Chetak Deore

About Chetak Deore

I am a Generative AI & Agentic AI Engineer with hands-on experience (3+)in building scalable, production-ready AI systems focused on conversational intelligence, retrieval-augmented generation (RAG), and intelligent automation.My journey started in Machine Learning, where I worked on data-driven solutions and model optimization. I then transitioned into Deep Learning & NLP, building intelligent language-based systems. Currently, I specialize in Generative AI, LLM orchestration, and Agentic AI frameworks to design reliable, safe, and context-aware AI applications.

Experience

1. Gen Ai Engineer

   Box Ventures Pvt Ltd

   Oct 2023 — Present

   Designed and developed LLM-powered conversational AI chatbots using Retrieval-Augmented Generation (RAG) for enterprise use cases such as HR policy assistance and customer support.Built end-to-end RAG pipelines including document ingestion, chunking, embeddings, vector database indexing, retrieval, and response generation.Focused on conversational quality, safety, and reliability, prioritizing accurate, grounded, and context-aware responses over backend automation.Implemented LLM evaluation frameworks using metrics such as context precision, context recall, and faithfulness (RAGAS) to reduce hallucinations and improve answer trustworthiness.Developed REST APIs using FastAPI, containerized applications with Docker, and deployed services on AWS EC2 for scalable access.Worked with NLP and Deep Learning models including BERT and LSTM for text classification and intent understanding.Integrated vector databases and optimized retrieval strategies (similarity search, metadata filtering) to improve response relevance.Collaborated on prompt engineering, query reformulation, and retrieval optimization to enhance user experience.Ensured clean, modular, and production-ready code with an emphasis on maintainability and extensibility.

Education

• HSC

  12TH, Engineering

• SSC

  10TH, SCIENCE

• Sinhgad College of Engineering

  Engineer's degree, Engineering