Latest Videos

Production AI Inference on Your Laptop in 8 Minutes

Deploy production-like AI inference infrastructure on your laptop with a single command. At CNCF Tampa Bay, I demoed kFabric — a tool that collapses the entire KServe stack (Kubernetes, Istio, Prometheus, and more) into an eight-minute setup. Same tools and patterns as production, built for development.

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Enterprise AI Infrastructure 101: From Proof of Concept to Production

I’ve watched hundreds of AI projects fail—not because the technology didn’t work, but because teams underestimated the gap between demo and production. This talk walks through what actually breaks: the cost explosions, compliance nightmares, and infrastructure patterns that separate the 13% who ship from the 87% who don’t.

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New videos on enterprise AI infrastructure, Kubernetes for ML, cost optimization, and production deployment strategies.

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Topics Covered

Enterprise AI Infrastructure

Building production-grade AI platforms that work in regulated industries

Kubernetes for AI/ML

Practical deployment patterns, GPU scheduling, and multi-tenancy

Cost Optimization

GPU utilization strategies, hybrid cloud economics, and TCO analysis

Compliance & Governance

HIPAA, SOX, GDPR compliance for AI systems in regulated industries

MLOps & Platform Engineering

KServe, KubeFlow, model serving, monitoring, and production best practices


From the Community

Videos feature real-world case studies, technical deep-dives, and insights from the Tampa Bay Enterprise AI Community meetups.

Have a topic request? Join our Slack community and let me know what you’d like to see next.