Tutorials
In-depth AI tutorials — from fundamentals to production: RAG, agents, deployment, fine-tuning and more.
246
Total tutorials
44
Beginner
20
Hands-on
Browse by topic
Adversarial Prompting: Complete Guide and Examples
Adversarial Prompting: Complete Guide What is Adversarial Prompting? Adversarial Prompting is a prompting technique that involves testing robustness against manipulation. It is particularly effective for security testing. When to Use Adversarial P
From Demo to Production: A Practical Guide to Agent Harness Engineering
Agent Harness is the engineering infrastructure wrapped around the model, determining the success or failure of AI moving from demo to production. This article systematically covers the core concepts of Harness, the ETCLOVG seven-layer architecture, the five-tier memory system, dynamic workflows, and other key designs. Combined with practical cases like Claude Code, it provides a complete methodology covering context management, tool orchestration, and security governance. Suitable for developers and technical leaders who are bringing AI into real engineering.
AI Agent Prompt Engineering: The Complete Guide to Making Your Agent Truly Understand You
There is a fundamental difference between ordinary prompts and Agent prompts. This guide is specifically for AI Agent scenarios, covering System Prompt architecture design, tool call instruction writing, multi-step task decomposition prompts, and core techniques to avoid Agent hallucinations.
AI Agent Prompt Engineering in Practice: A Complete Framework for Writing High-Quality System Prompts
Prompt quality is the decisive factor in AI Agent performance. Based on extensive Agent project experience, this article summarizes a complete System Prompt design framework covering role definition, tool usage guidelines, output format control, error handling, and key techniques to avoid common runaway behaviors.
The Complete Guide to AI Agent Workflow Automation: From Zero to Production Deployment
Workflow automation is one of the highest-value scenarios for AI Agents. This article uses a 'daily competitive intelligence auto-collection + summary + push' pipeline as the main thread, explaining step by step how to use n8n for orchestration, Dify for AI processing, and MCP Server for tool integration to build a truly usable automation system.
AI Algorithmic Trading: A Beginner's Guide to Automated Investment Strategies
Learn how AI-powered algorithmic trading works, explore popular strategies like momentum and mean reversion, and understand how to get started safely with automated investing systems.
AI Animation and Motion Graphics: How AI is Changing Visual Storytelling
Explore how AI tools are transforming 2D and 3D animation production—covering keyframe generation, motion capture AI, character rigging automation, render AI, and independent studio workflows.
AI in Architecture and Urban Design: From Concept to Construction Documentation
How architects and urban designers use AI for parametric design, building information modeling, energy simulation, regulatory compliance, and urban planning—transforming the built environment.
AI Chatbot UX Design: Best Practices for Delightful Conversational Interfaces
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.
AI Clinical Documentation & Ambient Scribes: 2026 Guide for Healthcare Leaders
How AI clinical documentation and ambient scribes cut physician paperwork: workflow, real products, HIPAA compliance, and EHR deployment paths.
AI-Driven Cloud Cost Optimization: Cutting AWS, Azure, and GCP Bills by 40%
Learn how AI tools analyze cloud spending patterns to identify waste, recommend right-sizing, automate savings plans, and continuously optimize costs across AWS, Azure, and GCP.
AI Code Review Automation 2026: GitHub Actions + GPT-4 for Pull Requests
Build an AI code review bot with GitHub Actions and GPT-4o. Analyzes every PR for security vulnerabilities, logic errors, and code quality. Block merges on critical security issues.
AI Coding Assistants Compared: GitHub Copilot vs Cursor vs Claude vs Gemini Code
The AI coding assistant market has evolved far beyond autocomplete. This comprehensive comparison tests GitHub Copilot, Cursor, Tabnine, Amazon Q Developer, Claude in terminal, Gemini Code Assist, and JetBrains AI across code completion quality, codebase understanding, debugging assistance, test generation, documentation, and real productivity metrics from developer surveys.
The Complete Guide to AI Manga Generation 2026: Create Comics Without Drawing Skills
Not being able to draw is no longer a barrier—AI is your comic production team. This article details how to use AI to write scripts, generate illustrations, maintain character consistency, and ultimately produce publishable webcomics or short video format manga, helping content creators produce high-quality manga content at low cost.
AI in Risk Management 2026: Credit Scoring, Underwriting & Fraud Prevention
AI in risk management for credit: ML scoring vs scorecards, alternative data & fairness, SHAP explainability, LLM underwriting parsing, and fraud graphs.
AI Customer Service Script Training Complete Guide 2026: From Script Library Building to Real-Time AI Assistance
Customer service script quality directly impacts conversion rates and customer satisfaction, yet training new hires often takes months. This article explains how to use AI tools to build an enterprise script knowledge base, generate standardized response templates, provide real-time assistance to agents, and analyze call/chat logs to continuously optimize scripts—systematizing the expertise of your top performers.
