Agent Knowledge Graph in Qdrant Vector DB

Objective

Store agent decisions, capabilities, and relationships in Qdrant for semantic search.

Collections

1. agent_decisions - Decision embeddings with metadata
2. agent_capabilities - Capability profiles with proficiency scores
3. agent_relationships - Agent collaboration graph

Queries to Support

• Find similar decisions made in the past
• Which agent is best for task X?
• What has agent Y learned recently?
• Show me all deployment approval decisions

Implementation

• Create AgentKnowledgeGraph class
• Store decision trees after completion
• Update capability profiles from traces
• Build relationship graph from Phoenix collaboration data

Acceptance Criteria

• Sub-100ms semantic search
• 95%+ relevance for capability matching
• Real-time updates from Phoenix traces
• Support 10k+ decisions in graph