ENGRAM Part 3: Hippocampal-Inspired Memory – Working Memory, Long-Term Memory, and Periodic Consolidation

How ENGRAM’s agents remember what matters across multi-turn research sessions, and how memory biases retrieval toward coherent results Introduction In … More

ENGRAM Part 1: GraphRAG with Hippocampal-Like Associative Retrieval

Part 1 of this blog series explains how query-entity relevance spreading across a knowledge graph eliminates the need of typical … More

GraphRAG Part 2 – Cross-Doc & Sub-graph Extraction, Multi-Vector Entity Representation

Part 2: A deep dive into implementation of cross-documents semantic relations extraction, multi-hop graph traversal queries, and multi-vector (entities, relations, … More

Building a GraphRAG System – Core Infrastructure & Document Ingestion

Part 1: A deep dive into multi-database architecture, AI-powered entity extraction, and intelligent document processing Introduction Traditional RAG systems rely … More