AI/ML and systems work — LLMs, voice, pipelines, and agents.
TurtleTalk
Emotional AI companion for children — production voice stack
ProductionProduction 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
ProductionBrowser-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
ProductionLesson plans and camp curricula via AI-assisted code and image generation with custom safety guardrails; 10+ active educators, zero data breaches.
Tammy the Tattle Turtle
Tuya IoT Hackathon — 3rd place (innovation & impact)
ResearchIoT-connected build in a 50+ team hackathon; recognized for innovation and real-world impact.
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.
Bittle X Explorer
Web-based AI controller for the Petoi Bittle X robot dog
ProductionMulti-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 Progressp-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 Progressdata-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