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.
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title: '04.04 — Future Considerations'
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description: 'Future considerations for the CalMiner architecture.'
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---
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# 04.04 — Future Considerations
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- **Scalability**: As the user base grows, consider transitioning to a microservices architecture and implementing load balancing strategies.
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- **Asynchronous Processing**: Introduce asynchronous task queues (e.g., Celery) for long-running simulations to improve responsiveness.
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- **Enhanced Frontend**: Explore the possibility of integrating a frontend framework (e.g., React or Vue.js) for more dynamic user interactions in future iterations.
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- **Advanced Analytics**: Plan for integrating advanced analytics and machine learning capabilities to enhance simulation accuracy and reporting insights.
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- **Security Enhancements**: Implement robust authentication and authorization mechanisms to protect sensitive data and ensure compliance with industry standards.
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- **Continuous Integration/Continuous Deployment (CI/CD)**: Establish CI/CD pipelines to automate testing, building, and deployment processes for faster and more reliable releases.
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- **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.
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- **User Feedback Loop**: Implement mechanisms for collecting user feedback to inform future development priorities and improve user experience.
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- **Documentation**: Maintain comprehensive documentation for both developers and end-users to facilitate onboarding and effective use of the system.
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- **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.
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