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Preparing your experience
Preparing your experience
Outcomes-first narratives showing how I've built and scaled AI systems at Google, Meta, Microsoft, and startups. Real numbers, real decisions, real tradeoffs.
Scaling real-time calling from zero to 750M daily users in 6 months
Launched Instagram Calling to 75% daily active user adoption within 6 months, maintaining 99.92% platform uptime and comprehensive trust & safety standards at billion-user scale.
Building vision AI reliable enough to drive Amazon acquisition
Increased object detection accuracy from 72% to 85% in production warehouse environments, reduced safety incidents by 20%, and built $100M+ revenue pipeline leading to Amazon acquisition.
Accelerating ML deployment for 30+ product teams across Google
Reduced model deployment time by 87% (6 hours to 80 minutes) while achieving 99.99% platform uptime over 2 years, enabling 30+ teams to ship AI features 4× faster.
Building vision AI reliable enough to drive Amazon acquisition
Accelerating ML deployment for 30+ product teams across Google
I work with teams to implement these patterns and achieve measurable outcomes.