Nowledge MemAdvanced Features
Unlock the full potential of Nowledge Mem with augmentation and graph exploration
Nowledge Mem supports versatile augmentation of memories, enabling you to better search, connect, and explore your knowledge within the Nowledge Graph.
Memory Augmentation
Augmentation enhances your memories beyond basic indexing, creating richer connections and insights.
1. Knowledge Graph Extraction
Extract knowledge graphs from memories to understand connections and key topics.
How to Enable:
During Memory Creation
When creating a memory from agent conversations, select the option to distill with knowledge graph extraction:
For Existing Memories
Click the Knowledge Graph button on any memory card:
The Process:
- LLM analyzes the memory content
- Extracts entities, concepts, and relationships
- Creates connections to existing memories
- Updates the global knowledge graph
Benefits:
- Discover hidden connections between memories
- Identify key topics and themes in your knowledge
- Enable more intelligent search and recommendations
- Build a comprehensive understanding of your domain expertise
2. Graph Algorithm-Based Augmentation
Advanced augmentation using graph algorithms and optional LLM processing to gain global insights.
What it Does:
- Community Detection: Finds clusters of related knowledge entities
- Topic Summarization: Uses LLM to summarize community themes
- Enhanced Retrieval: Improves search with graph-based insights
- Knowledge Mapping: Provides a bird's-eye view of your expertise
How to Use:
- Navigate to the Graph View in Nowledge Mem
- Click "Compute" on different Graph Algorithms
Results:
- See bubble clusters over related nodes in the graph
- View community topic summaries (if "Summarize Communities" is enabled)
- Get improved search results that leverage community insights
- Understand the structure of your knowledge domain
3. Graph Neural Network Augmentation
Coming Soon...
Advanced graph analysis using Graph Neural Networks.
- Node Classification: Automatically categorize memories and entities
- Link Prediction: Suggest potential connections between concepts
- Graph Embedding: Create dense representations for similarity analysis
- Anomaly Detection: Identify unusual patterns or knowledge gaps
Nowledge Graph Exploration
To better understand your knowledge graph, or cherry-pick, explore accurately your knowledge in more intuitive way, we could leverage the graph view of Nowledge Mem.
Next Steps
Details on all integration options and how to use them.