Work

Research, tooling, and experiments. Sometimes I forget to add things to this list, message me for missing details.

Highlights

AI Homelab and Self Hosted Web Tooling

A self-hosted cluster serving Mixture-of-Experts models beyond their rated VRAM and independent web services

Cluster dashboard during a long inference run.
Cluster dashboard during a long inference run.

I refined a method to pool GPUs from different vendors and generations into a single inference backend of roughly 20 GB over Vulkan. FreeToken, a bleeding-edge MoE inference server, fronts the cluster and handles the elastic inference, running Mixture-of-Experts models with far more total parameters than the cluster's VRAM would normally allow. My own scripts handle KV caching and system-prompt compaction, which is what makes the setup harness-capable.

The same rig trains as well as it serves, having refined Qwen SLMs and diffusion image models. All this is hosted alongside my personal web assets, like this website. I voluntarily subject myself to the maintenance of production-grade systems on every level of the tech stack to ensure that I survive the Big Tech apocalypse.

Built with FreeToken, ComfyUI, PEFT / TRL, Docker, Cloudflare, Reverse Proxy

Subatomic Particle Tracing and Anomaly Control

My Master's Capstone: Building a Diffusion Cloud Chamber and using stereo reconstruction to classify Muons and Alpha/Beta particles.

My ongoing Data Science Capstone Project combines existing utilities for cheap quantum demonstrations and real world measuring techniques to create effective sensing of subatomic phenomena without breaking the bank or into the IAEA

Built with Ego

All projects

12 entries

  1. Human vs AI Code Smell Study

    complete programming

    Research paper comparing human vs AI code maintainability based on mature code smell detection algorithms.

  2. Generalized Trust Review

    complete programming

    Short analysis correlating societal blanket trust of press and scientific institutions.

  3. PhysCom - Physical Combinatorics

    WIP programming

    Experimental innovation engine operating on physical attributes and limitations of proven existing technologies with further AI review.

  4. Antietam-Conococheague Watershed Monitoring

    complete geospatial

    Live geospatial analysis of Maryland's Antietam and Conococheague sub-watersheds, monitoring water quality and temperatures through the summer months for governmental environment health review boards.

  5. Automotive Brand Valuation Analysis

    complete programming

    Brand valuation analysis of the used car market, measuring value decay by mileage to extrapolate qualities such as perceived reliability and persistent value of luxury features.

  6. RIT Hotspots

    incomplete geospatial, programming

    Live crowd migration map using RIT occupancy data. It seems RIT didn't like me exposing their surveillance state but since they didn't want to talk to me about it they instead changed the service response schema a few times. When that didn't stop me they just shut down the whole service. Nerds.

  7. Calorimetry Analysis Engineering

    complete programming

    An analytical toolkit designed for reactive chemistry analysis, especially calorimetry. Works include automatic analysis, alerting unusual and dangerous results derived from a wide range of testing environments and equipment

  8. Geography of Alternative Energy

    complete geospatial

    An ArcGIS geospatial analysis comparing the difference in effectiveness of wind, solar, and geothermal energy across the continental 48 United States.

  9. OccupyRIT

    complete programming

    Collects RIT Gym Occupancy data, determining busiest workout times

  10. Portfolio Website

    complete programming

    This website is my personal sandbox where I've integrated some of my data projects via docker cluster. It is self hosted and zero-trust secure while remaining dynamic and free of the tech debt that comes with pre-designed sites and excessive framework application. Yeah, I can do E2E.

  11. Slate

    complete programming

    Slate is a web app designed to help event coordinators schedule events by congregating participant calendar data. Includes Computer Science House account integration

  12. Monte Carlo Engine for NationsGame

    complete programming

    A simulator for the browser game, NationsGame, to analyze unit composition and predict in-game victors and unit statistics. Unfortunately, NationsGame is now defunct. Limited screenshots of functionality.