Projects

Here are some of the projects that I have worked on in the past

Multi-Agent MCP Framework for Brand Compliance (Adobe GenStudio)

ML Engineer Intern, Adobe May-Aug 2025

• Designed and deployed a hierarchical multi-agent MCP (Model Context Protocol) framework using FastMCP, LangGraph, and Agno with 12+ brand compliance tools covering copy, logo, image, and layout validation
• Implemented 4 agent architectures: ReAct, Supervisor routing, DAG workflow, and Memory-Enhanced (three-tier persistent memory); integrated A2A protocol for inter-agent communication
• Enabled cross-framework interoperability via mcpadapt; framework adopted across multiple teams, boosting user efficiency by 35% and developer productivity by 25%

Physics-Informed Conditional Diffusion for Multi-Modal PDEs

Graduate Research, CMU Sep 2024-Dec 2025

• Proposed a mesh-free physics-informed diffusion framework for multimodal PDEs including quantum systems (Schrödinger), wave propagation (Helmholtz), and nonlinear dynamics (Gross-Pitaevskii)
• Dual physics + data loss training with DDIM sampling; reduced MSE by 13% and Wasserstein-1 distance by 10% vs. baselines; avoided mode collapse across 1D/2D PDE domains
• Published at AI and PDE Workshop, ICLR 2026

DiffuseNeedle - Accelerating Diffusion Models with Needle

Course Project for 10-714 DL Systems

• Designed and Implemented a custom accelerated library from scratch for diffusion models by leveraging custom CUDA kernels, achieving a 5.54x speedup compared to standard implementations

CampusMitr - User Friendly IITH Assistant

Undergraduate Research Project

• Integrating AI for campus navigation and comprehensive information retrieval
• Applying state-of-the-art Computer Vision and NLP models for accurate recognition and information extraction
• Developing a user-friendly interface for the application

SemAnte - Semantic Attention Metric to Detect Hallucinations

• Formulated a metric to utilize cross attention distributions to quantify semantic hallucinations
• Designed the metric to calculate argmax of cross attention scores and cosine similarity of word embeddings and evaluated using attention maps and embeddings from BERT to capture relationships beyond surface level n-grams

Code

Advancing Ante Hoc Explainable Models through Generative Adversarial Networks

• Presents a concept learning framework enhancing model interpretability in an ante-hoc manner
• Addresses black-box reputation of DNNs and improves performance in image classification tasks

Paper

Building a Winning Team: Selecting Source Model Ensembles using a Submodular Transferability Estimation Approach

• To estimate the transferability of an ensemble of models to a downstream task.
• Solves the complementary information between source models, that impact the performance and variance of the ensemble

Paper

GrowSimplee’s Route Planning for Optimized On-Time Delivery

• Delivery Route Optimization Task based on Package characteristics and delivery points
• Implemented a DNN in conjunction with a weight sensor to determine the dimensions of object from image

Code

Nabla - Domain Specific Language for Tensor Operations

• Language designed to teach the user the mathematical essence behind computation graphs
• Designed from scratch using Flex and Bison

Code Code

DSpace IIT Hyderabad

• DSpace Publication Management System for IIT Hyderabad Library
• Redesigned the DSpace software specific to the needs of the Institute

Code

Bosch’s Age And Gender Detection

• Detect Age and Gender of People from CCTV camera footage
• Used multiple open source models and VGG19 derivative model to give results with good accuracy

Code

Convex Optimization

• Implemented Support Vector Machines (Vladimir Vapnik) from scratch and applied for spam classification of emails
• Implemented using CVXPY and Python

Code

TEDx IIT Hyderabad

• Website Development for TEDx IIT Hyderabad for the year 2021 - 2022
• Developed using Jekyll

Code

Elektronica - Electronics and Signal Processing Club

• Temperature Sensor and Mask Detection
• Project is built using Raspberry Pi written in OpenCV, Python, TensorFlow

Code

Extra Mural Lectures, IIT Hyderabad

• Website Development and Maintenance for Extra Mural Lectures (EML), IIT Hyderabad
• Developed using Bootstrap

Code