Deep-dive into each project — architecture, decisions, and implementation details.
RAG-Powered Knowledge Platform
Lexora AI is a production-grade knowledge platform built around a custom RAG (Retrieval-Augmented Generation) pipeline. It features a multi-tenant architecture that allows different organizations to maintain isolated knowledge bases while sharing the same infrastructure.
The system leverages Qdrant for high-dimensional vector search, enabling semantic retrieval with sub-200ms query latency. Documents are processed through an intelligent chunking pipeline, embedded using OpenAI's text-embedding-3-large, and stored with rich metadata for precise retrieval.