Selected projects

AI/ML and systems work — LLMs, voice, pipelines, and agents.

TurtleTalk

Emotional AI companion for children — production voice stack

Production

Production STT–LLM–TTS pipeline (LiveKit) for real-time, low-latency voice; adopted by families and demoed at a technology fair. Architected inference and audio streaming loop with production LLM deployment experience.

LiveKit
LLM
Voice
TypeScript

CREA — Crisis Resilience Emergency App

Fine-tuned 7B model on Ready.gov & FEMA data; offline-first crisis guidance

Production

Browser-based, local-first app for accurate crisis guidance. Integrated STT–LLM–TTS; used by organizations for emergency preparedness planning.

LLM fine-tuning
RAG
Edge/web
Python

FrostySpark

Privacy-first AI platform for educators

Production

Lesson plans and camp curricula via AI-assisted code and image generation with custom safety guardrails; 10+ active educators, zero data breaches.

EdTech
Safety
Full-stack

Tammy the Tattle Turtle

Tuya IoT Hackathon — 3rd place (innovation & impact)

Research

IoT-connected build in a 50+ team hackathon; recognized for innovation and real-world impact.

IoT
Hackathon
Hardware

ML & agent engineering

RAG, prompts, and coding agents in production workflows

Production

~15% LLM token reduction and better accuracy via systematic prompt design. RAG pipelines for retrieval; ~20% faster delivery on scoped projects. Coding agents for automation and rapid prototyping.

RAG
Agents
MLOps

Bittle X Explorer

Web-based AI controller for the Petoi Bittle X robot dog

Production

Multi-protocol (BLE, USB Serial, WiFi) robot controller built for a summer camp teaching role. Integrates Google Gemini for natural language and voice command support alongside gamepad control and an OpenCat protocol terminal.

React
TypeScript
Vite
Gemini AI
Web Bluetooth
IoT

project-monitor

CLI tool that scans a folder for git repos and shows commit status at a glance

In Progress

p-mon is a Python CLI that displays the status of every git repository in a directory as a formatted table — branch, clean/dirty state, last commit message, and remote sync status. Useful for developers managing many local projects.

Python
CLI
Git
Developer Tools
Open Source

data-forge

Interactive CLI pipeline that converts websites into LLM fine-tuning datasets

In Progress

data-forge discovers and scrapes URLs, chunks content, generates synthetic Q&A, instruction, and conversation samples, scores them for quality, and exports to HuggingFace Hub, Kaggle, or local files. Standalone executables available for Windows, macOS, and Linux.

Python
CLI
LLM
Fine-tuning
Data Pipeline
Open Source