Thinking Out Loud
My thoughts on AI product strategy, design operations, and what actually changes about building software once agents are in the loop.
Why Design Systems Become the Control Layer for AI-Native Teams
I wrote this article while preparing my application for Puffy’s Head of Design, AI-First role. It sets out how I would help the team ship better designs, faster—through coded prototypes, shared design systems and a culture of learning.
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AI enablement for designers must begin with the working environment
AI enablement for designers cannot stop at training. When tools, agents, and workflows change every few months, designers need a persistent working environment: a playground they can return to, adapt, and use to build real fluency.
AI EnablementCommunities are adoption infrastructure, not an event calendar
Internal design communities create value when events connect people to follow-up paths, reusable resources and adoption signals.
DesignOpsDesign files now have two audiences: people and machines
AI tools now read Figma files as data. A structured starter file helps people and machines find the current, reusable, ready-to-build design.
Design SystemsEnterprise design systems fail at adoption, not awareness
Enterprise design systems rarely fail because teams have not heard of them. They fail when teams cannot adopt them in real delivery work: access, component choice, design-code alignment, edge cases, and feedback loops.
Design SystemsGlobal DesignOps only works when it becomes local
BMW Group had mature global DesignOps services, but growing teams at BMW TechWorks India still needed a local way to find and use them. This post explains how the UX Live Center turned a central service catalogue into a visible front door, a weekly support rhythm, and a feedback loop back to global teams.
DesignOpsUX maturity should guide investment, not grade teams
UX maturity work is most useful when it decides where support goes. At BMW TechWorks India, the index became a way to route training, standards, measurement, sponsorship, and hands-on UX help, not a scorecard for ranking teams.
DesignOpsWhat changes when design-system knowledge enters the AI workflow
An AI assistant can build a settings page in seconds. If your design-system knowledge is not available in that moment, it will quietly invent components, spacing, and patterns that look plausible but drift from the system.
Design Systems