AI Data Loss Prevention (DLP) Guide 2026: Enterprise Data Security in the LLM Era
AI DLP guide for the LLM era: new leakage surfaces (public LLMs, RAG over-retrieval, shadow AI), semantic classification, control points, and rollout steps.
Automating Data Science Workflows with AI: From EDA to Model Deployment
A comprehensive guide to automating the end-to-end data science workflow using AI tools—from automated exploratory data analysis and feature engineering to model selection, hyperparameter tuning, and production deployment.
AI Development with Dart/Flutter: Complete Guide 2026
AI Development with Dart/Flutter 2026 Introduction Dart/Flutter is used for mobile apps, cross-platform development. This guide shows you the best AI tools, SDKs, and patterns for Dart/Flutter developers building AI-powered applications. Top AI SD
AI Development with Elixir: Complete Guide 2026
AI Development with Elixir 2026 Introduction Elixir is used for real-time apps, distributed systems. This guide shows you the best AI tools, SDKs, and patterns for Elixir developers building AI-powered applications. Top AI SDKs for Elixir **Recom
AI Email Automation 2026: GPT-4 + Gmail API for Smart Inbox Management
Build AI email automation with GPT-4 and Gmail API. Covers email classification, priority scoring, auto-draft generation, and routing—saving hours of inbox management weekly.
AI for Startups 2026: Build Your MVP 10x Faster with AI Tools
Practical guide for startup founders using AI to accelerate MVP development. Covers no-code AI tools, automated coding, user research automation, marketing copy generation, and investor pitch preparation.
AI in Game Development: Procedural Generation, NPC Intelligence, and Level Design
AI and procedural content generation (PCG) in game development: noise/Wave Function Collapse/ML-based PCG, AI NPC behavior, and real tools and engines.
AI Game Development in 2025: Using AI Tools in Unity and Unreal Engine to Build Games Faster
Guide to AI tools for game development in Unity and Unreal Engine — AI asset generation, NPC behavior, procedural content generation, AI-assisted coding, and real indie developer case studies.
AI Game Development in Action 2026: How to Use AI Tools in Unity & Unreal to Speed Up Development 3x
In 2026, AI is completely transforming the game development pipeline: Meshy AI for 3D modeling, ElevenLabs for voiceovers, GitHub Copilot for writing game code, Midjourney for asset design... Indie developers can now accomplish with AI what used to require a team of 5–10 people. This article covers the most practical AI tools and workflows for Unity and Unreal development.
AI Generative Design for Product Development: From CAD Automation to Topology Optimization
Explore how AI generative design tools are transforming product development—automatically generating optimal component geometries, reducing material use, and compressing design cycles from months to days.
AI HR & Recruitment Automation Guide 2026: Full-Process AI Empowerment from Resume Screening to Onboarding
In 2026, AI tools have transformed every stage of recruitment. This article explains how HR can use AI to optimize job descriptions, batch-screen resumes, generate interview questions, research candidate backgrounds, draft offer letters, and automate onboarding processes, freeing HR teams from tedious administrative work so they can focus on tasks that truly require human judgment.
AI Image Generation API 2026: DALL-E 3, Flux, and Stable Diffusion Compared
Complete guide to AI image generation APIs in 2026. Covers DALL-E 3 text accuracy, Flux photorealism, Stable Diffusion customization, batch generation, and choosing the right API.
Integrating AI Image Generation APIs: DALL-E 3, Stable Diffusion, and Midjourney
Learn to integrate AI image generation into your applications using DALL-E 3 API, Stable Diffusion via Replicate, and Midjourney API, with prompt engineering and safety filtering.
AI Inventory Management and Demand Forecasting for Retail: Reduce Stockouts by 30%
Deploy AI-powered demand forecasting and inventory optimization to reduce stockouts, cut excess inventory, and improve supply chain efficiency with practical implementation steps.
AI-Assisted Investment Research Guide 2026: Analyze Stocks, Read Earnings Reports, and Track Market Sentiment with AI
AI-Assisted Investment Research Guide 2026: Use reusable prompts to read earnings reports, compare companies horizontally, track industry trends and sentiment, and batch-score news sentiment (with code). Emphasizes AI's limitation of analyzing known information only, not predicting markets, along with disclaimers.
AI Learning Roadmap 2025
AI Engineering Learning Roadmap · Curriculum Perspective (2026): Three principles of Build-First / Naked API Before Frameworks / Evaluation First, Phase 0-4 each with verifiable checkpoints (Prerequisites → API Fundamentals → RAG + Evaluation → Production Engineering → Agent) + Electives by career path, Learning methodology (course time capped at 30%).
AI Legal Contract Review 2026: Harvey AI, Spellbook Speed Up Legal Work by 5x
AI legal tools have gone mainstream in 2026: Harvey AI is deployed in Fortune 500 companies and top law firms, Spellbook (backed by Microsoft) focuses on contract drafting and review, and LexisNexis AI covers case law search. This article, from the perspective of legal professionals, introduces how AI assists in contract review (flagging high-risk clauses), contract drafting (generating standard clauses), case law search (quickly finding relevant precedents), as well as the limitations and compliance recommendations of AI legal tools.
