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

AI Meeting Scheduling Agent

Autonomous meeting scheduling and calendar management

AI Meeting Scheduling Agent Overview Autonomous meeting scheduling and calendar management. Implementation ```python from openai import OpenAI client = OpenAI() def run(query: str) -> str: r = client.chat.completions.create( model="g

ai-applicationspecialized
10分钟
进阶其他

Streaming AI to Mobile: Developer Guide and Quick Start 2026

Learn Streaming AI to Mobile: stream AI responses to iOS and Android

Streaming AI to Mobile: Developer Guide 2026 What is Streaming AI to Mobile? **Streaming AI to Mobile** enables stream AI responses to iOS and Android. This guide covers everything you need to get started quickly. Why Use Streaming AI to Mobile?

streaming-ai-to-mobilemobile
10分钟
进阶其他

Building AI Applications with PostgreSQL and pgvector: Complete Guide

Full-stack AI app with Supabase, pgvector, and Next.js for semantic search and RAG

Build a complete AI application using PostgreSQL with pgvector extension for vector storage, Supabase for backend, and Next.js for frontend, implementing semantic search and RAG functionality.

pgvectorPostgreSQL
35分钟
进阶其他

AI Context Management Best Practices: 2026 Developer Guide

Essential practices every AI developer should follow for ai context management

AI Context Management Best Practices 2026 Introduction Following best practices for ai context management is the difference between fragile prototypes and production-grade AI systems. This guide covers the most important practices that experienced

best-practicesai-context-management
15分钟
进阶其他

OpenAI o3 Reasoning Model: When and How to Use Advanced Reasoning AI

Comparison with GPT-4o, use cases, cost-performance tradeoffs, and prompt strategies

Practical guide to using OpenAI o3 and o3-mini reasoning models effectively, covering when reasoning models outperform GPT-4o, cost considerations, optimal prompting strategies, and real-world use cases.

OpenAIo3
20分钟
进阶其他

AI Energy Consumption Forecasting: AI in Energy

Building ai energy consumption forecasting using Time Series LLM — complete implementation for energy sector

AI Energy Consumption Forecasting: AI in Energy Business Problem The energy sector faces unique challenges that AI can address: - Manual load prediction is time-consuming and error-prone - Scale requirements exceed human capacity - Real-time decisi

energyai-applications
18分钟
进阶其他

AI时代编程教育:GitHub Copilot让学生学得更快还是更懒?

深度分析AI编程工具对编程学习效果的双刃剑效应

基于研究数据分析GitHub Copilot等AI工具对编程学习的影响,探讨如何在教学中合理使用AI提升学习效果而不造成依赖。

AI编程教育GitHub Copilot
25分钟
进阶其他

AI Content Watermarking

Watermarking AI-generated content for traceability and attribution

AI Content Watermarking Overview Watermarking AI-generated content for traceability and attribution. 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

Assembly AI Inference

Ultra-low-level AI inference optimization tips

Assembly AI Inference Overview Ultra-low-level AI inference optimization tips Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() class Handler: """Hand

programmingassembly
10分钟
进阶其他

Responsible AI Implementation: Practical Framework for Organizations in 2025

Risk assessment, bias testing, explainability, and governance for enterprise AI

Practical framework for implementing responsible AI in organizations covering risk classification, bias auditing, explainability requirements, documentation standards, and ongoing governance.

responsible-AIbias-auditing
32分钟
进阶其他

AI Chatbot UX Design: Best Practices for Delightful Conversational Interfaces

Onboarding, error recovery, expectation setting, and accessibility in conversational AI

Design principles and practical guidelines for creating excellent AI chatbot user experiences including onboarding flows, managing AI limitations, error recovery, accessibility, and building user trust.

chatbot-UXAI-design
22分钟
进阶其他

AI语言学习革命:发音纠正、AI伴侣与沉浸式学习技术

用AI打破语言学习最大难关:口语和真实对话练习

介绍AI在语言学习中的最新应用,包括实时发音评估、口语练习AI伴侣、语境词汇学习和沉浸式场景对话,以及Duolingo、Elsa Speak等应用的技术原理。

AI语言学习Duolingo
24分钟
进阶其他

Production RAG Architecture: Advanced RAG Tutorial

Scalable production RAG system design patterns

Production RAG Architecture: Advanced RAG Tutorial Overview Scalable production RAG system design patterns. This guide provides complete, production-ready implementation. Key Concepts Understanding production rag architecture: advanced rag tutori

architecturerag
15分钟
进阶其他

AI Architecture Reviewer: Developer Workflow

Getting AI feedback on software architecture decisions

AI Architecture Reviewer: Developer Workflow Overview Getting AI feedback on software architecture decisions. This guide provides complete, production-ready implementation. Key Concepts Understanding ai architecture reviewer: developer workflow r

developer-toolsproductivity
15分钟
进阶其他

Microsoft Semantic Kernel: Building Enterprise AI Applications

Plugins, planners, memory, and .NET/Python integration for enterprise AI orchestration

