"The guest argued that AI infrastructure providers must build a full software stack—spanning bare metal, managed cloud, and managed inference—to avoid extreme customer concentration and capture higher-margin value."

"The guest argued that specialized GPU clouds must vertically integrate downstream into hardware and upstream into software to survive capacity commoditization."

"The guest argued that cheaper, open-source, or specialized AI models increase overall compute consumption rather than eroding the market for infrastructure providers."

"The guest argued that the AI infrastructure build-out is not a bubble, as enterprise adoption is only in its earliest stages with most use cases yet to be addressed."

"The bull case for Nebius Group is built on its aggressive CapEx program to rapidly construct GPU-equipped data centers, positioning it as a nimble alternative to mega-cap hyperscalers."

"The guest argued that managed inference platforms enable enterprises to transition from costly closed-source models to open-source alternatives by handling complex infrastructure plumbing."