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

• Guide: references/crewai-approach.md

Technical Implementation

• Tech Stack Options: references/tech-stack.md
• Common Architectures: references/architectures.md