About Urmila Saini
Generative AI Engineer Building RAG, Agentic AI, and LLM Applications
Urmila Saini builds useful AI systems with RAG, agentic workflows, Model Context Protocol, LangGraph, Python, FastAPI, vector search, and production-minded LLM application design.
Urmila Saini
Generative AI Engineer
Lucknow, IndiaAI ENGINEERING PROFILE
Focused on useful systems that retrieve, reason, and act.
My work sits at the intersection of Generative AI, retrieval systems, agentic automation, and backend engineering. I like building AI products that are grounded in real context, explain their behavior, and feel practical for the person using them.
RAGRetrieval SystemsContext Grounding
MCPTool WorkflowsAgent Orchestration
PythonBackend APIsFastAPI & Data
LLMsAI ProductsHuman-Centered
Education
Academic Foundation
2025 - Present
M.Sc. Data Science
IIIT Lucknow
Specializing in Gen AI, Data Science and Intelligent Systems.
2021 - 2024
B.Sc. Mathematics
University of Rajasthan
Built a strong foundation in mathematics and problem solving.
Experience
Applied AI and Data Work
Sep 2025 - Present
Data Science Intern
Climate Reservation Observatory (CRO)
- Built predictive analytics pipelines in Python and SQL to forecast climate-risk indicators from environmental datasets.
- Owned preprocessing, feature engineering, experimentation, and model evaluation across machine learning and deep learning workflows.
- Translated forecasting outputs into actionable climate-risk insights for decision-making.
2025 - Present
Teaching Assistant
IIIT Lucknow
- Mentor students on Machine Learning, Deep Learning, Python, and Data Science coursework through conceptual and implementation support.
Skills