Developer AI Cheat Sheet

Programming Languages & AI Tools Reference

Master the syntax, patterns, and best practices for the top 10 programming languages. Plus essential AI development tools, frameworks, and resources for modern developers in 2025.

Choose a Programming Language

🟨

JavaScript

The web development powerhouse

variables

let, const, var

functions

function name() {} or const name = () => {}

loops

for, while, forEach, map, filter

conditionals

if, else if, else, switch

objects

const obj = { key: value }

arrays

const arr = [1, 2, 3]

async

async/await, Promise, fetch()

classes

class Name { constructor() {} }

Essential AI Development Tools

AI Development

OpenAI API
GPT models, embeddings, fine-tuning
Anthropic Claude
Advanced reasoning and code generation
Google Gemini
Multimodal AI capabilities
Hugging Face
Open-source models and datasets
LangChain
LLM application framework
Pinecone
Vector database for embeddings

Machine Learning

TensorFlow
End-to-end ML platform
PyTorch
Dynamic neural networks
Scikit-learn
Classical ML algorithms
Pandas
Data manipulation and analysis
NumPy
Numerical computing
Jupyter
Interactive notebooks

Development Tools

GitHub Copilot
AI pair programming
Cursor
AI-powered code editor
Tabnine
Code completion AI
Replit
Online IDE with AI
Codeium
Free AI code assistant
Amazon CodeWhisperer
AWS AI coding companion

Quick Reference Cards

🚀 Getting Started

  • • Choose your language based on project needs
  • • Set up development environment
  • • Learn basic syntax and patterns
  • • Practice with small projects

🛠️ Best Practices

  • • Write clean, readable code
  • • Use version control (Git)
  • • Write tests for your code
  • • Document your functions

🤖 AI Integration

  • • Use AI for code completion
  • • Leverage AI for debugging
  • • Integrate AI APIs in your apps
  • • Learn prompt engineering

Developer Resources & Learning Paths

Popular Programming Languages in 2025

Based on developer surveys and job market trends, these programming languages are essential for modern development. JavaScript dominates web development,Python leads in AI and data science, while TypeScriptprovides type safety for large applications.

Java remains strong in enterprise development, C#powers Microsoft ecosystems, and Go excels in cloud-native applications.Rust is gaining popularity for systems programming, while Swiftis essential for iOS development.

AI Development Tools & Frameworks

Modern development increasingly involves AI integration. OpenAI APIand Anthropic Claude provide powerful language models, whileTensorFlow and PyTorch enable machine learning development.

GitHub Copilot and Cursor enhance coding productivity, while LangChain simplifies LLM application development.Hugging Face offers access to thousands of open-source models.

💡 Pro Tips for Developers

  • Master one language deeply before learning multiple languages
  • Practice regularly with coding challenges and projects
  • Stay updated with language updates and new features
  • Use AI tools to accelerate learning and development
  • Join communities and contribute to open-source projects
  • Build projects that solve real-world problems

How to Use the AI Cheat Sheet

🚀 Getting Started

  1. 1. Select a Language: Click on any of the 10 programming languages to see syntax and patterns
  2. 2. Explore Syntax: Use the "Syntax Reference" tab to see basic language constructs
  3. 3. Learn Patterns: Switch to "Common Patterns" tab for advanced techniques
  4. 4. Reference AI Tools: Check the AI development tools section for modern frameworks

💡 Pro Tips

  • Quick Reference: Bookmark this page for instant syntax lookup during coding
  • Language Comparison: Switch between languages to compare syntax differences
  • AI Integration: Use the AI tools section to enhance your development workflow
  • Best Practices: Follow the patterns shown for clean, maintainable code

🎯 Use Cases

Learning New Languages

Perfect for developers switching between languages or learning new frameworks

Code Reviews

Quick reference during code reviews to ensure best practices and proper syntax

Interview Prep

Brush up on syntax and patterns before technical interviews and coding assessments

Other Developer Tools