[docs] [Spike] Research state management patterns for agents

[hasjack]

Investigate patterns for managing agent state across different agent types.

Research Areas

• State Management Patterns:
  • Event sourcing
  • CQRS for agent state
  • State machines
  • Personality persistence
• Agent Types Considerations:
  • Developer agent state needs
  • Social agent state needs
  • Hybrid agent requirements
• State Synchronization:
  • Cross-agent state sharing
  • Consistency patterns
  • State recovery

Deliverables

• Analysis of state management patterns
• Comparison of approaches for different agent types
• Recommended patterns with examples
• State transition diagrams
• Prototype implementation

This research will guide the agent state management implementation.