Building Production AI Systems That Actually Work Staff Engineer at DigitalOcean. 17 years in technology, from infrastructure to intelligent automation. Currently leading AI initiatives that process 30,000+ customer conversations monthly, save $270K-$300K annually, and maintain 90%+ satisfaction scores. Based in Karachi, Pakistan Open to knowledge sharing and mentoring Production AI Systems AI Support Deflection System Intelligent conversation system that handles customer support automatically.