Selected Work

Examples of how we turn promising AI workflows into reliable systems teams can inspect, improve, and own.

Featured Case Study

Equalify Reflow

University of Illinois Chicago — Digital Accessibility Services

University of Illinois ChicagoEqualify

A production AI pipeline that turns inaccessible PDFs into semantic, accessibility-first markdown. Built for UIC Digital Accessibility Services and released under AGPL-3.0.

Domain

Higher education

Architecture

Orchestration

License

AGPL-3.0

accessibility ai-orchestration fastapi production-ai higher-education pdf-transformation open-source
Read the full case study
Equalify Reflow change ledger showing a character encoding correction with before and after text.

Open-Source Tools

Open source

Gobbler

An open-source EE lab tool that converts user-authorized content into agent-ready context: videos, documents, web pages, audio, and authenticated browser sessions.

Additional Engagements

SRI International

NSF Advisory Board for student-AI interaction safety research

CSUN 2026

Presented "Escaping to Semantic Freedom" at CSUN 2026

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