~/about · public identity
AI-native engineering operations.
For a local business, start with a free written review. For production software or AI systems, explore technical consulting.
I built an operating system for AI-native software development.
I help technical founders map their agents, context, verification, and delivery into one inspectable system.
137
repositories under my name
8
live systems you can open
19,800
commits across 13 core repos
Public proof snapshot as of July 13, 2026. “Marked deployed” describes registry status only.
The operating model
Make the whole build system inspectable.
The work is not about adding more agents. It is about making the path from intention to verified delivery visible enough to improve.
Direction
Translate the business objective into explicit work, priorities, and completion criteria.
Context
Give each agent the source material, constraints, and system map needed to make sound decisions.
Execution
Coordinate focused workstreams while keeping ownership and handoffs visible.
Verification
Test the artifact, inspect the deployed result, and record what the evidence actually proves.
Delivery
Move verified work onto the production path and keep its operating state inspectable.