The hard part
isn't capability.
It's adoption.

I work at the point where emerging technical capability becomes operational reality. Research, enterprise systems, open source, teaching, and now AI — the recurring pattern is the same: identify, build, help adapt.

Publishing the AI attribution framework as a practical open standard.

AI Attribution

Teaching courses in data science, data and software engineering, with substantial GenAI integration, at Boston University.

Exploring where institutional capacity meets agentic systems.

Operating the AI-Native Stack

Recent thinking

All writing →

When the Bug Is in the Instruction

A bug in agent-written code is often not a bug in the code. Because the build prompt lives on the issue, you can debug the instruction the same way you debug the program.

agenticai-toolsworkflow
AI-E

I Left Calendly in 30 Minutes

My Calendly trial lapsed and the booking link on my site started 404ing on visitors. I was on Cal.com 30 minutes later. The interesting part isn't that the AI wrote code, it's what it did to the switching cost I'd stopped questioning.

agenticai-tools
AI-E

Selected work

All work →

AI Attribution Framework

A four-level taxonomy for describing how AI was involved in a piece of work — built for journalism, academia, and professional practice, and positioned as an open standard.

standardspublishingai-attribution

Computational Journalism Innovation

Methodology and program design at the intersection of journalism, computation, and institutional practice — including TRACE, open tools, and curricular experimentation.

journalismmethodologyinstitutional-change

GenAI Educational Integration

Systematic protocols for integrating generative AI across data science coursework — balancing productivity with educational integrity and professional responsibility.

teachinggenaiboston-university

Follow a thread

Trails are author-curated paths through the body of work — linking essays, older projects, and material that wouldn't surface in a feed. Start anywhere and follow the connections.

Distributed Work

A trail on ambient presence, consulting infrastructure, and the things remote work tooling keeps getting wrong — and what that reveals about what presence actually requires.