At MetaHarbour Group Pvt. Ltd., I engineered a human-in-the-loop AI grading pipeline with inline score editing and mandatory audit rationales. I also integrated decoupled scoring nodes into a modular batch evaluation framework.
At Tata Consultancy Services – Research & Innovation, I fine-tuned a 7B-parameter LLM with LoRA for a Socratic tutoring assistant, improving pedagogical quality by 20% on an LLM-as-a-judge benchmark. My research at Jadavpur University received the Best Paper Award in the Computer Vision Track at IEEE ICRCICN 2025.
I’m building RuleCheck, a multi-tenant AI compliance platform using retrieval-augmented generation, FastAPI, and Qdrant. My projects also include retail demand forecasting and medical image segmentation.
