About
I build instruments, not apps — calibrated tools that turn messy physical reality into clear, executable decisions.
Feasibility bumpers define the mechanical and procedural constraints, the design platform encodes those limits into parametric controls, and the field verification loop closes the circuit with measured deltas that recalibrate the next directive.
Calibration Background
I’ve spent years at the intersection of fabrication, geometry, and software — working on complex architectural metal projects where millimeters matter and field conditions never match the model.
Operating Principles
The instruments I build share common calibration standards:
Constraints-Aware
Every correction lives within physical and procedural limits. No impossible instructions.
Verification-First
Before/after metrics that prove the gap is closed. No "trust me" outputs.
Field-Executable
Clear steps in known coordinate systems. No interpretation required.
The best software for physical work acts like a good instrument: precise, reliable, and transparent about what it’s measuring.
Technical Specification
Domains:
- Geometry pipelines (mesh/NURBS/point cloud)
- Tolerance analysis and deviation mapping
- Web 3D visualization (Three.js, browser-first)
- Field-to-model alignment workflows
Current Instrument
Building the Directive Engine: a system that converts nominal ↔ as-built deltas into installer-ready directive cards with 3D visualization and verification loops.