. Setup ```bash Install required packages pip install openai anthropic python-dotenv

ai-codingdeveloper-tools
15分钟
进阶其他

AI Technical SEO Guide

Using AI to improve technical SEO and content ranking

AI Technical SEO Guide Overview Using AI to improve technical SEO and content ranking. A comprehensive reference guide for insights practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_ai_technical_seo_g

insightsseo
10分钟
进阶其他

AutoGen Conversational Agents: Tutorial and Best Practices

Build production AI with AutoGen — autonomous multi-agent conversations

AutoGen Conversational Agents What is AutoGen? AutoGen is a framework for autonomous multi-agent conversations. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: automation Installation

autogenframework
15分钟
进阶其他

Few-Shot Learning Prompts: Complete Guide with Examples 2026

Master Few-Shot Learning Prompts for better AI outputs

Few-Shot Learning Prompts: Complete Guide 2026 What is Few-Shot Learning Prompts? Few-Shot Learning Prompts is a prompt engineering technique where you provide 2-5 examples to teach the model the pattern. It's one of the most effective methods for

prompt-engineeringfew-shot-learning-prompts
12分钟
进阶其他

AI Development with Kotlin: Complete Guide 2026

Best AI tools and patterns for Kotlin developers

AI Development with Kotlin 2026 Introduction Kotlin is used for Android, server-side, multiplatform. This guide shows you the best AI tools, SDKs, and patterns for Kotlin developers building AI-powered applications. Top AI SDKs for Kotlin **Recom

kotlinai-development
18分钟
进阶其他

Code Review Automation: Complete Developer Guide

Automating code reviews with LLM-powered analysis — practical workflows for modern developers

Code Review Automation Overview Automating code reviews with LLM-powered analysis. AI-powered coding tools are transforming software development workflows. Setup ```bash Install required packages pip install openai anthropic python-dotenv Set AP

ai-codingdeveloper-tools
15分钟
进阶其他

Discord + OpenAI: How to Create a Discord AI bot (2026)

Complete integration guide for Discord and OpenAI

Discord + OpenAI Integration Guide 2026 Overview This guide shows you exactly how to create a Discord AI bot using Discord and OpenAI. We cover setup, core integration, and production-ready patterns. Prerequisites - Discord environment set up - O

discordopenai
20分钟
进阶其他

AI for Open Source Projects: Complete Guide

Adding AI capabilities to open source software

AI for Open Source Projects: Complete Guide Overview Adding AI capabilities to open source software. This guide provides complete, production-ready implementation. Key Concepts Understanding ai for open source projects: complete guide requires:

open-sourceai-applications
15分钟
进阶其他

Claude for Code Generation: Complete Developer Guide

Using Claude to generate, review, and refactor production code — practical workflows for modern developers

Claude for Code Generation Overview Using Claude to generate, review, and refactor production code. AI-powered coding tools are transforming software development workflows. Setup ```bash Install required packages pip install openai anthropic pyth

ai-codingdeveloper-tools
15分钟
进阶其他

AWS Bedrock Claude Integration: Complete Guide for AI Applications 2026

Build production AI apps with AWS Bedrock Claude Integration

AWS Bedrock Claude Integration: Complete Guide 2026 Overview AWS Bedrock Claude Integration provides enterprise-grade AI capabilities for enterprise AI with Anthropic models on AWS. As one of the leading cloud AI platforms, it offers the reliabilit

aws-bedrockclaude-integration
20分钟
进阶其他

LLM-Based Data Validation: Practical Tutorial

Using LLMs to validate complex business logic rules

LLM-Based Data Validation: Practical Tutorial Overview Using LLMs to validate complex business logic rules Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI(

tutorialpractical
10分钟
进阶其他

Scale AI Data Platform: Complete Setup Guide

High-quality training data collection at scale

Scale AI Data Platform: Complete Setup Guide Overview High-quality training data collection at scale Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() cla

ai-toolsscale-ai
10分钟
进阶其他

OWASP LLM Top 10 Mitigation: Security Guide

Implementing defenses against OWASP LLM Top 10 vulnerabilities

OWASP LLM Top 10 Mitigation: Security Guide Overview Implementing defenses against OWASP LLM Top 10 vulnerabilities. This guide provides complete, production-ready implementation. Key Concepts Understanding owasp llm top 10 mitigation: security g

securityai-safety
15分钟
进阶其他

RAG (Retrieval Augmented Generation): Complete Developer Guide 2026

Master RAG (Retrieval Augmented Generation) with practical examples and production patterns

