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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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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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. **
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
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 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
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
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
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:
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
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
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
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
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? -
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:
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
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
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
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()
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 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
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
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
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
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
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
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 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
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