What is MemoryModel?
Memory Model is the first autonomous memory architecture. It is a dynamic system that actively organizes memories, selects retrieval strategies based on intent, and self-optimizes over time.Data Structure
Memory Model structures data exactly how the human brain does:- Episodic Memory: stores individual raw events and data points.
- Semantic Memory: automatically extracts concepts, patterns, and logical relationships into a virtual knowledge graph.
- Procedural Memory: learns behaviors and successful retrieval strategies.
Query Logic
Memory Model does not treat every query the same, it analyzes the user’s intent:- Factual: uses exact matching for dates and specific entities.
- Conceptual Search: uses semantic embedding similarity for abstract ideas.
- Hybrid Strategy: uses multiple signals for complex, context-heavy queries.
Search Precision
To solve the inaccuracy of standard vector search, Memory Model calculates mathematical centroids combining:- The User’s Semantic Interest Profile.
- Query-Specific Relevance.
- Temporal/Contextual Signals.
Maintenance
Memory Model is never static, but runs a continuous cycle of observations, analysis and execution to:- Actively consolidates short-term memory into long-term semantic knowledge.
- Operates in the background to refine its understanding of the data.
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