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AI & Architecture
What is Knowledge-First Architecture?
Definition
Knowledge-first architecture is a design philosophy that treats structured, interconnected knowledge as the foundation of an AI system — rather than relying solely on raw language model generation. The system retrieves and reasons over verified organizational knowledge before generating responses, reducing hallucination and grounding answers in fact.
Why It Matters
Engram is built on a knowledge-first architecture. Every answer is grounded in your actual organizational data — retrieved from your knowledge graph, documents, and databases — rather than generated from general training data.