ML Systems Engineering

Claims, Not Facts: An Auditable Multi-Author Record for a House
Domain-scoped authority, reconciliation states, multiverification, and signatures that lapse when the content changes
Sep 6, 20268 min read
The Advice Was "Build on Unique Data." Mine Was a House.
A response to Marina Wyss's How I'd Learn Machine Learning in 2026, from someone who arrived at the same checkpoints from the construction side
Sep 5, 20269 min read
M
ML Systems Engineering
3 posts
Engineering notes from ML Systems, a construction technology company in Rhode Island. Claims-based data models, multi-agent architecture, on-device vision, and what breaks when software meets a job site. Written by Salman Parvez, who runs the construction company and wrote the software. Every claim here is labelled MEASURED, MODELED or ASPIRATIONAL.
I stopped storing facts and started storing claims
Every table I have ever written starts from the same quiet assumption: that there is one right answer and my job is to store it. bedrooms: 3. Done. That assumption survives right up until two sources
Sep 3, 20267 min read