Product Thinking

Engineering choices evaluated by their effect on the user's workflow.

evidenced in: 5 case studies · 2 companies
DynamoxDebugging
Measuring route-adherence defects before changing production behavior
I investigated customer reports about route adherence instead of starting with a code change. Production queries and staging reproductions exposed an overly broad diagnostic rule; after narrowing it, I used the evidence to guide targeted fixes. The counts describe different populations, and the post-release trend was a team measure rather than an isolated result of my work.
DynamoxArchitecture & Product Scoping
Changing where a new state is handled, instead of teaching eight read paths about it
A new platform-wide asset state was specified as a rule that eight different read paths had to learn. I proposed applying it once at the write boundary instead, removing the asset from route scope and restoring it on reactivation, which made most of the original scope unnecessary and left the counters, reports, app sync and adherence untouched.
DynamoxPerformance
Making asset-tree search faster across the API and interface
Browsing a large asset hierarchy meant repeated database queries and slow loading. I contributed a recursive backend traversal that reduced the query pattern from N×3 calls to three, while another engineer completed most of the final search story. The shared feature added contextual search and progressive prefetch; no before-and-after latency was measured.
AQTechFrontend Engineering
Introducing a Design System where none existed
Identified the absence of frontend standards, proposed a Design System, built it from scratch and taught the team how to adopt it.
DynamoxLeadership
Bringing error observability to a team that had none
Gave a team that had no error monitoring a structured observability practice built from a shared reporter and request-time-tagged API interceptor plus dashboards and a triage workflow, turning production bugs from something reported by support into something the team can see and prioritize.