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calminer/docs/architecture/04_strategy/04_04_future_considerations.md
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Refactor architecture documentation and enhance security features
- Updated architecture constraints documentation to include detailed sections on technical, organizational, regulatory, environmental, and performance constraints.
- Created separate markdown files for each type of constraint for better organization and clarity.
- Revised the architecture scope section to provide a clearer overview of the system's key areas.
- Enhanced the solution strategy documentation with detailed explanations of the client-server architecture, technology choices, trade-offs, and future considerations.
- Added comprehensive descriptions of backend and frontend components, middleware, and utilities in the architecture documentation.
- Migrated UI, templates, and styling notes to a dedicated section for better structure.
- Updated requirements.txt to include missing dependencies.
- Refactored user authentication logic in the users.py and security.py files to improve code organization and maintainability, including the integration of OAuth2 password bearer token handling.
2025-10-27 12:46:51 +01:00

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04.04 — Future Considerations Future considerations for the CalMiner architecture.

04.04 — Future Considerations

  • Scalability: As the user base grows, consider transitioning to a microservices architecture and implementing load balancing strategies.
  • Asynchronous Processing: Introduce asynchronous task queues (e.g., Celery) for long-running simulations to improve responsiveness.
  • Enhanced Frontend: Explore the possibility of integrating a frontend framework (e.g., React or Vue.js) for more dynamic user interactions in future iterations.
  • Advanced Analytics: Plan for integrating advanced analytics and machine learning capabilities to enhance simulation accuracy and reporting insights.
  • Security Enhancements: Implement robust authentication and authorization mechanisms to protect sensitive data and ensure compliance with industry standards.
  • Continuous Integration/Continuous Deployment (CI/CD): Establish CI/CD pipelines to automate testing, building, and deployment processes for faster and more reliable releases.
  • Monitoring and Logging: Integrate monitoring tools (e.g., Prometheus, Grafana) and centralized logging solutions (e.g., ELK stack) to track application performance and troubleshoot issues effectively.
  • User Feedback Loop: Implement mechanisms for collecting user feedback to inform future development priorities and improve user experience.
  • Documentation: Maintain comprehensive documentation for both developers and end-users to facilitate onboarding and effective use of the system.
  • Testing Strategy: Develop a robust testing strategy, including unit, integration, and end-to-end tests, to ensure code quality and reliability as the system evolves.