Builds

My side projects are where I explore problems through building. They often start with something I experience, encounter at work, or notice around me. I use them to research ideas, experiment with possible solutions, and learn along the way.

WEKA-MCP Project 46 typed MCP tools
RandomForest86.4%
Logistic85.1%
SMO85.1%
NaiveBayes83.5%
Open source · GPL-3.0

WEKA-MCP Project

I contribute to WEKA-MCP to deepen my understanding of machine learning while exploring how non-experts can work with it through LLMs. Along the way, it became my first contribution to an open-source project.

2026 · WEKA · MCP · TypeScript · Java
P1 · Confidence ranges
P2 · Scenario gauge

Counterfactual XAI

I created this XAI pattern library to explore clearer and more actionable ways to explain machine learning outputs.

2025 · Explainable AI · Design systems

Little Loops

I built this microinteraction library while exploring how motion could make my gamified assessment interfaces more engaging.

2025 · HTML · CSS · JS
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Atlas Signal

I built Atlas Signal to make research papers easier to scan and surface ideas worth exploring further.

2025 · HTML · CSS · JS

Bookmapped

I built Bookmapped to help me understand and remember technical books by visually connecting their key ideas.

2026 · Knowledge design · Visual learning

CardCover

I built CardCover to explore how AI could support travel insurance claim reviews while keeping people in the final decision (human-in-the-loop).

2026 / React / TypeScript / Tailwind

Compliance Copilot

I built Compliance Copilot to explore how AI could help product teams make sense of the EU AI Act in their day-to-day work.

2025 · EU AI Act · Agentic UX

WijkWise Planner

I built WijkWise Planner to explore how AI and simulation could make complex neighborhood energy planning easier to understand.

2025 · HTML · CSS · JS