Build enterprise AI applications with Microsoft Semantic Kernel including plugin architecture, AI planners, memory management, and integration with Azure OpenAI for production-grade orchestration.

Semantic-KernelMicrosoft
26分钟
进阶其他

Gemini 2.5 Ultra API Complete Guide 2026: Setup, Features & Best Practices

Everything you need to build production apps with Gemini 2.5 Ultra by Google DeepMind

Gemini 2.5 Ultra API Complete Guide 2026 Overview **Gemini 2.5 Ultra** by **Google DeepMind** is a leading AI model in 2026, renowned for its excellence in multimodal tasks and 2M context window. This guide covers everything from API setup to produ

gemini-2.5-ultragoogle-deepmind
18分钟
进阶其他

Khanmigo深度解析:苏格拉底式AI教学法如何做到不直接给答案

苏格拉底式AI教学法的技术实现,让AI真正帮助学生思考而非代劳

Khanmigo 深度解析(2026):苏格拉底式 AI 导师如何"不直接给答案"——系统提示强制提问引导、检测并重定向求答案请求、上下文感知、情感支持、教师版。含对 AI 产品设计的启示与效果数据。

AI导师Khanmigo
8分钟
进阶其他

AI in Headless CMS Workflows

Integrating AI into headless CMS content workflows

AI in Headless CMS Workflows Overview Integrating AI into headless CMS content workflows. Implementation ```python from openai import OpenAI client = OpenAI() def run(query: str) -> str: r = client.chat.completions.create( model="gpt

ai-applicationspecialized
10分钟
进阶其他

AI Cost Trends and Economics: 2025 Guide

How AI costs are evolving and what it means for products

AI Cost Trends and Economics: 2025 Guide Overview How AI costs are evolving and what it means for products. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Cost Trends and Economics: 20

economicstrends
12分钟
进阶其他

Snorkel AI Programmatic: Complete Setup Guide

Programmatic data labeling and weak supervision

Snorkel AI Programmatic: Complete Setup Guide Overview Programmatic data labeling and weak supervision Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() c

ai-toolssnorkel
10分钟
进阶其他

Human Evaluation Best Practices: Complete Guide

Designing human evaluation studies for LLM outputs — practical implementation

Human Evaluation Best Practices Overview Designing human evaluation studies for LLM outputs. Rigorous evaluation is essential for building trustworthy AI applications. Why Evaluation Matters Without proper evaluation, you cannot: - Know if your m

evaluationllm
12分钟
进阶其他

LangSmith for LLM Evaluation: Building Systematic Feedback Loops

Trace collection, evaluation datasets, A/B testing, and regression detection

LangSmith LLM 评估工作流(2026):追踪→数据集→评估器(含 LLM-as-judge)→实验四件套,把"感觉变好了"变成可测进步。含 @traceable 代码、每周评估闭环、LLM 裁判的偏差校准,及 vs Langfuse。

LangSmithevaluation
10分钟
进阶其他

Structured Output with Instructor: Practical Tutorial

Extract typed Python objects from LLM responses reliably

Structured Output with Instructor: Practical Tutorial Overview Extract typed Python objects from LLM responses reliably Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json cli

tutorialpractical
10分钟
进阶其他

AI医院运营优化:床位管理、手术排程与资源预测

用机器学习优化医院运营效率,减少等待时间,提升患者体验

AI 医院运营优化(2026):急诊流量预测、手术室排程、床位管理、设备预测性维护、供应链、候诊体验六大场景与实测增益,含"单一高价值场景起步+灰度上线+人工复核"的落地路径。

