# Graphify: Knowledge Graphs for 70x Token Reduction

Category: Memory & Storage
Stack: Graphify, Local RAG, Knowledge Graphs

## Overview
Extracting entities and relationships into structured graphs so agents query specific entity trees with 70x fewer tokens than raw vector dumping.

## The Problem
Vector search often pulls large redundant text chunks into the prompt, burning tokens and diluting context.

## Production Rule
Extract structured entity relationships during ingestion. Let agents query specific relational subgraphs to drastically reduce context token spend.

## Code / Specification
File: `graph_query_concept.md`

```graph architecture
Entity: Vendor_A
-> Contract: Software_License_2026 ($1.2M)
-> Owner: Dept_DOE
-> Status: Under Review

Querying the entity subgraph retrieves exact facts in 150 tokens vs 10,000 tokens of raw PDF chunks.
```