RAG (Retrieval Augmented Generation): Complete Developer Guide 2026 Overview RAG (Retrieval Augmented Generation) is one of the most important concepts in modern AI development. This guide provides a thorough understanding with practical, productio

raglangchain
25分钟
进阶其他

Training Data Poisoning Defense

Protecting ML training data from adversarial contamination

Training Data Poisoning Defense Overview Protecting ML training data from adversarial contamination. This guide covers practical implementation strategies for production AI systems. Why It Matters As AI systems grow more capable and widely deploy

ai-safetyalignment
12分钟
进阶其他

Gemini 2.5 Pro (2026-01): What's New and How to Use It

Complete guide to the latest Gemini 2.5 Pro capabilities: 2M context, native tool use, deep think mode

Gemini 2.5 Pro (2026-01): Complete Guide What's New in Gemini 2.5 Pro 2026-01 The latest version of **Gemini 2.5 Pro** brings significant improvements: 2M context, native tool use, deep think mode. This release represents a major step forward in A

gemini-2-5-prolatest-ai
10分钟
进阶其他

AI Penetration Testing: Security Guide

Testing AI applications for security vulnerabilities

AI Penetration Testing: Security Guide Overview Testing AI applications for security vulnerabilities. This guide provides complete, production-ready implementation. Key Concepts Understanding ai penetration testing: security guide requires: 1. *

securityai-safety
15分钟
进阶其他

Business Intelligence Chatbot: Enterprise Implementation

Natural language queries over business data with AI

Business Intelligence Chatbot Overview Natural language queries over business data with AI. This guide provides practical, production-ready implementations. **Category**: business-ai **Primary Tool**: openai **Tags**: business-ai, enterprise,

business-aienterprise
18分钟
进阶其他

AWS SageMaker JumpStart: Complete Guide for AI Applications 2026

Build production AI apps with AWS SageMaker JumpStart

AWS SageMaker JumpStart: Complete Guide 2026 Overview AWS SageMaker JumpStart provides enterprise-grade AI capabilities for deploying foundation models on your own infrastructure. As one of the leading cloud AI platforms, it offers the reliability,

aws-sagemakerjumpstart
20分钟
进阶其他

DeepSeek V3 API Complete Guide 2026: Setup, Features & Best Practices

Everything you need to build production apps with DeepSeek V3 by DeepSeek

DeepSeek V3 API Complete Guide 2026 Overview **DeepSeek V3** by **DeepSeek** is a leading AI model in 2026, renowned for its excellence in coding, mathematics, and cost efficiency. This guide covers everything from API setup to production deploymen

deepseek-v3deepseek
18分钟
进阶其他

API Client Generator: Complete Developer Guide

Auto-generating API clients from OpenAPI specifications — practical workflows for modern developers

API Client Generator Overview Auto-generating API clients from OpenAPI specifications. AI-powered coding tools are transforming software development workflows. Setup ```bash Install required packages pip install openai anthropic python-dotenv Se

ai-codingdeveloper-tools
15分钟
进阶其他

Multi-Provider AI Fallback: Production Guide

Automatic fallback between AI providers for reliability

Multi-Provider AI Fallback Overview Automatic fallback between AI providers for reliability. This guide provides practical, production-ready implementations. **Category**: cloud-ai **Primary Tool**: litellm **Tags**: cloud-ai, api, production,

cloud-aiapi
15分钟
进阶其他

LangChain Expression Language (LCEL): Tutorial and Best Practices

Build production AI with LangChain — composable chain building

LangChain Expression Language (LCEL) What is LangChain? LangChain is a framework for composable chain building. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: chain composition Install

langchainframework
15分钟
进阶其他

AI Screenshot Analyzer: Implementation Guide

Building screenshot analysis tools for QA and accessibility

AI Screenshot Analyzer Overview Building screenshot analysis tools for QA and accessibility. This guide provides practical, production-ready implementations. **Category**: multimodal-ai **Primary Tool**: openai **Tags**: multimodal, vision, sc

multimodalvision
15分钟
进阶其他

AI Workflow: Using AI for interview preparation

Complete guide to Using AI for interview preparation using AI tools and automation

AI Workflow: Using AI for interview preparation Overview Complete guide to Using AI for interview preparation using AI tools and automation Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optio

productivityworkflow
8分钟
进阶其他

Async Streaming with Server-Sent Events: Practical Tutorial

SSE-based streaming for AI responses in web apps

Async Streaming with Server-Sent Events: Practical Tutorial Overview SSE-based streaming for AI responses in web apps Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json clien

tutorialpractical
10分钟
进阶其他

Role Prompting: Complete Guide and Examples

Master role prompting — assigning expert persona for better answers — best for domain expertise

