Amazon · Livestream platform
Cut setup errors 40% for 160K-viewer live events

Used AI-assisted analysis of support tickets to find the real failure points, then redesigned the operator and viewer experience around the biggest failure points.

Systems at scale AI-assisted research
Amazon project · AiSL (AI Sign Language)
Real-time speech-to-sign translation, 0→1

Originated the concept and designed a latency-first sign translation tool so deaf and hard-of-hearing employees could follow live meetings in real time.

0 → 1 Accessibility
TIBCO · Commerce & fulfillment
80% faster task completion across 16 enterprise systems

Redesigned product configuration, sales order submission, and fulfillment: catch errors upstream, before they cascade.

Enterprise Workflow redesign
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