Where I have applied
systems thinking in practice.

Indian Institute of Science (IISc)

• Developed YOLOv8 Nano segmentation models for precision agriculture — 3.1M parameters, 78ms latency
• Created and annotated dataset of 358 RGB images with 4,812 polygon masks using Roboflow
• Optimized model for edge deployment on Snapdragon 855 and Raspberry Pi
• Achieved mAP@0.5 of 0.674 and mAP@0.5:0.95 of 0.543 across field conditions

HCLTech

• Contributed to enterprise-scale software development projects
• Collaborated within cross-functional engineering teams
• Applied software engineering best practices in a professional environment

Zevaras

• Built production RAG platform for legal document intelligence with hybrid retrieval
• Implemented query rewriting, dense retrieval, BM25, RRF fusion, and cross-encoder reranking
• Designed multi-provider LLM abstraction layer on AWS Bedrock supporting Nova, Claude, and DeepSeek
• Developed FastAPI backend with PostgreSQL, pgvector, Docker, and streaming APIs

HCLTech Embedded Systems Hackathon

Built AI-assisted code generation for embedded systems using ESP32 and Arduino. The project demonstrated practical AI application in resource-constrained environments.

VIT Chennai — Awarded Twice

Recognized for academic excellence across multiple semesters in the Integrated M.Tech Software Engineering program.