Ryan Shrout and Russ Fellows speak with Vincent Sheu of HPE about what edge AI infrastructure actually requires in production environments. The conversation focuses on the HPE ProLiant DL145 Gen11, predictable inference performance, and why thermal behavior, acoustics, and remote operations matter as much as raw compute.