May, 2025

A survey paper exploring state of the art agentic AI systems for data analysis. In this work I also provide an overview of the most common LLM-based approaches to general workflows, and also propose a component framework for understanding agentic AI systems inspired by the The Project Management Lifecycle.

December 18, 2024

Course research project for CMSC848K - Multimodal Foundation Models. Developed a multi-modal multi-agent system and investigated how to improve multimodal large language model (MLLM) benchmarking.

December 14, 2024

An implementation of Monte Carlo path tracing and Disney "principled" BRDF in PyTorch. An extension of an assignment codebase from CMSC740 - Advanced Graphics course. Implemented advanced computer graphics concepts such as Monte Carlo integration, neural radiosity, and multiple importance sampling. As a final project, I also implemented the Disney shading system in the existing renderer with fine-grained control of object appearance using 10 parameters.

May, 2024

A demonstration of using retrieval augmented generation and structured outputs through OpenAI API. Exploring how AI can be used to help us learn, automatically creating and testing us on custom uploaded knowledge from documents and webpages.

May 2, 2024

Semester-long course project created for CMSC720: Foundations of Deep Learning. Investigated state of the art diffusion-based video generation methods, and experimented with various approaches to improving their quality in terms of consistency and controllability. Wrote and submitted a NEURIPS format paper for a mock-conference within our class.

May 17, 2024

This is a virtual reality (VR) project created in the Unity game engine throughout the Spring 2024 semester for the course CMSC838C: Advances in XR. I led a group of 5 classmates to design a virtual classroom environment, and we conducted a user study to investigate the benefits of XR education over traditional remote learning mediums such as video.