I bridge two things that rarely share a résumé: production AI systems and live-broadcast journalism.

At the Office of Cross Google Engineering, I build and run the communications infrastructure for an organization of 1,000+ senior engineers — Principal, Distinguished, and Fellow levels. That means production LLM systems, agentic triage pipelines, a Voice DNA methodology that achieves 99% stylistic fidelity to a principal, and a mentorship platform that cut 3.5 hours of admin work to 20 minutes per match. These are not prototypes. They are in production.

Before that: eight years at the properties that rewired live television. As a founding-team Associate Producer on Al Jazeera English's The Stream, I helped launch to 250 million households on the night Osama bin Laden was killed — the planned rundown abandoned overnight, Sohaib Athar (@ReallyVirtual) booked live on Skype while his follower count graphed from 751 to 59,000 on air.

At HuffPost Live, I produced the PrEP/Truvada panel six months after FDA approval, with the IPREX clinical trial chair live from Lima — the host thanked me by name on air for originating the story.

At Fusion, I line-produced the 44-minute live primetime special on Mandela's death, three-way ABC/Univision/Fusion integration on a rebuilt rundown with anchor Mariana Atencio.

At AJ+, I field-produced Carmen Yulín Cruz during active Hurricane Maria conditions — the clip reached 1.3 million views.

The through line: systems under pressure. Whether the system is a live control room or an LLM orchestration layer, the same discipline applies — identify what matters, build the structure that gets it out, and measure what happened.

Currently building: career-ops (open source, github.com/mitwilli-create/career-ops). Targeting AI Solutions Architect, Forward Deployed Engineer, AI Enablement, and Engineering Editorial roles at AI-native companies.