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Curriculum based on Datawhale / Easy Vibe · CC BY-NC-SA 4.0

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AI-Native Engineer

Claude Code Fundamentals
  1. Getting Started with Claude Code
  2. Essential Claude Code Techniques
  3. Configuring Claude Code for Your Project
  4. Everyday Development Workflows
  5. Troubleshooting Claude Code
MCP: Connecting Claude Code to Tools
  1. Getting Started with MCP in Claude Code
  2. Using and Troubleshooting MCP
  3. Configuring Common MCP Servers
Claude Code Skills
  1. Finding and Using Your First Skills
  2. Understanding Skills and SKILL.md
  3. Creating and Improving Your Own Skills
  4. How Claude Skills Work Internally
Claude Agent Teams
  1. Understanding and Setting Up Agent Teams
  2. Build an RPG with Agent Teams
  3. Agent Teams Best Practices
  4. Choosing When to Use Agent Teams
AI-Assisted Development Workflows
  1. Choosing an AI Development Strategy
  2. Developing Features and Fixing Bugs with AI
  3. Refactoring and Reviewing Code with AI
  4. Building a Project Knowledge Base
  5. Improving AI Collaboration Efficiency
Building Agents with Claude Agent SDK
  1. Getting Started with Claude Agent SDK
  2. Advanced Features and Practical Agent Examples
  3. Building a Code-Quality Guardrail Pipeline
Engineering Workflows with Superpowers
  1. Getting Started with Superpowers and Its Core Skills
  2. Build an Authentication System with Superpowers
  3. Configuring and Using Superpowers Effectively
Spec Coding
  1. Spec Coding Foundations
  2. Practicing Spec Coding in Claude Code
  3. Moving from Vibe Coding to Spec Coding
  4. Spec Coding FAQ and Summary
GitHub Spec-Driven Development
  1. Workflow Foundations and Setup
  2. From Product Idea to Specification
  3. From Specification to Working Software
  4. Reusable Prompts and Responsible Autonomy
Cross-Platform Development
  1. From a Web Page to Real Software and an AI-Native Product
  2. How to Choose the Right Platform for Your App
  3. How to Build an Android App with Jetpack Compose
  4. How to Build an iOS App with SwiftUI
  5. Build a Store Inspection App with React Native and Expo
On this page
  • 5.1 Be Clear and Specific When Describing Problems
  • 5.2 Do Only One Thing at a Time
  • 5.3 Verify Results Promptly
  • 5.4 Make Good Use of Context
  • 5.5 Save Useful Conversations
  • 5.6 Learn the Art of Asking Questions

5. Techniques for Improving AI Collaboration Efficiency

Lesson Contents

  1. 5.1 Be Clear and Specific When Describing Problems
  2. 5.2 Do Only One Thing at a Time
  3. 5.3 Verify Results Promptly
  4. 5.4 Make Good Use of Context
  5. 5.5 Save Useful Conversations
  6. 5.6 Learn the Art of Asking Questions
AI Development FAQ and Summary
How to Build a Cross-Platform App with Flutter
  • How to Build a PWA Local App
  • How to Build a Browser AI Assistant Extension
  • How to Build a Cross-Platform Electron Desktop App
  • How to Build Platform, Pixel-Art, and 3D Games with Godot
  • How to Build a VS Code Extension
  • How to Build an Industrial Qt Desktop App
  • How to Build Your Personal Website and Academic Blog
  • How to Publish the Application You Built
  • By mastering some practical techniques, you can make your collaboration with AI more efficient.

    5.1 Be Clear and Specific When Describing Problems

    Bad description:

    This feature has a problem
    Help me optimize it
    

    Good description:

    After the user clicks the "Submit" button, the form is not submitted
    The browser console reports: Uncaught TypeError: Cannot read property 'value' of null
    The error occurs on line 23 of form.js
    
    This list loads very slowly and has 1000 items
    Please help me add pagination with 20 items per page
    

    Key points:

    • Provide specific error information
    • Explain the expected result
    • Give relevant context

    5.2 Do Only One Thing at a Time

    Bad approach:

    Help me implement login, registration, password recovery, profile center,
    password change, and email verification
    

    Good approach:

    Implement the login feature first, with these requirements:
    - Email and password login
    - Remember login state
    - Error messages
    
    (After it is done) Now implement the registration feature
    
    (After it is done) Now implement the password recovery feature
    

    Key points:

    • Break large tasks into small tasks
    • Test and verify after every completed task
    • Confirm there are no issues before moving to the next one

    5.3 Verify Results Promptly

    Bad approach:

    • Let AI modify 10 files in a row
    • Only discover at the end that the first change was already wrong
    • Waste a lot of time

    Good approach:

    • Modify one file and test immediately
    • Confirm there is no problem, then continue
    • Correct issues as soon as they are found

    Key points:

    • Move in small steps and get fast feedback
    • Do not blindly trust AI
    • Stay in control of the code

    5.4 Make Good Use of Context

    Technique 1: refer to previous conversation

    Implement according to the plan we just discussed
    Refer to the previous getUserList function
    

    Technique 2: provide related code

    This is the existing user model code:
    [paste code]
    
    Please implement the article model in the same style
    

    Technique 3: explain project background

    This is an e-commerce project using React + Node.js
    It already has a user system and a product system
    Now we need to add a shopping cart feature
    

    5.5 Save Useful Conversations

    Scenario: you solved a complex problem

    How to do it:

    1. Record the solution in project documentation
    2. Refer to it the next time a similar issue appears
    3. Share it with other team members

    Example:

    Create a document under docs/solutions/:

    # Solving the N+1 Query Problem
    
    ## Problem Description
    When fetching the article list, the system queries the author information once per article,
    which causes a performance problem.
    
    ## Solution
    Use a JOIN query to fetch all the data in one go:
    
    ```sql
    SELECT articles.*, users.name as author_name
    FROM articles
    LEFT JOIN users ON articles.author_id = users.id
    

    Result: query time dropped from 2000ms to 50ms

    5.6 Learn the Art of Asking Questions

    Technique 1: ask "why" first

    Why does this code cause a memory leak?
    Why should we use useCallback instead of a normal function?
    

    Technique 2: ask for multiple options

    What are the different ways to implement user authentication?
    What are the pros and cons of each?
    

    Technique 3: ask for explanations

    How does this code work?
    Can you explain this algorithm in detail?
    
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