Four-Sided Triangle: Improvement Tasks
This document contains a detailed checklist of actionable improvement tasks for the Four-Sided Triangle project. Tasks are organized by category and logically ordered to ensure efficient implementation.
Architecture and Code Organization
- Fix typo in filename: Rename
solver_leaning.py
tosolver_learning.py
in the orchestrator module - Standardize module naming conventions across the codebase (e.g.,
metacognitive_orchestrator.py
vscore.py
) - Implement consistent error handling strategy across all modules
- Create interface documentation for all public APIs
- Refactor duplicate code in solver adapters
- Implement dependency injection pattern consistently throughout the codebase
- Create architectural decision records (ADRs) for major design decisions
- Implement configuration validation for all config files
- Standardize logging format and levels across all modules
Testing
- Implement integration tests for the orchestrator module
- Implement integration tests for the solver module
- Implement unit tests for all solver adapters
- Implement unit tests for the distributed computing components
- Set up continuous integration pipeline for automated testing
- Implement end-to-end tests for critical user flows
- Create test fixtures for common test scenarios
- Implement property-based testing for complex algorithms
- Add performance benchmarks for critical components
Documentation
- Create comprehensive API documentation for all modules
- Document configuration options and their effects
- Create user guides for common use cases
- Document the solver selection algorithm and criteria
- Create developer onboarding documentation
- Document the distributed computing architecture
- Create sequence diagrams for key workflows
- Document error codes and troubleshooting steps
- Create a glossary of domain-specific terms
Performance Optimization
- Profile the application to identify performance bottlenecks
- Optimize solver selection algorithm
- Implement caching for frequently accessed data
- Optimize database queries
- Implement asynchronous processing for non-blocking operations
- Optimize memory usage in the working memory module
- Implement batch processing for large datasets
- Optimize frontend rendering performance
Security
- Implement input validation for all API endpoints
- Add rate limiting to prevent abuse
- Implement proper authentication and authorization
- Secure sensitive configuration data
- Implement HTTPS for all communications
- Conduct security audit of third-party dependencies
- Implement proper error handling to prevent information leakage
- Add security headers to API responses
DevOps and Deployment
- Containerize all components for consistent deployment
- Implement infrastructure as code for deployment environments
- Set up monitoring and alerting for production environment
- Implement automated deployment pipeline
- Create backup and disaster recovery procedures
- Implement health checks for all services
- Set up log aggregation and analysis
- Implement feature flags for controlled rollout of new features
Frontend Improvements
- Implement responsive design for mobile compatibility
- Improve accessibility compliance
- Implement comprehensive error handling in UI
- Add loading indicators for asynchronous operations
- Implement client-side validation for forms
- Optimize bundle size for faster loading
- Implement progressive web app (PWA) capabilities
- Add comprehensive user documentation and help system
Data Management
- Implement data validation for all input/output operations
- Create data migration strategy for schema changes
- Implement data versioning for backward compatibility
- Optimize data storage for frequently accessed information
- Implement data archiving strategy for historical data
- Create data backup and recovery procedures
AI and Machine Learning
- Implement model versioning for LLM components
- Create evaluation metrics for model performance
- Implement A/B testing framework for model improvements
- Optimize prompt templates for better performance
- Implement feedback loop for continuous model improvement
- Create fallback mechanisms for model failures
- Implement explainability features for model decisions
User Experience
- Conduct usability testing and implement improvements
- Create user onboarding flow for new users
- Implement user feedback collection mechanism
- Improve error messages for better user understanding
- Create dashboard for system performance monitoring
- Implement customizable user preferences
- Add visualization tools for complex data
Scalability
- Implement horizontal scaling for compute-intensive components
- Optimize database schema for scalability
- Implement sharding strategy for large datasets
- Create load testing framework to identify scalability limits
- Implement circuit breakers for fault tolerance
- Optimize resource utilization in distributed computing
- Implement auto-scaling based on load metrics