---
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)