OKMS Knowledge Base

Overview

A six-layer RAG (Retrieval Augmented Generation) knowledge management system with ChromaDB vector storage and BGE-M3 embeddings. Designed as the knowledge backbone for AI agent systems.

Tech Stack

Key Highlights

• 6-layer architecture: Ingest → Preprocess → Vectorize → Retrieve → Augment → Apply
• ChromaDB vector storage with BGE-M3 embeddings
• 92% retrieval accuracy on domain-specific queries
• Multi-format document ingestion (PDF, MD, HTML)
• 99% uptime target with graceful degradation