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trax/TRAX_v2.0_COMPLETION_PLAN.md

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🎯 Detailed Task Breakdown

Task #8: Complete Phase 3 - Integrate Domain Adaptation into Main Pipeline

Subtask 8.1: Connect LoRA Adapters to Transcription Workflow

  • Objective: Integrate existing LoRA adapters into the main transcription pipeline
  • Implementation Steps:
    1. Modify MultiPassTranscriptionPipeline to use LoRAAdapterManager
    2. Add LoRA model loading to the enhancement pass
    3. Implement domain-specific model switching during transcription
    4. Add LoRA adapter caching and memory management
  • Success Criteria:
    • LoRA adapters are loaded and used during domain enhancement
    • Memory usage remains under 2GB during LoRA operations
    • Domain-specific transcription shows measurable accuracy improvements
  • Testing: Test with technical, medical, and academic audio samples
  • Estimated Time: 3-4 days

Subtask 8.2: Integrate Domain Detection into Pipeline

  • Objective: Make domain detection an active part of the transcription process
  • Implementation Steps:
    1. Add domain detection to the first pass of transcription
    2. Implement automatic domain selection based on content analysis
    3. Connect domain detection to LoRA adapter selection
    4. Add domain confidence scoring and fallback mechanisms
  • Success Criteria:
    • Domain is automatically detected with >90% accuracy
    • Appropriate LoRA adapter is automatically selected
    • Fallback to general model when domain is uncertain
  • Testing: Test with mixed-domain content and edge cases
  • Estimated Time: 2-3 days

Subtask 8.3: Implement Domain-Specific Enhancement Pipeline

  • Objective: Create specialized enhancement workflows for different domains
  • Implementation Steps:
    1. Create domain-specific enhancement strategies
    2. Implement technical terminology enhancement
    3. Add medical/academic vocabulary optimization
    4. Create domain-specific quality metrics
  • Success Criteria:
    • Technical content shows improved accuracy on jargon
    • Medical content has better medical terminology recognition
    • Academic content shows improved citation and reference handling
  • Testing: Domain-specific accuracy benchmarks
  • Estimated Time: 3-4 days

Subtask 8.4: End-to-End Testing of Domain Integration

  • Objective: Validate complete domain adaptation workflow
  • Implementation Steps:
    1. Create comprehensive domain-specific test suites
    2. Test LoRA adapter switching under load
    3. Validate memory management and cleanup
    4. Performance testing with domain-specific content
  • Success Criteria:
    • All domain-specific tests pass
    • Performance remains within targets
    • Memory usage is stable and predictable
  • Testing: Full integration test suite
  • Estimated Time: 2-3 days

Task #9: Complete Phase 4 - Integrate Enhanced CLI into Main Interface

Subtask 9.1: Merge Enhanced CLI Features into Main Interface

  • Objective: Make enhanced CLI the primary interface while maintaining compatibility
  • Implementation Steps:
    1. Integrate GranularProgressTracker into main CLI commands
    2. Add MultiPassProgressTracker for multi-pass operations
    3. Integrate SystemResourceMonitor for real-time monitoring
    4. Add ErrorRecoveryProgressTracker for error handling
  • Success Criteria:
    • All enhanced progress tracking works in main CLI
    • No regression in existing CLI functionality
    • Progress tracking is consistent across all commands
  • Testing: CLI regression testing and progress tracking validation
  • Estimated Time: 3-4 days

Subtask 9.2: Implement Unified CLI Command Structure

  • Objective: Create consistent command structure across all CLI interfaces
  • Implementation Steps:
    1. Standardize command options and flags
    2. Implement consistent progress reporting
    3. Add unified error handling and recovery
    4. Create consistent output formatting
  • Success Criteria:
    • All CLI commands follow the same pattern
    • Progress reporting is consistent and informative
    • Error messages are clear and actionable
  • Testing: CLI consistency testing and user experience validation
  • Estimated Time: 2-3 days

Subtask 9.3: Add Advanced CLI Features

  • Objective: Implement advanced CLI capabilities for power users
  • Implementation Steps:
    1. Add batch processing with progress tracking
    2. Implement configuration file support
    3. Add CLI completion and help system
    4. Create interactive mode for complex operations
  • Success Criteria:
    • Batch processing shows individual file progress
    • Configuration files are properly loaded and validated
    • CLI help is comprehensive and useful
  • Testing: Advanced CLI feature testing and user workflow validation
  • Estimated Time: 3-4 days

Subtask 9.4: CLI Documentation and User Experience

  • Objective: Complete CLI documentation and optimize user experience
  • Implementation Steps:
    1. Update CLI documentation with all features
    2. Create usage examples and tutorials
    3. Add CLI validation and error prevention
    4. Optimize command-line argument parsing
  • Success Criteria:
    • CLI documentation is complete and accurate
    • User experience is intuitive and error-free
    • Help system provides actionable guidance
  • Testing: Documentation accuracy and user experience testing
  • Estimated Time: 2-3 days

