Projects

Selected work

Research, an independent product, and open-source builds. Startup work is private.

Research · open source

LexiMind

LexiMind: model merging vs. multi-task fine-tuning

Nov 2025 – present

Does model merging (task arithmetic, TIES) match multi-task LoRA fine-tuning once you count the compute spent training each specialist? A budget-matched study on book genre, topic, and emotion classification.

Built on a transformer I implemented in PyTorch and initialized from FLAN-T5. Leakage-checked data splits and tuned TF-IDF baselines are done; the main multi-seed runs are next.

The repository also has a separate book-recommendation app that doesn’t use the research model.

Independent product · ongoing

LiminalML

LiminalML: Study, Library & Studio

Apr 2026 – present

Bridging the gap between knowing machine learning and understanding it.

Study makes any ML topic visual: quick to review, with intuition, math, and code underneath when you want to go deeper. Library holds deep dives on core ideas and new models. Studio makes accurate, animated figures you can export.

I design, build, and run it myself.

Independent projects · open source

Tools & explorations

PlayAxis

Sports, training & community

Sports and gaming event discovery on a map, team following, and private training logs.

SartheAtlas

Le Mans, explored in 3D

3D explorer for Le Mans cars and the Circuit de la Sarthe, with exploded engineering views and terrain maps. The car models are illustrative, not manufacturer CAD.

Pulse

Local coding-agent usage

Local macOS app and dashboard for AI coding-agent usage, limits, and reset times (Codex, Claude Code, Cursor, and others).

Ongoing

This site

This site

2023 – present

Hand-built HTML, CSS, and JavaScript with a WebGL particle background. Hosted on Netlify.

Legacy

Earlier projects

F1 race predictor

2025

Random forest and logistic regression models for F1 qualifying, trained on FastF1 data (MAE 1.74 grid positions; 87.4% and 88.5% accuracy for Q3 and top-ten), with a Streamlit dashboard.

IoT monitoring for fossil fuel power plants

2023 – 2024 · Triaxis Power

Raspberry Pi 4 with thermocouples and potentiometers tracking pipe temperature and thermal expansion for predictive maintenance.

Formula 1 statistics dashboard

2024

Tableau dashboard of Formula 1 data from 1950–2024 across drivers, constructors, and circuits.