AI-Powered NFT Market Analysis: Valuation Models and Trading Intelligence
Learn how to build AI models for NFT price prediction, rarity scoring, wash trading detection, and collection analysis to make data-driven decisions in the NFT marketplace.
The Complete Guide to AI Novel Writing 2026: From Worldbuilding to Chapter Generation
A full workflow for AI-assisted novel writing (2026): the core challenge is long-range consistency—build a novel bible (character profiles + a 'never do' negative list), a three-layer outline, list scenes before writing, and maintain consistency with rolling summaries, a plot-thread ledger, and regular consistency checks. Includes a human-AI division of labor table and an AI-voice self-check list.
AI-Powered Phishing Detection: Protecting Organizations from Email Threats
Explore how AI and NLP are transforming email security, from detecting spear phishing to identifying business email compromise (BEC) attacks that bypass traditional filters.
AI-Powered HR Assistant: Enterprise Implementation
Enterprise HR Assistant Implementation (2026): Policy Q&A uses RAG with jurisdiction metadata filtering, mandatory citation of clauses and effective dates; personal data uses scoped tools (code-level authorization) derived from identity authentication. Hard-coded categories for escalation to human agents, privacy architecture (DPIA/data residency/works council), and a four-step shadow deployment method.
AI Precision Agriculture: How Drone Imaging and ML Models Are Transforming Crop Management
AI Precision Agriculture Guide (2026): Drone NDVI multispectral imaging detects crop stress 1-2 weeks early, spot-spraying (most proven ROI), variable-rate fertilization prescription map closed loop. Includes ML task comparison table, real economics (savings first, yield later), adoption barriers, and minimal viable path.
AI Short Video Mass Production Pipeline 2026: From Script to Final Cut in a Fully Automated Workflow
The core competitiveness of short videos lies in high-frequency updates. AI compresses the production time of a single video from 2 hours to 20 minutes. This article shares a complete AI short video workflow: viral script analysis → script generation → AI voiceover → video generation → post-production compositing, helping content teams establish a sustainable high-yield model.
Building an AI Team in 2025: Hiring, Org Design, and Culture
AI talent is the most competitive hiring market in tech. This guide covers AI team structures for different company stages, the AI engineer vs. ML engineer distinction, how to source and evaluate AI candidates, compensation benchmarks, building an AI-forward culture, effective onboarding for AI practitioners, managing the tension between research and product teams, and avoiding common AI team dysfunction.
AI Text-to-Speech 2026: OpenAI TTS, ElevenLabs, and Voice Cloning
Complete TTS API comparison and tutorial. OpenAI TTS for production, ElevenLabs for voice cloning, streaming TTS for chatbots, and building a full voice AI assistant.
Query World Cup Data in Plain Language: Text-to-SQL Hands-On (2026)
World Cup data is too vast to query by hand. This guide uses Text-to-SQL to automatically translate natural-language questions into SQL queries, building a match-data assistant you can ask in plain language — focusing on schema design, preventing wrong queries, and SQL-injection safety, the things production must solve.
AI Time Series Forecasting for Business: Demand, Revenue, and Inventory Prediction
Master AI-powered time series forecasting for business applications—from demand forecasting and revenue prediction to inventory optimization and anomaly detection using modern deep learning and statistical hybrid models.
Complete AI Video Creation Workflow 2026: From Script to Publishing, One Person Produces Professional Short Videos
By 2026, AI video tools have matured enough to let creators without filming equipment or editing skills produce professional short videos. This article designs a complete AI video creation workflow from topic selection, script, and material generation to editing and publishing, covering three mainstream video formats: talking head, tutorial, and digital human.
Anthropic Tool Use: Developer Guide and Quick Start 2026
Anthropic Tool Use: Developer Guide 2026 What is Anthropic Tool Use? **Anthropic Tool Use** enables how to use tools/function calling with Claude. This guide covers everything you need to get started quickly. Why Use Anthropic Tool Use? - Solves
AWS Bedrock Knowledge Bases: Complete Guide for AI Applications 2026
AWS Bedrock Knowledge Bases: Complete Guide 2026 Overview AWS Bedrock Knowledge Bases provides enterprise-grade AI capabilities for fully managed RAG with S3 and vector search. As one of the leading cloud AI platforms, it offers the reliability, sc
AWS SageMaker JumpStart: Complete Guide for AI Applications 2026
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,
Azure AI Document Intelligence: Complete Guide for AI Applications 2026
Azure AI Document Intelligence: Complete Guide 2026 Overview Azure AI Document Intelligence provides enterprise-grade AI capabilities for enterprise document processing and extraction. As one of the leading cloud AI platforms, it offers the reliabi