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@Copilot Copilot AI commented Aug 10, 2025

This PR adds a comprehensive interview preparation guide at /docs/interview.md covering essential concepts for C++ and Python architect roles. The guide is designed to help developers prepare for technical interviews with practical examples and detailed explanations.

What's Included

The 1,252-line guide covers eight major areas:

🧠 Core Language Concepts

  • C++ fundamentals: Memory management (RAII, smart pointers), modern C++ features (C++11/14/17/20), concurrency and threading
  • Python fundamentals: Garbage collection, advanced features (metaclasses, decorators, async/await), type system and hints

🏗️ Design Patterns

Complete implementations of key patterns in both languages:

  • Creational: Singleton, Factory patterns with thread-safe C++ and Python examples
  • Behavioral: Observer, Strategy patterns with practical use cases
  • Structural: Adapter, Decorator pattern explanations

🚀 System Design

Enterprise-level architecture concepts:

  • Scalability principles (horizontal vs vertical scaling, load balancing)
  • Database design (SQL vs NoSQL, sharding strategies)
  • Microservices architecture (benefits, challenges, service discovery)
  • Caching strategies (cache-aside, write-through, write-behind)

⚡ Performance Optimization

Language-specific optimization techniques:

  • C++: Memory layout optimization, algorithm selection, compiler hints, SFINAE examples
  • Python: Profiling with cProfile, memoization, NumPy vectorization, Cython integration

💡 Interview Questions & Solutions

Real interview questions with detailed explanations:

  • C++ questions on RAII, new/delete vs malloc/free, const/constexpr differences
  • Python questions on GIL implications, decorators, metaclasses with working code examples

📝 Advanced Code Examples

Production-ready implementations:

  • C++ template metaprogramming with SFINAE and variadic templates
  • Thread-safe queue implementation with condition variables
  • Python async web scraper with aiohttp and semaphores
  • Advanced data processing pipeline with generators

🎯 Architecture Best Practices

Industry standards and principles:

  • SOLID principles with before/after code examples
  • Project structure recommendations for both languages
  • Error handling strategies (std::expected in C++, Result types in Python)
  • Exception safety guarantees

⚠️ Common Pitfalls & Solutions

Critical mistakes and how to avoid them:

  • C++: Memory leaks, iterator invalidation, dangling references with fixes
  • Python: Mutable default arguments, late binding closures, circular imports, class vs instance variables

Why This Matters

This guide bridges the gap between theoretical knowledge and practical interview performance. Each concept includes:

  • Clear explanations suitable for interview discussion
  • Working code examples that can be written on a whiteboard or coding platform
  • Real-world context showing when and why to use each technique
  • Common variations and follow-up questions interviewers might ask

The content follows the existing repository structure and documentation style, providing a valuable resource for the C++/Python architect community.


💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more Copilot coding agent tips in the docs.

@wangergou135 wangergou135 marked this pull request as ready for review August 10, 2025 11:22
@wangergou135 wangergou135 merged commit 0cfd7a7 into main Aug 10, 2025
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@Copilot Copilot AI changed the title [WIP] Add comprehensive interview preparation documentation Add comprehensive C++/Python architect interview preparation guide Aug 10, 2025
@Copilot Copilot AI requested a review from wangergou135 August 10, 2025 11:47
Copilot finished work on behalf of wangergou135 August 10, 2025 11:47
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2 participants