Commercial electrical work
Twenty years learning how drawings, coordination, code, releases, and job pressure actually meet in the field.
Founder
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.
The field taught me that nobody trusts an answer they can't check. I build AI systems the same way.
Current focus — July 2026
If it's on this site, you can check it. If it's not here yet, it isn't ready — that's the whole rule.
The through-line
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.