Task #10: Implement Phase 5 - Performance Optimization and Final Polish

Subtask 10.1: Performance Benchmarking and Optimization

  • Objective: Achieve and exceed all performance targets
  • Implementation Steps:
    1. Implement comprehensive performance benchmarking
    2. Optimize memory usage and garbage collection
    3. Optimize CPU usage and parallel processing
    4. Implement adaptive performance tuning
  • Success Criteria:
    • 5-minute audio processed in <25 seconds (exceeding v2 target)
    • Memory usage stays under 2GB consistently
    • CPU utilization is optimized for M3 MacBook
  • Testing: Performance benchmarking with various audio types and lengths
  • Estimated Time: 4-5 days

Subtask 10.2: Memory Management and Resource Optimization

  • Objective: Optimize resource usage for production deployment
  • Implementation Steps:
    1. Implement intelligent model caching
    2. Optimize LoRA adapter memory management
    3. Add memory usage monitoring and alerts
    4. Implement resource cleanup and garbage collection
  • Success Criteria:
    • Memory usage is predictable and stable
    • Resource cleanup happens automatically
    • System remains responsive under load
  • Testing: Memory stress testing and resource monitoring validation
  • Estimated Time: 3-4 days

Subtask 10.3: Final Testing and Validation

  • Objective: Comprehensive testing of all v2.0 features
  • Implementation Steps:
    1. End-to-end testing of complete v2.0 pipeline
    2. Performance testing with real-world audio samples
    3. Stress testing with large files and batch operations
    4. User acceptance testing and workflow validation
  • Success Criteria:
    • All tests pass consistently
    • Performance targets are met or exceeded
    • User workflows are smooth and reliable
  • Testing: Full test suite execution and user workflow validation
  • Estimated Time: 3-4 days

Subtask 10.4: Documentation and Deployment Preparation

  • Objective: Complete documentation and prepare for production
  • Implementation Steps:
    1. Update all documentation to reflect v2.0 features
    2. Create deployment guides and production checklists
    3. Prepare release notes and migration guides
    4. Create monitoring and maintenance documentation
  • Success Criteria:
    • Documentation is complete and accurate
    • Deployment process is documented and tested
    • Production readiness checklist is complete
  • Testing: Documentation review and deployment process validation
  • Estimated Time: 2-3 days

Task #11: Complete v2.0 Foundation and Prepare for Production

Subtask 11.1: Final Integration and System Testing

  • Objective: Validate complete v2.0 system integration
  • Implementation Steps:
    1. Full system integration testing
    2. Cross-component compatibility validation
    3. Performance regression testing
    4. Security and stability validation
  • Success Criteria:
    • All components work together seamlessly
    • No performance regressions from v1.0
    • System is stable and secure
  • Testing: Full system test suite and security validation
  • Estimated Time: 3-4 days

Subtask 11.2: Production Deployment Preparation

  • Objective: Prepare for production deployment
  • Implementation Steps:
    1. Create production deployment scripts
    2. Implement production monitoring and logging
    3. Create backup and recovery procedures
    4. Prepare production environment configuration
  • Success Criteria:
    • Deployment process is automated and reliable
    • Monitoring provides actionable insights
    • Recovery procedures are tested and documented
  • Testing: Deployment process testing and monitoring validation
  • Estimated Time: 2-3 days

Subtask 11.3: Final Quality Assurance and Release

  • Objective: Final quality checks and release preparation
  • Implementation Steps:
    1. Final code review and quality checks
    2. Performance validation against all targets
    3. User acceptance testing completion
    4. Release preparation and announcement
  • Success Criteria:
    • All quality gates are passed
    • Performance targets are exceeded
    • Release is ready for production use
  • Testing: Final quality validation and release testing
  • Estimated Time: 2-3 days

📅 Implementation Timeline

Week 1: Phase 3 Completion

  • Days 1-4: Complete Task #8 (Domain Adaptation Integration)
  • Day 5: Testing and validation of Phase 3

Week 2: Phase 4 Completion

  • Days 1-4: Complete Task #9 (Enhanced CLI Integration)
  • Day 5: Testing and validation of Phase 4

Week 3: Phase 5 and Final Integration

  • Days 1-3: Complete Task #10 (Performance Optimization)
  • Days 4-5: Complete Task #11 (Final Integration and Production Prep)

Total Estimated Time: 3 weeks (15 working days)

🎯 Success Metrics

Technical Metrics

  • Performance: 5-minute audio processed in <25 seconds
  • Accuracy: 99.5%+ transcription accuracy with domain enhancement
  • Memory: <2GB memory usage during processing
  • Reliability: 99.9% uptime and error-free operation

Quality Metrics

  • Test Coverage: 100% test coverage maintained
  • Documentation: Complete and accurate documentation
  • User Experience: Intuitive and error-free CLI interface
  • Production Ready: All production requirements met

Completion Criteria

  • Phase 3: Domain adaptation fully integrated and tested
  • Phase 4: Enhanced CLI is the primary interface
  • Phase 5: All performance targets exceeded
  • Overall: 100% v2.0 foundation complete and production ready

This plan provides a clear roadmap to complete Trax v2.0 foundation and achieve 100% implementation of all planned features. The phased approach ensures manageable progress while maintaining quality and testing throughout the process.