Saturday, January 17, 2026

Essential Insights for Modern App Delivery: Hard-Earned Lessons from the Real World – Virtualization Review

At the Virtualization & Cloud Review tech summit, Brien Posey discussed real-world lessons in app delivery, highlighting the challenges of developing custom applications, particularly AI-enabled ones. In his session, “Expert Takes: Modern App Delivery for a Hybrid AI World,” Posey emphasized the importance of thorough planning, especially regarding GPU requirements. He faced limitations with GPU mappings and operational flexibility that complicated his original design. Ultimately, Posey opted for a custom-built PC to utilize an Nvidia A6000 GPU, circumventing constraints of traditional 1U servers. This solution, while effective, introduced new trade-offs such as single points of failure. Additionally, as his environment evolved to include Linux and macOS, he reconsidered app accessibility across platforms, weighing options from native code rewrites to web-based versions. His experience illustrates that modern app delivery extends beyond development, encompassing hardware design, operating systems, and environmental factors, optimized for AI in hybrid settings.

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