Commercial electrical work
Twenty years learning how drawings, coordination, code, releases, and job pressure actually meet in the field.
I am a field electrician turned AI systems builder. The useful thing I bring is not model theater; it is the habit of checking what the system says against how the work is actually run.
Current focus
The first site version is intentionally narrow: five routes, typed registries, public-safe proof, and a clean path to Vercel preview.
Source model
Drawings, rooms, tags, code, holds, releases, review notes, and source cards are not content decoration. They are the operating model for systems that need to earn trust.
Twenty years learning how drawings, coordination, code, releases, and job pressure actually meet in the field.
Turning that field model into retrieval, ETL, review packets, structured outputs, and private workflow systems.
Building Ohmni Oracle, field-knowledge infrastructure, and public writing around AI systems that can survive real work.