Index of Work · 2024 — 2026

Projects, in full.

A long-form list of the things I’ve actually built — transformer LLMs, ML pipelines, computer-vision systems, and a few web tools along the way.

AIMachine LearningComputer VisionFull-StackData ScienceNLPPredictive ModelingForecastingAIMachine LearningComputer VisionFull-StackData ScienceNLPPredictive ModelingForecasting
01
April 2026

Ground-Up Large Language Model

A custom transformer trained from scratch on H100 clusters.

PythonPyTorchA100/H100
  • —Architected a custom transformer-based neural network from the ground up, executing distributed pre-training pipelines across high-performance A100/H100 GPU clusters to optimize the model architecture.
  • —Fine-tuned conversational behavior using a curated proprietary dataset and engineered a stable deployment pipeline to serve the optimized model weights via a live, web-hosted interface.
02
September 2026

VIGIL (First Place, Steelhacks XIII)

AI Video Security Platform with Real-Time Threat Detection and Alerting.

Next.jsLoRAMultimodal AI
  • —Engineered an automated surveillance system leveraging custom trained video encoders for rapid anomaly screening paired with multimodal VLMs to analyze incidents across continuous CCTV footage in real time.
  • —Developed a full-stack operator workspace featuring automated risk scoring, timestamped incident timelines, and multi-channel audio dispatch via speech synthesis APIs.
03
August 2026

Fine-Tuned Local AI Coding & Voice Assistant

Fine-tuned 9B Coding Assistant with Local voice agent for hands-free use.

PyTorchUnslothQLoRA
  • —Fine-tuned a 9B parameter LLM via QLoRA to optimize code generation and reasoning, surpassing the larger Qwen 3.5 27B model on 7 standard coding benchmarks.
  • —Deployed a fast, local voice agent using STT & TTS pipelines with an LM Studio backend for live hands-free use.
04
February 2026

Real-Time Prediction Market Arbitrage SaaS

Live arbitrage scanner across Kalshi & Polymarket.

PythonFastAPIGoogle Stitch
  • —Engineered a Python scanner to instantly detect profitable arbitrage bets across Kalshi and Polymarket.
  • —Built an interactive dashboard to sort live market spreads by profit margin with direct execution links to exchanges.
05
September 2025

AI Resume Builder for Veterans

Translates military roles into job-ready resumes.

TypeScriptNext.jsTailwindGemini
  • —Built an AI resume builder with Next.js that translates military roles into professional, job-ready bullet points.
  • —Designed a complete workflow for users to generate, customize, and download a polished resume online.
06
October 2024

College Real Estate Predictor

ML model beating Zillow estimates for student rentals.

PythonNumPySci-Kit LearnPandas
  • —Created a machine-learning model to provide more accurate current and future housing value and rent predictions than Zillow estimates, tailored for landlords and investors.
  • —Merged and gathered student and property data using Pandas for analysis and predictions.
07
July 2024

AI Soccer Analysis System

Computer vision pipeline for match analysis.

PythonOpenCVYOLO
  • —Developed an AI/ML system using Python and computer vision to analyze football/soccer matches.
  • —Implemented real-time object detection to analyze player movement and important game events.
  • —Provided valuable insights to improve match evaluation and strategy.
08
November 2024

AI Affirmations Generator

Generates personalized affirmations using AI.

TypeScriptNext.jsTailwindGemini
  • —Built a web application that generates personalized affirmations using AI.
  • —Implemented a design-focused, user-friendly interface for users to provide input via chatbox and receive tailored affirmations.
09
September 2024

Live Translator

Real-time speech translation across languages.

FlaskPythonSpeech RecognitionGoogle Translate
  • —Built a real-time web app that translates live speech across languages using Flask and speech recognition.
  • —Integrated speech recognition to capture spoken words and Google Translate API for multilingual translation.