Role Prompting: Complete Guide What is Role Prompting? Role Prompting is a prompting technique that involves assigning expert persona for better answers. It is particularly effective for domain expertise. When to Use Role Prompting Use this techn

prompt-engineeringrole-prompting
12分钟
进阶其他

AI for Developer Productivity

Measuring and maximizing AI impact on developer velocity

AI for Developer Productivity Overview Measuring and maximizing AI impact on developer velocity. A comprehensive reference guide for insights practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_ai_for_d

insightsdx
10分钟
进阶其他

GPT-4o (2025-11): What's New and How to Use It

Complete guide to the latest GPT-4o capabilities: improved multimodal, 128k context, faster speed

GPT-4o (2025-11): Complete Guide What's New in GPT-4o 2025-11 The latest version of **GPT-4o** brings significant improvements: improved multimodal, 128k context, faster speed. This release represents a major step forward in AI capabilities and is

gpt-4olatest-ai
10分钟
进阶其他

AI Development with Swift: Complete Guide 2026

Best AI tools and patterns for Swift developers

AI Development with Swift 2026 Introduction Swift is used for iOS, macOS, Apple platforms. This guide shows you the best AI tools, SDKs, and patterns for Swift developers building AI-powered applications. Top AI SDKs for Swift **Recommended**: Op

swiftai-development
18分钟
进阶其他

Node.js AI Applications: Complete Integration Guide

Building AI applications with Node.js and TypeScript

Node.js AI Applications: Complete Integration Guide Overview Building AI applications with Node.js and TypeScript. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Node.js AI Applications:

backendintegration
18分钟
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Voyage AI Embeddings

High-quality embeddings with Voyage AI for RAG

Voyage AI Embeddings Overview High-quality embeddings with Voyage AI for RAG. A comprehensive reference guide for model tutorials practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_voyage_ai_embeddings

modelsvoyage-ai
10分钟
进阶其他

AI Development with TypeScript: Complete Guide 2026

Best AI tools and patterns for TypeScript developers

AI Development with TypeScript 2026 Introduction TypeScript is used for web apps, React, Node.js, APIs. This guide shows you the best AI tools, SDKs, and patterns for TypeScript developers building AI-powered applications. Top AI SDKs for TypeScri

typescriptai-development
18分钟
进阶其他

MCP Error Handling Patterns: Complete Guide

Robust error handling in MCP server implementations

MCP Error Handling Patterns: Complete Guide Overview Robust error handling in MCP server implementations. This comprehensive guide covers everything you need to know for production implementation. Why It Matters MCP Error Handling Patterns: Compl

mcptool-use
15分钟
进阶其他

AI for Customer Journey Mapping

Using AI to analyze and optimize customer journeys

AI Customer Journey Mapping AI analyzes customer data to identify friction points and optimize conversions. ```python from openai import OpenAI client = OpenAI() def analyze_journey(events: list) -> dict: prompt = f"Analyze customer journey ev

cxcustomer-journey
12分钟
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Adversarial Input Detection: Security Guide

Detecting adversarial inputs to AI systems in production

Adversarial Input Detection: Security Guide Overview Detecting adversarial inputs to AI systems in production. This guide provides complete, production-ready implementation. Key Concepts Understanding adversarial input detection: security guide r

securityai-safety
15分钟
进阶其他

Groq Ultra-Fast Inference: Production Guide

Building low-latency AI apps with Groq inference

Groq Ultra-Fast Inference Overview Building low-latency AI apps with Groq inference. This guide provides practical, production-ready implementations. **Category**: cloud-ai **Primary Tool**: groq **Tags**: cloud-ai, api, production, groq Prer

cloud-aiapi
15分钟
进阶其他

Competitive Intelligence AI: Enterprise Implementation

Automated competitor analysis and market monitoring

Competitive Intelligence AI Overview Automated competitor analysis and market monitoring. This guide provides practical, production-ready implementations. **Category**: business-ai **Primary Tool**: openai **Tags**: business-ai, enterprise, co

business-aienterprise
18分钟
进阶其他

LLM for Data Enrichment: Practical Tutorial

Enriching sparse data records with AI-generated content

LLM for Data Enrichment: Practical Tutorial Overview Enriching sparse data records with AI-generated content Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenA

tutorialpractical
10分钟
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RAGAS: RAG Evaluation Framework: Complete Guide

Evaluating Retrieval-Augmented Generation quality with RAGAS — practical implementation

RAGAS: RAG Evaluation Framework Overview Evaluating Retrieval-Augmented Generation quality with RAGAS. Rigorous evaluation is essential for building trustworthy AI applications. Why Evaluation Matters Without proper evaluation, you cannot: - Know

evaluationllm
12分钟
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