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

Redis vs In-Memory LLM Caching: Side-by-Side Comparison

Caching strategy comparison for LLM responses — comparing cache performance across redis and python

Redis vs In-Memory LLM Caching: Side-by-Side Comparison Overview Caching strategy comparison for LLM responses — comparing cache performance across redis and python. This comprehensive guide covers everything you need to know for production impleme

comparisonredis
15分钟
进阶其他

Hugging Face Inference API: Production Guide

Using HuggingFace Inference API for open-source models

Hugging Face Inference API Overview Using HuggingFace Inference API for open-source models. This guide provides practical, production-ready implementations. **Category**: cloud-ai **Primary Tool**: huggingface-hub **Tags**: cloud-ai, api, prod

cloud-aiapi
15分钟
进阶其他

AI Workflow: Using AI to learn new technical topics faster

Complete guide to Using AI to learn new technical topics faster using AI tools and automation

AI Workflow: Using AI to learn new technical topics faster Overview Complete guide to Using AI to learn new technical topics faster using AI tools and automation Implementation ```python from openai import OpenAI from pydantic import BaseModel fr

productivityworkflow
8分钟
进阶其他

Zod vs Pydantic for AI Validation: Side-by-Side Comparison

Schema validation comparison for AI outputs — comparing type safety across zod and pydantic

Zod vs Pydantic for AI Validation: Side-by-Side Comparison Overview Schema validation comparison for AI outputs — comparing type safety across zod and pydantic. This comprehensive guide covers everything you need to know for production implementati

comparisonzod
15分钟
进阶其他

Build an AI Content Generator with GPT-4 + Next.js: Step-by-Step Tutorial 2026

Create a production-ready SEO content pipeline from scratch

Build an AI Content Generator with GPT-4 + Next.js Project Overview In this tutorial, you'll build a complete **SEO content pipeline** using GPT-4 + Next.js. By the end, you'll have a production-ready application you can deploy and customize. **Wh

ai-content-generatorproject-tutorial
30分钟
进阶其他

JavaScript AI in the Browser

Running AI models and calling AI APIs from JavaScript

JavaScript AI in the Browser Overview Running AI models and calling AI APIs from JavaScript Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() class Handle

programmingjavascript
10分钟
进阶其他

AI-Powered Testing Helper: Developer Workflow

AI assistance for writing comprehensive unit tests

AI-Powered Testing Helper: Developer Workflow Overview AI assistance for writing comprehensive unit tests. This guide provides complete, production-ready implementation. Key Concepts Understanding ai-powered testing helper: developer workflow req

developer-toolsproductivity
15分钟
进阶其他

AI Development with Rust: Complete Guide 2026

Best AI tools and patterns for Rust developers

AI Development with Rust 2026 Introduction Rust is used for systems programming, WebAssembly, performance. This guide shows you the best AI tools, SDKs, and patterns for Rust developers building AI-powered applications. Top AI SDKs for Rust **Rec

rustai-development
18分钟
进阶其他

Aspect-Based Sentiment: Complete Implementation

Fine-grained sentiment analysis at the aspect level

Aspect-Based Sentiment Overview Fine-grained sentiment analysis at the aspect level. This guide provides practical, production-ready implementations. **Category**: nlp **Primary Tool**: openai **Tags**: nlp, aspect-sentiment, text-processing

nlpaspect-sentiment
12分钟
进阶其他

LangChain ReAct Agent from Scratch

Building a ReAct agent with tools using LangChain — hands-on project tutorial

LangChain ReAct Agent from Scratch What You'll Build Building a ReAct agent with tools using LangChain. By the end of this tutorial, you'll have a fully working implementation you can extend for production use. **Time**: ~25 minutes **Difficulty

tutorialhands-on
25分钟
进阶其他

LLM Request Deduplication: Production Patterns

Avoiding duplicate LLM requests in distributed systems

LLM Request Deduplication: Production Patterns Overview Avoiding duplicate LLM requests in distributed systems. This guide provides complete, production-ready implementation. Key Concepts Understanding llm request deduplication: production patter

