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    SamEthanMathew/README.md

    profile views

    ⚡ 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 — 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 — built Speech-to-ROS2 pipelines bridging natural language to real-time robot control.



    🚀 what i'm building

    ProjectDescription
    Embodied AI ResearchInvestigating VLM architectures for zero-shot task completion & semantic reasoning in robotic agents
    Quantitative TradingAutonomous alpha-seeking algorithms for Kalshi prediction markets & weather derivatives
    Autonomous RacingPerception-to-control pipelines for F1/10th high-speed autonomous vehicles
    ScottyLabs — LabradorProgrammer for CMU's campus-wide technical infrastructure building Universify

    🏆 hackathons & competitions

    EventResult
    CMU ProdHacks1st Place Overall + People's Choice Award
    MIT Hard ModeSelected — 1 of 100 global invitees
    CMU AI Agents HackathonWon Most Ambitious Project
    CMU Poker AI HacksEngineered "Gear Shift" GTO-based agent unpredictability
    TartanHacks / VentureHacksEnd-to-end ML products in 24–48h sprints

    🛠 tech stack

    Languages

    PythonC++JavaRJavaScriptTypeScriptHTML5CSS3

    ML / AI / Perception

    PyTorchTensorFlowHuggingFaceOpenCVscikit-learnNumPyPandasWeights & Biases

    Robotics & Hardware

    ROSArduinoRaspberry Pi

    Systems & OS

    LinuxUbuntu

    Infra, Data & DevTools

    DockerAWSGitGitHubJupyterAnacondaPostgresSupabaseFirebase

    Web & Product

    NodeJSNext JSReactSvelteTailwindCSSFigmaVercel

    Other

    RStudioGodotLaTeXNotion


    📊 github stats




    📫 let's connect

    research · algorithmic trading · open source · collabs



    GitHub contribution snake

    Pinned Loading

    1. DonnaDonnaPublic

      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-AlgorithmA-AlgorithmPublic

      Python

    3. speech-to-ros2speech-to-ros2Public

      Makefile

    4. Hef50/UniversifyHef50/UniversifyPublic

      TypeScript 2

    5. LOLA_Autonomous-3D-Mapping-RobotLOLA_Autonomous-3D-Mapping-RobotPublic

      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-roboticsGetSoloTech/solo-roboticsPublic

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

      Python