Field
Notes

Working notes on operations, risk, and applied AI.

The heart of the site. Short notes from practice — the observation, the lesson, the thing I had to work out before it had a name. Each one stands on its own. A few I later develop into fuller frameworks over at Rios Applied AI; where I have, the note points the way.

Newest first · updated as I publish

Topics

Applied AI Risk Procurement Method Governance Architecture Evaluation

Archive

Taking my own medicine

A studio with no client case studies owes a different kind of proof. So I ran my own methodology on my own tool — and it failed its first review.

What a benchmark is really a contract for

I've been the person who had to make a vendor's system hold up to an audit. That's why the industry's move to computer-use benchmarks reads, to me, as a procurement problem first.

The contract I watched break

Fourteen years in regulated finance taught me that "same input, same output" is sacred. Then language models broke that contract — and I could see where the trouble would land.

Keep up

New notes are infrequent and unscheduled — published when there's something worth saying, not to fill a calendar. The most reliable way to follow along is LinkedIn, or reach me directly on the Connect page.