Product

A Senior on Every Helmet

September 5, 2026Cristian Prodius1 min

The last chapter of this site was a personal AI research lab. That work taught me how to watch a stream of messy evidence and say, specifically, what was missed. The next chapter puts a senior on the jobsite.

Inspectors and supers cannot stand over every fastener, bar, or pour. A nail set wrong, a bay off layout, a tie skipped - from ten feet the wall looks finished. Then it gets covered. Rework after close-in is typically several percent of the job.

What we are building

A brim camera feeds a vision model trained like a senior in that trade. Framing gets a senior framer. Rebar gets a senior ironworker. It watches the work as it happens, against this job's drawings, and flags the small miss before it is closed in.

The camera is the eyes. The product is the senior.

How it lands

On the job: the senior watches the feed while the trade is being done.

On the worker: the flag reaches the hands that can still fix it.

We start with one trade so the senior is actually competent. A framer is not an ironworker. Depth first.

What we are not building

Not a safety camera. Not cameras for the trailer. Not a general construction model. Not a replacement for the superintendent.

If you run work that gets covered - framing, rebar, pours, close-in - the pilot page is the next step.