---
id: 5001
title: "MVP5 - Conceptual Sampling Implementation"
status: "Todo"
estimate_hours: 20
dependencies: [4003]
tags: ["mvp5", "sampling", "conceptual", "high"]
assignee: "claude-bot"
---

## 🎯 Objective
Implement construct_conceptual_sampling_request() method, build sampling request construction logic, integrate with MCP sampling/createMessage protocol, and create intelligent model selection.

## 📋 Requirements
- Implement construct_conceptual_sampling_request() method in SimplePlannerAgent
- Build sampling request construction logic
- Integrate with MCP sampling/createMessage protocol
- Create intelligent model selection and routing
- Analyze prompt sampling preferences for optimization
- Build contextual sampling parameters
- Optimize for cost/speed/intelligence balance
- Generate MCP-compliant request payloads

## 🛑 Constraints & Rules
- Must leverage existing enterprise-grade sampling ontology
- All sampling preferences must be configurable
- Model selection must be intelligent and cost-aware
- MCP protocol compliance is mandatory
- Performance must not degrade existing functionality
- Backward compatibility with existing prompts required

## ✅ Acceptance Criteria (Definition of Done)
- [ ] Sampling method implemented: construct_conceptual_sampling_request() functional
- [ ] Request construction working: MCP-compliant payloads generated
- [ ] Protocol integration complete: MCP sampling/createMessage working
- [ ] Model selection intelligent: Cost/speed/intelligence optimization
- [ ] Sampling preferences active: Prompt preferences utilized
- [ ] Context analysis functional: Task context influences sampling
- [ ] Performance optimized: Sampling adds minimal overhead
- [ ] Integration tests passing: End-to-end sampling workflow
- [ ] Documentation complete: Sampling implementation documented

## 📚 Context & Resources
- **Dependency:** Task 4003 (Production Hardening completion)
- **Reference:** `kg_services/ontology.py` (existing sampling ontology)
- **Similar:** Existing agent methods in SimplePlannerAgent
- **Documentation:** MCP sampling protocol specification

## 📦 Deliverables
- `agents/planner.py` (Enhanced with sampling method)
- `agents/sampling_engine.py` (Created)
- `mcp/sampling_protocol.py` (Created)
- `tests/test_conceptual_sampling.py` (Created)