llmpatterns
15分钟
进阶其他

AI Code Linting Assistant: Developer Workflow

Using AI to catch code style and logic issues

AI Code Linting Assistant: Developer Workflow Overview Using AI to catch code style and logic issues. This guide provides complete, production-ready implementation. Key Concepts Understanding ai code linting assistant: developer workflow requires

developer-toolsproductivity
15分钟
进阶其他

A/B Testing LLM Outputs: Complete Guide

Statistical comparison of LLM variants in production — practical implementation

A/B Testing LLM Outputs Overview Statistical comparison of LLM variants in production. Rigorous evaluation is essential for building trustworthy AI applications. Why Evaluation Matters Without proper evaluation, you cannot: - Know if your model i

evaluationllm
12分钟
进阶其他

AI for Marketplace Platforms

AI personalization and matching for marketplace businesses

AI for Marketplace Platforms Overview AI personalization and matching for marketplace businesses Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() class H

businessmarketplace
10分钟
进阶其他

How to Build a Multilingual AI Chatbot: Complete Guide for Developers 2026

Build a chatbot that speaks 40+ languages step by step

How to Build a Multilingual AI Chatbot 2026 Introduction In this tutorial, you'll learn how to **Build a Multilingual AI Chatbot**. By the end, you'll have a working **chatbot that speaks 40+ languages** that you can deploy and extend. **Prerequis

how-tomultilingual-ai
20分钟
进阶其他

AI Governance Best Practices

Organizational frameworks for responsible and ethical AI deployment

AI Governance Best Practices Overview Organizational frameworks for responsible and ethical AI deployment. This guide covers practical implementation strategies for production AI systems. Why It Matters As AI systems grow more capable and widely

ai-safetyalignment
12分钟
进阶其他

Haystack NLP Pipelines: Tutorial and Best Practices

Build production AI with Haystack — production NLP and RAG pipelines

Haystack NLP Pipelines What is Haystack? Haystack is a framework for production NLP and RAG pipelines. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: nlp Installation ```bash pip inst

haystackframework
15分钟
进阶其他

Build a Coding Interview AI

AI system for conducting and evaluating coding interviews — hands-on project tutorial

Build a Coding Interview AI What You'll Build AI system for conducting and evaluating coding interviews. By the end of this tutorial, you'll have a fully working implementation you can extend for production use. **Time**: ~25 minutes **Difficult

tutorialhands-on
25分钟
进阶其他

Build an AI Code Assistant with Ollama + VS Code API: Step-by-Step Tutorial 2026

Create a production-ready local coding assistant from scratch

Build an AI Code Assistant with Ollama + VS Code API Project Overview In this tutorial, you'll build a complete **local coding assistant** using Ollama + VS Code API. By the end, you'll have a production-ready application you can deploy and customi

ai-code-assistantproject-tutorial
30分钟
进阶其他

Named Entity Recognition: Complete Implementation

Building production NER systems with LLMs and spaCy

Named Entity Recognition Overview Building production NER systems with LLMs and spaCy. This guide provides practical, production-ready implementations. **Category**: nlp **Primary Tool**: spacy **Tags**: nlp, ner, text-processing Prerequisite

nlpner
12分钟
进阶其他

AI Developer Experience Trends: 2025 Guide

How AI is transforming software development workflows

AI Developer Experience Trends: 2025 Guide Overview How AI is transforming software development workflows. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Developer Experience Trends: 2

dxtrends
12分钟
进阶其他

AI Security Scanner: Developer Workflow

Automated security vulnerability scanning with AI

AI Security Scanner: Developer Workflow Overview Automated security vulnerability scanning with AI. This guide provides complete, production-ready implementation. Key Concepts Understanding ai security scanner: developer workflow requires: 1. **

developer-toolsproductivity
15分钟
进阶其他

AI Contract Analysis Platform: AI in Legal

Building ai contract analysis platform using LLM + Extraction — complete implementation for legal sector

