Projects

Named builds, each with receipts.

• agent-trace-outcomes

  2026

  An open spec and TypeScript library for outcome records: verification receipts for git commits. Which checks ran, the verdict, the lesson learned. Extends the Agent Trace RFC (Cursor/Cognition) with a zero-dependency core, a CLI, and a GitHub Action.

  npm · GitHub · Write-up

• WhiteBox

  2024

  An explainable-AI platform that shows the chain of facts behind each answer. A Neo4j knowledge graph (about 70,000 nodes) plus fine-tuned LLMs (LLaMA, MiniLM, Phi3, OpenAI) in a hybrid-RAG setup, so conceptual queries go beyond raw vector search. GCP, Flask.

  1st place, Midwest Con "Future of Data" 2024 ($5,000)

  GitHub · Devpost · Write-up

• LEOPARD-Sat

  ongoing

  A NASA-affiliated CubeSat with CubeCats, UC’s CubeSat team. Attitude determination and control, schematic design, and systems engineering (C, Proteus); partnered with Nanoracks. Sensor analysis over 50M+ rows with Pandas, NumPy, and scikit-learn.

• Gyrus

  2025

  An agentic browser for curiosity and critical thinking. Born "Clay"; renamed for WeaveHacks 2025.

  GitHub · Devpost · Write-up

• Friction

  2026

  A speculative OS and hardware that protect flow state with physical friction. An SNN keyboard and an RF posture mesh. Built at Fig Build 2026 with Haley Potter and Miami Celentana; an evolution of the Clay/Gyrus research.

  GitHub · Write-up

• Hi-Five

  2024

  Anonymous friend-matching on OCEAN personality vectors, with 48-hour reveal windows. Neo4j and embeddings. SASEhack Fall 2024, with Raihan Rafeek, Shawn Lasrado, and Shashwat Mishra.

  GitHub · Devpost · Write-up

• Buycott

  2023

  Scan a barcode, see the company’s stances on social issues. GDELT plus RoBERTa sentiment; Flutter and Flask on GCP.

  1st of 341 at MakeUC 2023, plus five sponsor categories

  GitHub · Devpost · Write-up

• G-Code Assembler

  2024

  A Python interpreter that reassembles G-code into an STL.

  Kinetic Vision track winner, MakeUC 2024

  GitHub · Devpost · Write-up

• Memento

  2024

  A digital journal and memory assistant for Alzheimer’s patients. React, Flask, PostgreSQL on GCP; KeyBERT plus GPT.

  Best Social, Best Health, Best Postgres, and 3rd overall at RevolutionUC 2024

  GitHub · Devpost · Write-up

• Terminally-Addicted

  2024

  A playful take on the terminal (Go, IPC).

  Most Original at HackOHI/O 12 (Ohio State, 2024)

  GitHub · Demo · Write-up

• Visualizing Kuka 7

  2023

  A Unity/C# kinematics simulation of a 7-axis robot arm.

  Two sponsor awards, RevolutionUC 2023

  GitHub · Devpost · Write-up

• SignLink

  2023

  Video conferencing with real-time ASL-to-text. WebRTC, OpenCV, MediaPipe, TensorFlow. BoilerMake X 2023.

  GitHub · Devpost · Write-up