• Delivered algorithms to gather and format various metadata for 1000s of artist sites into well-structured JSON, improving data collection times by up to 1,500%.• Developed and tested Cloudflare Workers for backend using Vitest and Node.js, enhancing scalability and performance.• Engineered a high-performance, lightweight library for system-wide schema generation and type validation, converting TypeScript types to JSON schemas and verifying data types.

Dynamo Lab (Dr. Ambuj K. Singh)--Targeted Edge Perturbations on GNNs• Approximate the robustness of 5 graph neural network architectures to edge perturbations, contrast results to adversarialattack responses.• Evaluate the effectiveness of 4 heuristic approaches to maximize edge additions while preserving model accuracy.• Invented a two-part greedy-primed gradient attack by analyzing graph characteristics and extensive literature reviews.Benchmarking and… Show more Dynamo Lab (Dr. Ambuj K. Singh)--Targeted Edge Perturbations on GNNs• Approximate the robustness of 5 graph neural network architectures to edge perturbations, contrast results to adversarialattack responses.• Evaluate the effectiveness of 4 heuristic approaches to maximize edge additions while preserving model accuracy.• Invented a two-part greedy-primed gradient attack by analyzing graph characteristics and extensive literature reviews.Benchmarking and Improving Large Language Models on Graph Datasets• Collected 20 undirected graph problems with a varying degree of difficulty, structure, and intended algorithms.• Generated the first extensive graph dataset of 2000 test cases for 12 different graph categories with NetworkX.• Prompted 160 solutions across 8 LLMs, while measuring performance on test cases and categories. Show less

For UCSB's CS130A, Data Structures and Algorithms I:- Conducted office hours for over 100 students, provided support regarding homework, exams, and programming problems.- Graded 800 assignments and administered 2 exams, ensured students understand complex, challenging concepts.- Corresponded with the teaching team to ensure optimal student learning and manage course pace.

- Assisted the launch of Yopp, a financial wealth aggregation application, with a focus on user experience and interface.- Designed an ease-of-use platform for simple addition and relevant analysis with React Native and TypeScript.- Optimized data writing and retrieval by up to 80% through NoSQL database management.- Engineered secure serverless functions to retrieve financial data from external entities via RESTful APIs, leveraging Node.js and Firebase Cloud Functions.-… Show more - Assisted the launch of Yopp, a financial wealth aggregation application, with a focus on user experience and interface.- Designed an ease-of-use platform for simple addition and relevant analysis with React Native and TypeScript.- Optimized data writing and retrieval by up to 80% through NoSQL database management.- Engineered secure serverless functions to retrieve financial data from external entities via RESTful APIs, leveraging Node.js and Firebase Cloud Functions.- Communicated closely with the oversight team to ensure quality control and align design with strategic objectives. Show less