AI Contract Analysis Platform: AI in Legal Business Problem The legal sector faces unique challenges that AI can address: - Manual clause identification is time-consuming and error-prone - Scale requirements exceed human capacity - Real-time decisi

legalai-applications
18分钟
进阶其他

AI Contract Summarizer: Enterprise Implementation

Summarizing and extracting key terms from legal contracts

AI Contract Summarizer Overview Summarizing and extracting key terms from legal contracts. This guide provides practical, production-ready implementations. **Category**: business-ai **Primary Tool**: openai **Tags**: business-ai, enterprise, c

business-aienterprise
18分钟
进阶其他

Business Process Optimizer: Enterprise Implementation

AI analysis and suggestions for process improvement

Business Process Optimizer Overview AI analysis and suggestions for process improvement. This guide provides practical, production-ready implementations. **Category**: business-ai **Primary Tool**: openai **Tags**: business-ai, enterprise, pro

business-aienterprise
18分钟
进阶其他

AI-Enhanced VS Code Setup: Developer Workflow

Configuring VS Code with AI extensions for maximum productivity

AI-Enhanced VS Code Setup: Developer Workflow Overview Configuring VS Code with AI extensions for maximum productivity. This guide provides complete, production-ready implementation. Key Concepts Understanding ai-enhanced vs code setup: developer

developer-toolsproductivity
15分钟
进阶其他

OpenAI Whisper API: Developer Guide and Quick Start 2026

Learn OpenAI Whisper API: speech recognition and transcription

OpenAI Whisper API: Developer Guide 2026 What is OpenAI Whisper API? **OpenAI Whisper API** enables speech recognition and transcription. This guide covers everything you need to get started quickly. Why Use OpenAI Whisper API? - Solves the speci

openai-whisper-apiapi-guide
10分钟
进阶其他

AI for E-learning Platforms: Complete Guide

Building AI-enhanced online learning experiences

AI for E-learning Platforms: Complete Guide Overview Building AI-enhanced online learning experiences. This guide provides complete, production-ready implementation. Key Concepts Understanding ai for e-learning platforms: complete guide requires:

e-learningai-applications
15分钟
进阶其他

Portkey AI Gateway: Complete Setup Guide

LLM reliability with Portkey gateway and fallbacks

Portkey AI Gateway: Complete Setup Guide Overview LLM reliability with Portkey gateway and fallbacks Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() cla

ai-toolsportkey
10分钟
进阶其他

Phoenix AI Observability: Complete Setup Guide

Arize Phoenix for LLM tracing and evaluation

Phoenix AI Observability: Complete Setup Guide Overview Arize Phoenix for LLM tracing and evaluation Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() cla

ai-toolsphoenix
10分钟
进阶其他

Meeting Transcription Bot: Implementation Guide

Zoom/Teams integration for automated meeting transcription

Meeting Transcription Bot: Implementation Guide Overview Zoom/Teams integration for automated meeting transcription. This guide provides complete, production-ready implementation. Key Concepts Understanding meeting transcription bot: implementati

audiospeech
15分钟
进阶其他

AI Certification Guide

Best AI certifications and courses for engineers in 2025

AI Certification Guide Overview Best AI certifications and courses for engineers in 2025. A comprehensive reference guide for learning career practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_ai_certi

learningcertification
12分钟
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Edge AI with WebAssembly: Developer Guide and Quick Start 2026

Learn Edge AI with WebAssembly: run AI models in the browser

Edge AI with WebAssembly: Developer Guide 2026 What is Edge AI with WebAssembly? **Edge AI with WebAssembly** enables run AI models in the browser. This guide covers everything you need to get started quickly. Why Use Edge AI with WebAssembly? -

edge-ai-with-webassemblyedge
10分钟
进阶其他

C# .NET AI Integration

Building AI applications with .NET and Semantic Kernel

C.NET AI Integration Overview Building AI applications with .NET and Semantic Kernel Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() class Handler:

programmingcsharp
10分钟
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LLM Output Validation Best Practices: 2026 Developer Guide

Essential practices every AI developer should follow for llm output validation

LLM Output Validation Best Practices 2026 Introduction Following best practices for llm output validation is the difference between fragile prototypes and production-grade AI systems. This guide covers the most important practices that experienced

best-practicesllm-output-validation
15分钟
进阶其他

Audio Summarization: Implementation Guide

Summarizing long audio recordings efficiently with AI

Audio Summarization: Implementation Guide Overview Summarizing long audio recordings efficiently with AI. This guide provides complete, production-ready implementation. Key Concepts Understanding audio summarization: implementation guide requires

audiospeech
15分钟
进阶其他

Function Calling vs JSON Mode: Side-by-Side Comparison

Structured output comparison in OpenAI API — comparing reliability across openai and instructor

