Independent AI Engineer / Phoenix / since 2010
Multi-agent AI systems that run real operations.
I orchestrate frontier and self-hosted models into agent fleets that ship code, run infrastructure, and execute operations. A different-lineage model adversarially reviews every output before it ships. Nothing goes out on one model's say-so.
who
Sixteen years, my own shop.
Computer scientist by training, B.S. Computer Science with a Business Administration minor from Southern Oregon University, 2010, and an independent technology founder ever since. I have run my own S-corporation for sixteen years, and over the last few I rebuilt the entire operation around applied large language models.
I own the whole stack and ship end to end. Everything I run is hardened against my own money, not a client deck.
method
Different lineage, different blind spots.
A model checking its own work has the same blind spots as the work. Ask it to review itself and it agrees with itself, confidently, every time. So the reviewer is always a model from a different lineage: different training, different failure modes.
When the two disagree, I have found the hole. When they agree, I have a real second opinion instead of an echo. I treat every model output like production code: measured against a locked baseline, assumed wrong until an independent check proves it right.
stack
What I actually run.
open to
AI engineering, model evaluation, applied LLM work.
Remote, or Phoenix hybrid. You get someone who already lives inside these systems at production stakes every day, not someone ramping into them. I build in public, and the work speaks before I do.
contact
Building in public.