Amna

Multimodal Hybrid RAG system using LangGraph, Qdrant, and Groq, evaluated via RAGAS.

Modular NLP-to-SQL engine with dynamic LLM routing, cloud Aiven DB execution and auto-visualization.

practicing CI CD with Github Actions and Docker