I make design systems machine-readable, so AI-generated UI stays on-system: measured, audited, and cheaper per correct screen.
Machine-readable component guidelines, positive-directive specs with exact values, and stylesheets bound to the production token file. Documentation written for two audiences: humans and machines.
Regeneration diffs, activation-versus-capture triage, checksum tripwires. Proving a system still holds after AI touches it, rather than assuming it does.
Governance, adoption, contribution models, and coaching. The unglamorous half of design systems: getting the thing actually used by people who did not build it.
Five chapters on what AI-generated UI gets wrong against a real design system: the precision-drift taxonomy, the documentation fix, the verification discipline, and a map of six enforcement points where different teams kill drift. Twelve practitioners credited by name. Read →
The original finding: AI-generated UI gets roughly 90% right, and the missing 10% is never layout — it is precision. Near-misses that pass a glance and fail an audit. View post →
I lead the design system for a security platform on a legacy Angular stack — component guidelines, token architecture, adoption, and the AI-generation layer built on top of it. The system itself is under NDA; the method is documented in the field notes, and I am happy to walk through it in conversation.
A way to read the health of a virtual network at a glance: an array of interactive status elements that lets infrastructure admins monitor many object-attribute pairs and act on them without leaving the view. Filed by VMware as a US patent application and published January 2025. I am the first-named inventor. View the filing →
| Years | Organisation | Role & focus |
|---|---|---|
| 2022 — | Skyhigh Security | Design Architect · Staff UX Designer. Enterprise design system across SSE, ZTNA/Private Access, Cloud Firewall and reporting. AI-native documentation and drift verification. |
| 2020 – 2022 | VMware | UX Designer. NSX networking and security. First-named inventor on VMware’s filed patent application for network status visualisation (US 2025/0036264). |
| 2020 | FactSet | Sr. UX Specialist. Visual design guidelines across the product portfolio. |
| 2019 – 2020 | Valuelabs | Sr. UX Designer. Enterprise workflows and component libraries. Design for Social Innovation award, UX Design India. |
| 2013 – 2016 | Future Group | Assistant Design Manager. Guideline systems for manufacturers and buyers. |
| 2023 – 2024 | UT Austin, McCombs School of Business | Post Graduate Program, AI & Machine Learning |
| 2016 – 2018 | National Institute of Design | Master of Design |
| 2009 – 2013 | National Institute of Fashion Technology | Bachelor of Design |
Design systems, AI-native documentation, and the seam where generated UI meets a real system. Remote roles and consulting both.