Function Calling vs JSON Mode: Side-by-Side Comparison Overview Structured output comparison in OpenAI API — comparing reliability across openai and instructor. This comprehensive guide covers everything you need to know for production implementati

comparisonopenai
15分钟
进阶其他

AI for 2-10 Person Startups

Cost-effective AI implementation strategies for early-stage startups

AI for 2-10 Person Startups Overview Cost-effective AI implementation strategies for early-stage startups Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI()

businessstartup
10分钟
进阶其他

Constitutional AI Training

Training AI systems with constitutional principles for safe behavior

Constitutional AI Training Overview Training AI systems with constitutional principles for safe behavior. This guide covers practical implementation strategies for production AI systems. Why It Matters As AI systems grow more capable and widely d

ai-safetyalignment
12分钟
进阶其他

AI Budgeting and Finance Advisor

Personal finance optimization with AI recommendations

AI Budgeting and Finance Advisor Overview Personal finance optimization with AI recommendations. Implementation ```python from openai import OpenAI client = OpenAI() def run(query: str) -> str: r = client.chat.completions.create( mod

ai-applicationspecialized
10分钟
进阶其他

Google Gemini API Tutorial: Production Guide

Building applications with the Google Gemini Pro API

Google Gemini API Tutorial Overview Building applications with the Google Gemini Pro API. This guide provides practical, production-ready implementations. **Category**: cloud-ai **Primary Tool**: google-generativeai **Tags**: cloud-ai, api, pr

cloud-aiapi
15分钟
进阶其他

AI Business Model Innovation: 2025 Guide

New business models enabled by AI capabilities

AI Business Model Innovation: 2025 Guide Overview New business models enabled by AI capabilities. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Business Model Innovation: 2025 Guide i

business-modelstrends
12分钟
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Semantic Chunking: Advanced RAG Tutorial

Intelligently splitting documents at semantic boundaries

Semantic Chunking: Advanced RAG Tutorial Overview Intelligently splitting documents at semantic boundaries. This guide provides complete, production-ready implementation. Key Concepts Understanding semantic chunking: advanced rag tutorial require

semantic-chunkingrag
15分钟
进阶其他

Perplexity API Integration: Production Guide

Integrating Perplexity for real-time web-grounded AI

Perplexity API Integration Overview Integrating Perplexity for real-time web-grounded AI. This guide provides practical, production-ready implementations. **Category**: cloud-ai **Primary Tool**: openai **Tags**: cloud-ai, api, production, ope

cloud-aiapi
15分钟
进阶其他

RAG vs Fine-tuning: Side-by-Side Comparison

When to use retrieval augmentation vs fine-tuning — comparing accuracy and cost across openai and langchain

RAG vs Fine-tuning: Side-by-Side Comparison Overview When to use retrieval augmentation vs fine-tuning — comparing accuracy and cost across openai and langchain. This comprehensive guide covers everything you need to know for production implementat

comparisonopenai
15分钟
进阶其他

AI Safety Evaluation Suite

Benchmarks for evaluating safety and alignment of AI systems

AI Safety Evaluation Suite Overview Benchmarks for evaluating safety and alignment of AI systems. This guide covers practical implementation strategies for production AI systems. Why It Matters As AI systems grow more capable and widely deployed,

ai-safetyalignment
12分钟
进阶其他

AI System Design Interview

Designing AI systems for senior engineering interviews

AI System Design Interview Overview Designing AI systems for senior engineering interviews. A comprehensive reference guide for learning career practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_ai_sys

learningsystem-design
12分钟
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Google AI Studio: Developer Guide and Quick Start 2026

Learn Google AI Studio: free Gemini API playground for developers

Google AI Studio: Developer Guide 2026 What is Google AI Studio? **Google AI Studio** enables free Gemini API playground for developers. This guide covers everything you need to get started quickly. Why Use Google AI Studio? - Solves the specific

google-ai-studiotools
10分钟
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