




I’m an AI Architect and Forward Deployed Engineer focused on designing and building practical AI solutions for real-world business and operational challenges. As the Founder of BWIN AI, I work across AI architecture, solution engineering, rapid prototyping, and deployment—turning complex problems into scalable AI-powered systems. My work spans Generative AI, LLMs, RAG, AI Agents, Computer Vision, Machine Learning, Physics-Informed AI, and Digital Twins, with a focus on connecting AI, data, and enterprise systems to deliver measurable outcomes.
Forward Deployed Engineer | Nov 2025-Present

The AI Chat Bot is a generative AI project that leverages an API key, Retrieval-Augmented Generation (RAG), and LangChain to deliver intelligent, context-aware responses. Built with FastAPI, it integrates a robust backend to process user queries, retrieve relevant information from a knowledge base, and generate natural language outputs efficiently. This project showcases advanced AI capabilities for real-time conversational applications.
Tech: Python, OpenAI API, Large Language Models, FastAPI, LangChain, RAG

Designed and developed a robust hospital management web application leveraging Python, Django, Django REST Framework, and MySQL, delivering secure patient record handling, streamlined doctor scheduling, and optimized hospital operations. This solution enhances data integrity, improves workflow efficiency, and ensures a user-friendly experience for healthcare professionals.
Tech: (Python, Django, Django REST Framework, MySQL, HTML, Css, Java script)

A physics-informed digital twin for gas pipeline monitoring that combines pressure, flow, and temperature data with PINN-based modeling to identify abnormal pipeline behavior. The system performs volumetric reconciliation and analyzes how telemetry changes over time to distinguish genuine leaks from sensor or instrument drift.
Tech: Python · PyTorch · PINNs · NumPy · Pandas · FastAPI · React · PostgreSQL · Docker

Web scraping with Python involves using libraries like BeautifulSoup to extract data from websites by parsing HTML content. And then it saved into Json & Excel Files. It's useful for automating data collection from web pages for analysis or storage.
Tech: (Python, BeautifulSoup)

An AI-powered airport operations platform designed to monitor and optimize aircraft turnaround from arrival to departure. The system provides real-time visibility across aircraft movements, gates, turnaround tasks, ground equipment, and operational events, helping airports, airlines, and ground handlers identify delays and improve turnaround performance.
Tech: Python · Django REST Framework · React · JavaScript · REST APIs · AI/ML · Computer Vision · YOLO · IoT · Data Analytics
Rapid Prototyping & Deployment
AI Solution Architecture
API & System Integration
Generative AI
Machine Learning
Physics-Informed AI (PINNs)
Digital Twins
AI System Design
Solution Engineering
Computer Vision
AI Agents
LLMs & RAG
Annamacharya Institute Of Technology And Sciences, Kadapa, Andhra Pradesh-516001 | 2023
Result: 75.5%
SAQ Technologies
2023National Skill Development Center
2023SAQ Technologies
2023