医院AI运营优化
8分钟
进阶其他

AI助老技术:智能护理、跌倒检测与认知症辅助的应用实践

用AI技术应对老龄化挑战,让老年人生活更安全、更有尊严

介绍AI技术在老年护理领域的实际应用,包括跌倒检测系统、认知障碍早期筛查、智能药物管理、独居监护和情感陪伴机器人,以及这些技术的部署挑战和伦理考量。

AI助老老年护理
22分钟
进阶其他

Audio Search Engine: Implementation Guide

Semantic search over audio content transcriptions

Audio Search Engine: Implementation Guide Overview Semantic search over audio content transcriptions. This guide provides complete, production-ready implementation. Key Concepts Understanding audio search engine: implementation guide requires: 1

audiospeech
15分钟
进阶其他

Build an Document Q&A with LangChain + Pinecone: Step-by-Step Tutorial 2026

Create a production-ready enterprise knowledge base from scratch

Build an Document Q&A with LangChain + Pinecone Project Overview In this tutorial, you'll build a complete **enterprise knowledge base** using LangChain + Pinecone. By the end, you'll have a production-ready application you can deploy and customize

document-q-aproject-tutorial
30分钟
进阶其他

AI个性化营养与健身:基于生物标记物的精准健康管理

用AI整合基因组、肠道菌群和代谢数据,构建真正个性化的健康方案

AI 个性化营养与健身(2026):营养基因组学(CYP1A2/LCT/APOE)、CGM+食物记录、肠道菌群、AI 健身教练、综合健康评分五大方向,并诚实指出科学尚早、预测力有限、依从性比精准更重要。

AI营养个性化健康
8分钟
进阶其他

Mistral Small 3 Edge Deployment

Deploying Mistral Small 3 on edge hardware

Mistral Small 3 Edge Deployment Overview Deploying Mistral Small 3 on edge hardware. A comprehensive reference guide for model tutorials practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_mistral_small

modelsmistral
10分钟
进阶其他

LLM Cost Attribution: Production Patterns

Tracking LLM costs by user, feature, and team

LLM Cost Attribution: Production Patterns Overview Tracking LLM costs by user, feature, and team. This guide provides complete, production-ready implementation. Key Concepts Understanding llm cost attribution: production patterns requires: 1. **

llmpatterns
15分钟
进阶其他

Together AI Platform: Developer Guide and Quick Start 2026

Learn Together AI Platform: fast open-source model inference

Together AI Platform: Developer Guide 2026 What is Together AI Platform? **Together AI Platform** enables fast open-source model inference. This guide covers everything you need to get started quickly. Why Use Together AI Platform? - Solves the s

together-ai-platformapi-guide
10分钟
进阶其他

PostgreSQL for AI Applications: Storing AI application data Guide 2026

Best practices for storing conversations, embeddings, and AI outputs in PostgreSQL

PostgreSQL for AI Applications: storing AI application data 2026 Introduction Best practices for storing conversations, embeddings, and AI outputs in PostgreSQL. This guide shows you how to effectively use PostgreSQL in your AI development workflow

postgresqlai-development
20分钟
进阶其他

GPT-5 API Complete Guide 2026: Setup, Features & Best Practices

Everything you need to build production apps with GPT-5 by OpenAI

GPT-5 API Complete Guide 2026 Overview **GPT-5** by **OpenAI** is a leading AI model in 2026, renowned for its excellence in multimodal reasoning and coding. This guide covers everything from API setup to production deployment. Model Highlights |

gpt-5openai
18分钟
进阶其他

AI可穿戴健康监测:Apple Watch、Oura Ring与连续健康数据分析

用机器学习从可穿戴设备数据中提取健康洞察,实现疾病早期预测

介绍AI如何处理可穿戴设备的连续健康数据,包括心房颤动检测、睡眠分期分析、血氧预警和压力指数计算,以及如何构建个人健康数据分析管道。

可穿戴设备AI健康
22分钟
进阶其他

AI心理健康应用:从焦虑检测到数字治疗的技术与伦理

解析Woebot等AI心理健康应用的技术原理,探讨数字治疗的机遇与边界

深入介绍AI在心理健康领域的应用现状,包括抑郁焦虑筛查、认知行为治疗(CBT)数字化、情绪追踪和危机干预,同时探讨AI心理健康应用的伦理挑战和使用边界。

AI心理健康数字治疗
25分钟
进阶其他

Paraphrase Detection: Complete Implementation

Identifying semantically equivalent texts with embeddings

Paraphrase Detection Overview Identifying semantically equivalent texts with embeddings. This guide provides practical, production-ready implementations. **Category**: nlp **Primary Tool**: openai **Tags**: nlp, paraphrase, text-processing Pr

nlpparaphrase
12分钟
进阶其他

AI Agent Autonomy Levels: From Copilots to Fully Autonomous Systems

Design patterns for different levels of AI agent autonomy in enterprise applications

Understand the spectrum of AI agent autonomy levels and how to design appropriate human-AI collaboration patterns for different business contexts and risk tolerances.

