Design Systems
Tokens, patterns, accessibility, and production rules encoded into working systems.
Principal Creative Technologist
Building AI-enabled systems that make complex work easier to do correctly.
Builder of governed AI-enabled production systems. Connecting people, design, engineering, accessibility, and production.
Flagship platform
A connected family of AI-enabled production systems. Each product explores a different domain while sharing one methodology, one governance model, and one commitment to human authority.
Domains of expertise
The work is organized by the kind of complexity it resolves, not by the format of the final artifact. Each domain connects strategy, interface design, implementation, governance, and evidence.
Tokens, patterns, accessibility, and production rules encoded into working systems.
Human and model collaboration shaped by deterministic boundaries, evaluation, and review.
Production infrastructure that moves complexity out of individual memory and into reusable systems.
Why preventive architecture becomes hardest to value precisely when it works, and how effort legibility makes invisible labor assessable.
Move the friction so correct behavior is the path of least resistance.
Read the essayScores fit, extracts signals, and rewrites your resume copy to match any role's language in five steps.
Full two-pass audit with severity grades and copy-ready remediation code.
AI listing evaluation: simulate and score content quality at scale before it ships.
Gestalt audit, color vision deficiency (CVD) simulation, and WCAG flagging for visual patterns.
Documents a feed card's visual pattern by annotating spacing, type scale, components, and tokens over a live photo.
Pick the proof closest to your team's work.
About the practice
I work where design intent meets technical delivery. Friction Inversion is the method. The Forge Platform is the evidence. The goal is not more automation by default. It is clearer authority, less cognitive load, stronger accessibility, and systems people can trust.