RAG Architecture Diagram

Project Information

  • Category: RAG & NLP Systems
  • Company: DubizzleLabs
  • Timeline: June 2023 - June 2026
  • Tech Stack: Python, Node.js, LangChain, Pinecone, OpenAI Embeddings

Overview

Engineered a comprehensive Retrieval-Augmented Generation (RAG) system indexer and search engine running over internal engineering wikis, product requirement documents, and core code repositories.

Key Features:

  • Automated markdown parsing and ingestion pipelines.
  • Cosine-similarity vector embeddings generation via OpenAI APIs.
  • Fast semantic lookup using vector database indexes (Pinecone/Chroma).
  • Contextual prompt-assembly engines providing architectural references and onboarding answers directly to developers.

Production Impact:

Significantly cut developer onboarding times and reference lookups by empowering team members to query technical structures using natural language.