AI-agentsautonomy
25分钟
进阶其他

AI Compliance Monitoring System

Automated regulatory compliance checking with LLMs

AI Compliance Monitoring System Overview Automated regulatory compliance checking with LLMs. Implementation ```python from openai import OpenAI client = OpenAI() def run(query: str) -> str: r = client.chat.completions.create( model="

ai-applicationspecialized
10分钟
进阶其他

AI for Healthcare Organizations

HIPAA-compliant AI implementation in healthcare

AI for Healthcare Organizations Overview HIPAA-compliant AI implementation in healthcare Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() class Handler:

businesshealthcare
10分钟
进阶工作流

用 n8n + AI Agent 自动化你的日常工作流

零代码连接 200+ 应用,让 AI 接管重复性工作

用 n8n + AI Agent 自动化日常工作流(2026):开源自托管、400+ 集成、AI 原生节点。含 Docker 安装、新闻摘要/邮件分流/会议纪要三个实战,以及 Code 节点/Sub-workflow/Error Workflow 进阶。

n8n工作流
8分钟
进阶其他

AI-Native Application Design: 2025 Guide

Designing applications with AI as a core primitive

AI-Native Application Design: 2025 Guide Overview Designing applications with AI as a core primitive. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI-Native Application Design: 2025 Gui

architecturetrends
12分钟
进阶其他

GPT-4o vs Claude 3.5 Sonnet: Side-by-Side Comparison

Detailed comparison of OpenAI and Anthropic flagship models — comparing coding and reasoning across gpt4o and claude

GPT-4o vs Claude 3.5 Sonnet: Side-by-Side Comparison Overview Detailed comparison of OpenAI and Anthropic flagship models — comparing coding and reasoning across gpt4o and claude. This comprehensive guide covers everything you need to know for prod

comparisongpt4o
15分钟
进阶其他

Support Ticket Classifier: Enterprise Implementation

AI-powered support ticket routing and prioritization

Support Ticket Classifier Overview AI-powered support ticket routing and prioritization. This guide provides practical, production-ready implementations. **Category**: business-ai **Primary Tool**: openai **Tags**: business-ai, enterprise, sup

business-aienterprise
18分钟
进阶其他

AI for Genealogy Research

AI-assisted family history research and document analysis

AI for Genealogy Research Overview AI-assisted family history research and document analysis. Implementation ```python from openai import OpenAI client = OpenAI() def run(query: str) -> str: r = client.chat.completions.create( model=

ai-applicationspecialized
10分钟
进阶其他

Redis + RedisVL: How to Build real-time AI with Redis (2026)

Complete integration guide for Redis and RedisVL

Redis + RedisVL Integration Guide 2026 Overview This guide shows you exactly how to build real-time AI with Redis using Redis and RedisVL. We cover setup, core integration, and production-ready patterns. Prerequisites - Redis environment set up -

redisredisvl
20分钟
进阶其他

AI in Travel and Tourism: Personalized Booking, Dynamic Pricing, and Trip Planning

How Booking.com, Airbnb, and Google Travel use ML for revenue optimization

Explore AI applications in travel including personalized hotel and flight recommendations, revenue management systems, demand forecasting, and AI travel assistants for trip planning.

travel-AIdynamic-pricing
26分钟
进阶其他

AI Embedding Models Comparison 2025: OpenAI vs Cohere vs Open Source

Benchmarking text embeddings on MTEB for retrieval, classification, and semantic similarity

Comprehensive comparison of text embedding models on MTEB benchmark including OpenAI text-embedding-3, Cohere Embed v3, BGE, E5, and other open source models for production RAG systems.

embeddingsMTEB
25分钟
进阶其他

AI写作助手完整工作流:从初稿到发布的全流程优化

建立可复用的AI写作流程,实现高质量内容的高效批量生产

分享经过实战验证的AI写作完整工作流,涵盖选题调研、大纲规划、初稿生成、人工润色、SEO优化和发布分发的全流程,帮助内容创作者和营销人员建立可扩展的内容生产体系。

AI写作内容营销
20分钟
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