The Future of AI Memory

EON Memory System

Persistent Memory for intelligent systems – Your AI never forgets again.

Over 1 million data points processed

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The Problem with Standard LLMs

Without EON

  • Knowledge lost after every session
  • No connections between conversations
  • Repeated questions at every start
  • No learning customer profiles
  • Hallucinations without source verification

With EON

  • Persistent memory across all sessions
  • Causal links in the knowledge graph
  • Instant context from the past
  • Self-learning customer profiles
  • 29 validation tests against hallucinations
Architecture

Three-Layer Architecture

Modular structure for maximum flexibility and performance

Core Components

The Four Pillars of EON

Vector Database

Semantic search across millions of data points using ChromaDB and state-of-the-art embedding models.

  • ChromaDB for persistent vector storage
  • all-MiniLM-L6-v2 Embedding Model
  • Cosine Similarity for semantic search
  • Real-time indexing of new memories
  • SQLite backup for redundancy

Knowledge Graph

Networking facts into a coherent knowledge network with causal and temporal relationships.

  • Bidirectional relations between memories
  • Causal links (depends_on, context_for)
  • Automatic relation detection
  • Graph traversal for context building
  • Conflict detection for contradictions

RAG Pipeline

Retrieval-Augmented Generation for precise, context-aware AI responses with source citations.

  • Hybrid Search (Semantic + Keyword)
  • Dynamic Context Window Optimization
  • Project-scoped Memory Retrieval
  • Category-based Filtering
  • Relevance Scoring with Time Decay

Multi-Agent Coordination

Multiple AI agents work together in coordination with shared, persistent memory.

  • Shared Memory Pool between agents
  • Session-based isolation
  • Automatic memory consolidation
  • Cross-Agent Knowledge Transfer
  • Meta-Memory for long-term knowledge
Use Cases

Where EON Makes the Difference

Ready for Intelligent Memory?

Let's discuss how EON can take your AI applications to the next level.

Price on Request

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