Case Studies

Unifying a Fragmented MLOps Platform Through Systems Thinking

How I diagnosed architectural fragmentation as the root cause of user pain — and brokered the cross-team engineering partnership that built the foundation for a unified platform.

Rescuing an Onboarding Redesign Through Structured Design Thinking

When the designs weren't working and the mandate had changed, I stepped back from iteration and built the structure the problem was missing.