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

Used an internal LLM to analyze 6 months of support tickets, then redesigned the operator and viewer experience around the three biggest failure points.

Systems at scale AI-assisted research
AiSL · Amazon hackathon
Real-time speech-to-sign translation, 0→1

Designed and proposed a latency-first ASL 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