archive/task_management/tasks/task_5003_data_population.md

metadata

id: 5003
title: MVP5 - Data Population & Integration
status: Todo
estimate_hours: 12
dependencies:
  - 5002
tags:
  - mvp5
  - data
  - integration
  - medium
assignee: claude-bot

🎯 Objective

Populate prompts with sampling preferences, create comprehensive sampling examples, build integration testing suite, and complete performance optimization and monitoring.

📋 Requirements

• Populate existing prompts with sampling preferences
• Create comprehensive sampling examples and use cases
• Build complete integration testing suite
• Implement performance optimization and monitoring
• Add realistic sampling preference data to all prompts
• Create diverse examples demonstrating sampling capabilities
• Ensure all MVP5 components work together seamlessly
• Validate production readiness with comprehensive testing

🛑 Constraints & Rules

• Must maintain backward compatibility with existing prompts
• Sampling preferences must be realistic and useful
• All integration tests must be automated
• Performance must meet or exceed existing standards
• Examples must cover diverse use cases
• Testing must validate end-to-end workflows

✅ Acceptance Criteria (Definition of Done)

• Prompt data populated: All prompts include sampling preferences
• Examples comprehensive: Diverse sampling use cases demonstrated
• Integration testing complete: End-to-end MVP5 workflows validated
• Performance optimized: Sampling features meet performance targets
• Data validation passed: All sampling data is valid and useful
• Testing suite complete: Automated testing for all MVP5 features
• Documentation updated: All features documented with examples
• Production ready: MVP5 ready for production deployment
• Quality assurance passed: All acceptance criteria validated

📚 Context & Resources

• Dependency: Task 5002 (Sampling UI & Experience)
• Reference: data/initial_prompts.json (existing prompt data)
• Similar: Existing data population patterns
• Documentation: Sampling ontology and data validation guides

📦 Deliverables

• data/initial_prompts.json (Enhanced with sampling preferences)
• examples/sampling_use_cases.py (Created)
• tests/integration/test_mvp5_complete.py (Created)
• docs/mvp5_completion_report.md (Created)