What I'm doing

Legislative Compromise Representation

a.k.a Agreeing to Disagree: Statutory Relational Stance Modeling
July 2024 โ€” Present  ยท ๐Ÿ ๐Ÿ—ฃ

  • Computationally extracting structured representations of statutory compromise
  • Using neuro-symbolic techniques to induce explainable logic in language models
  • Read the proposal

Error Propagation in Neural ODEs

March 2024 โ€” May 2024  ยท ๐ŸŒŠ ๐Ÿ ๐Ÿช ๐Ÿค– ๐Ÿงฎ

  • Devised a method to bound numerical error in neural ODE predictions
  • Implemented ODE solvers (Euler, Midpoint, Ralston, + RK4) in C++ and neural ODEs, a class of infinite-depth neural networks, in Python
  • Reimplemented in Julia for performance gains and semantic expressivity

Tiny Shell

April 2023 โ€” May 2023  ยท ๐ŸŒŠ

  • Implemented a minimal flavor of the Bourne shell in C and C++, including signal handling, forked jobs, and a trace-driven shell driver

Socialpedia

August 2024  ยท โ˜•๏ธ โ˜๏ธ

  • Fueling Wikipedia deep-dives with a simple social media app embedded in a browser extension, connect your Wikimedia account and share Wikipedia snippets
  • Java Spring Boot on Google Cloud with a WebExtensions API frontend

Inflectional Cognition in Large Language Models

January 2024 โ€” Present  ยท ๐Ÿ ๐Ÿ—ฃ

  • Inspecting large language model behavior to align with human inflection behavior
  • Employed models from BERT to GPT-2, contributing to open-source model hosts

Inner Product Methods in Neural Networks

April 2023 โ€“ Present  ยท ๐Ÿ ๐Ÿค– ๐Ÿงฎ

  • Investigated non-Euclidean inner products between neural layers for introspection
  • Used numerical computation and matrix techniques to elucidate a Python model

Sentiment

June 2020 โ€“ June 2021  ยท ๐Ÿต ๐Ÿ ๐Ÿฅž ๐Ÿค–

  • Led a team of five in high school Computing for Social Good program, producing a sentiment-aware micro-journaling app for continuous mental health monitoring
  • Trained and deployed CNN-LSTM dimensional sentiment model with TensorFlow
  • Designed and built mobile app with Vue.js on Capacitor with embedded AI model

SquadSync

April 2023 โ€“ May 2023  ยท ๐Ÿต ๐Ÿฅž

  • Led a team of five engineers building a social platform for in-person connections
  • Deployed hybrid native React Native app with a TypeScript Node backend

TurboTransit, the Social Trip Planner

April 2023 โ€“ May 2023  ยท ๐Ÿต ๐Ÿฅž

  • Tech lead on a team of six engineers building an open-invite community ride-sharing app with trip planning, instant messaging, and recommendations
  • Managed in Agile workflow and deployed React + Express + PostgreSQL on AWS

Game Advantage State Identification with Quantum Machine Learning

January 2021  ยท ๐Ÿ โš›๏ธ

  • Leveraged quantum computing to speed up inner products in game state analysis algorithm
  • MIT Quantum Hackathon 2021 Gate-Based Division winner