AI & ML interests
ML Systems is a Rhode Island construction company with an ontology software layer between Homeowner and General Contractor: precision house deconstruction, materials recovery and rebuild, run on an append-only house record called the Master Ledger. Seven AI agent minds and one human write to it. The record stores claims, not facts; every value carries its author and an evidence grade (measured › sensed › stated › record › modeled); a mind may claim, it may never ground; two credible sources disagreeing is a conflict, quarantined and never averaged. Models are replaceable, the record is the asset. Interests: agentic orchestration for the trades, evidence-graded memory for agents, ontologies for construction task sequences, and the Language Modeler role — modeling the system in English and letting the model carry it into code. Labels: the app and ledger are MEASURED (shipped on iOS, Android and web); no ML Systems deconstruction has been performed yet; the 80–90% recovery target is MODELED. Public reference: github.com/MLSystemsRI/ml-systems-public