Build custom, local-first AI search and research systems for yourself or your team.
Build smarter document search experiences with Retrieval-Augmented Generation.
Find ideas in documents, images, and audio using the best of AI AND SQL.
Auto-detect themes in research and generate summaries.
See the big picture quickly. Take the straight path.
See changes. Grab Opportunities. Avoid disasters.
Own your data. Systems that work even when offline.
(Yes. Yes it does.)
I'm an AI engineer and knowledge systems designer with a background in embeddings, RAG pipelines, and research workflow automation. I've built tools like VaultBubbles (browser-based knowledge capture and exploration) and proposed novel metrics like Divariance for faster image/text classification.
I built data and decision systems for electricity trading for ten years - focusing on what was important TODAY in a sea of noise. I know quantitative risk and factor analysis intimately.
Whether you're a team drowning in docs or an individual tracking complex research, I help turn noise into knowledge. Dominate your data.
A Chrome extension and local AI system to build your personal research vault. Save URLs, text, and notes as you browse. VaultBubble automatically organizes everything into topics and visualizes your knowledge in an interactive bubble chart. Ask questions about your captured documents using natural language search. Everything stays private on your computer.
Towards Data Science
Multi-class zero-shot embedding classification using a novel dimensionality reduction technique. Improved text/image agreement from 61% to 89%.
Research Paper
A novel metric connecting distributional difference measures for improved feature selection in embedding classification.
Toolkit
Strategies and tools for managing and mitigating volatility in data-driven systems.
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