Leaner systems. Stronger teams. More alignment.

Makes previously impractical evidence workflows possible with generative AI. Exhibits turns fragmented images, video, audio, text, transcripts, and supporting records into structured, explorable legal exhibits, helping legal teams review source material, surface relationships, compare interpretations, and assemble a defensible record without manually reconstructing the story across disconnected files and tools.

The same body of evidence can be examined through legal, factual, chronological, and investigative lenses while preserving provenance and uncertainty. Recent work includes targeted re-inspection of ambiguous observations, stability testing across repeated inference, claim-level provenance, and controls that prevent the system from asserting more than the evidence supports.

Helped organizations, creators, and communities explore agentic AI years before the market demanded it, with the work ultimately impacting tens of thousands of people through the operators using the system. Familiar Lab taught both technical and non-technical collaborators how to work with natural-language processing, machine learning, and autonomous systems, creating relationships and opportunities that have compounded for nearly a decade.

Familiar Bot combined audience growth, community, payments, customer success, CRM, and team collaboration across Slack, Twitch, Discord, email, and later a standalone web app. The system evolved toward shared identity, memory, skills, scheduled work, communication, contextual widgets, structured actions, and human-guided training.

Improved the reliability and usability of a customer-facing chip fabrication planning app, helping turn a technically complex configuration process into a practical workflow before fabrication. I stabilized the application, improved performance, and trained the team so they could continue building confidently.

Reduced friction, delay, and operational risk across SLB’s distributed field teams by delivering a secure knowledge layer connecting engineers, physical assets, and field intelligence, making critical information easier to find without waiting on centralized experts.

Helped TAG Heuer hit an extremely compressed global launch deadline across the watch experience, website, and marketing materials. I simplified the application architecture, eliminated significant backend CMS work, and helped the team ship in time for the New York keynote, where TAG Heuer Connected sold out within minutes.

Helped the Los Angeles Kings sell corporate ticket packages, premium suites, and sponsorship opportunities through a multimodal commerce experience that proved popular with enterprise buyers. The initial success led to years of follow-on work in professional sports, including immediate adoption by the Nashville Predators and Vancouver Canucks.