Memory Systems for AI Agents
Implements progression from Vector RAG → GraphRAG → Temporal Knowledge Graphs.
Architecture Selection
Start here to choose the right approach.
- Decision Matrix: references/decision-matrix.md
- Detailed Design Patterns: references/patterns.md
The Core Progression
Stage 1: Vector RAG (Semantic)
Stage 1: Vector RAG (Semantic)
- Guide: references/vector-rag.md
Stage 2: GraphRAG (Relational)
Stage 2: GraphRAG (Relational)
- Guide: references/graph-rag.md
Stage 3: Temporal KG (Time-Series)
Stage 3: Temporal KG (Time-Series)
- Guide: references/temporal-kg.md
Specialized Approaches
CrewAI Memory Model
CrewAI Memory Model
Technical Implementation
- Tech Stack Options: references/tech-stack.md
- Common Architectures: references/architectures.md