archive/task_management/tasks/task_5001_conceptual_sampling.md

metadata

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)