Skip to content
View SamEthanMathew's full-sized avatar

Block or report SamEthanMathew

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
SamEthanMathew/README.md

profile views Β  Β 

⚑ about me

coding animation

I'm a researcher and developer at Carnegie Mellon University,currently working in the R-PAD Lab (Robot Perceiving and Doing) at CMU's Robotics Institute β€” at the intersection of Vision-Language Models and Embodied AI, building systems that don't just see the world, but reason through it to complete complex tasks.

Outside the lab, I apply ML to quantitative finance (Kalshi prediction markets, weather derivatives)
and push the limits in competitive hackathons.

🏒 prev @ SoloTech β€” built Speech-to-ROS2 pipelines bridging natural language to real-time robot control.



πŸš€ what i'm building

Project Description
Embodied AI Research Investigating VLM architectures for zero-shot task completion & semantic reasoning in robotic agents
Quantitative Trading Autonomous alpha-seeking algorithms for Kalshi prediction markets & weather derivatives
Autonomous Racing Perception-to-control pipelines for F1/10th high-speed autonomous vehicles
ScottyLabs β€” Labrador Programmer for CMU's campus-wide technical infrastructure building Universify

πŸ† hackathons & competitions

Event Result
CMU ProdHacks 1st Place Overall + People's Choice Award
MIT Hard Mode Selected β€” 1 of 100 global invitees
CMU AI Agents Hackathon Won Most Ambitious Project
CMU Poker AI Hacks Engineered "Gear Shift" GTO-based agent unpredictability
TartanHacks / VentureHacks End-to-end ML products in 24–48h sprints

πŸ›  tech stack

Languages

Python C++ Java R JavaScript TypeScript HTML5 CSS3

ML / AI / Perception

PyTorch TensorFlow HuggingFace OpenCV scikit-learn NumPy Pandas Weights & Biases

Robotics & Hardware

ROS Arduino Raspberry Pi

Systems & OS

Linux Ubuntu

Infra, Data & DevTools

Docker AWS Git GitHub Jupyter Anaconda Postgres Supabase Firebase

Web & Product

NodeJS Next JS React Svelte TailwindCSS Figma Vercel

Other

RStudio Godot LaTeX Notion


πŸ“Š github stats




πŸ“« let's connect

research Β· algorithmic trading Β· open source Β· collabs


Β 

GitHub contribution snake

Pinned Loading

  1. Donna Donna Public

    A local-first personal assistant that runs entirely on your device. It stores and processes information privately, without relying on the cloud, giving you full control over your data and memory.

    Python

  2. A-Algorithm A-Algorithm Public

    Python

  3. speech-to-ros2 speech-to-ros2 Public

    Makefile

  4. Hef50/Universify Hef50/Universify Public

    TypeScript 2

  5. LOLA_Autonomous-3D-Mapping-Robot LOLA_Autonomous-3D-Mapping-Robot Public

    This repository contains our team’s project for the 2026 Build18 event. The system leverages LiDAR, SLAM, and CUT3R to autonomously reconstruct detailed 3D models of indoor environments.

    Jupyter Notebook 1

  6. GetSoloTech/solo-robotics GetSoloTech/solo-robotics Public

    plug-and-play AI robotics starter kit with a CLI tool for Physical AI

    Python