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System Design Question

Design an AI System for Automated Code Generation and Bug Detection

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  1. Functional Requirements:

    • Code Generation:
      • Generate code snippets based on user input or specifications.
      • Support multiple programming languages (e.g., Python, Java, JavaScript).
      • Provide code suggestions and auto-completion features.
    • Bug Detection:
      • Identify syntax errors, logical errors, and potential security vulnerabilities in code.
      • Offer suggestions for bug fixes and improvements.
      • Integrate with popular version control systems for continuous code analysis.
    • User Interface:
      • Provide a user-friendly interface for inputting code or requirements.
      • Display code generation results and bug detection reports clearly.
    • Feedback Loop:
      • Allow users to provide feedback on generated code and detected bugs.
      • Continuously improve the AI model based on user feedback.
  2. Non-Functional Requirements:

    • Performance:
      • Ensure low latency in code generation and bug detection processes.
      • Handle high volumes of code requests efficiently.
    • Scalability:
      • Support scaling to accommodate increasing numbers of users and code requests.
    • Reliability:
      • Ensure high availability and fault tolerance of the system.
      • Maintain data integrity and consistency across all components.
    • Security:
      • Protect user data and code from unauthorized access.
      • Implement secure communication protocols.
    • Usability:
      • Ensure the system is intuitive and easy to use for both novice and experienced developers.
    • Maintainability:
      • Design the system to be easily upgradable and maintainable.
    • Compliance:
      • Adhere to relevant industry standards and regulations for software development and data protection.

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