Cheaper AI tokens increase usage, which pushes up GPU prices as each dollar buys more intelligence. That is extremely bullish for AI infrastructure companies including Nebius, whose stock looks completely disconnected from its fundamentals, data, tailwinds and management commentary. x.com 

Intense AI compute demand should support new highs for Nebius, Oracle and Alphabet shares in the next months. Per @pequityresearch, a Nebius GPU cluster architect said 15-20 other customers wait to bid on each expiring contract. Panic sellers risk missing those gains as big Wall Street players exploit their weakness. x.com 

Nebius's integrated AI cloud offers a substantial long-term opportunity beyond simply controlling powered land as training and inference demand expands. It builds data centers and GPU clusters and runs networking, storage and customer software; Microsoft and Meta have multi-year commitments. The correction after a 10x rise is unfolding, but deeper price targets have not been reached; the next 6-12 months could offer a more attractive entry than near the highs. x.com 

AI agents' productivity over human labor should lift GPU demand and rates for neoclouds. The bottom looks in for CoreWeave, Nebius, Boost Run, Sharon AI and IREN. Gavin Baker says token prices can fall as revenue per GPU rises; paraphrasing Elon, even $38 per GPU-hour can pay off. CoreWeave's five-year fixed contracts may lag current rates; Boost Run has less capacity locked in. If SpaceX takes more growth, slower cash burn could rerate neoclouds, though smaller customers may pay less. x.com  … Show more

Nebius can make vastly more money when Inferize cuts wasted GPU time and spot prices rise above the recently removed caps. Together, these changes unlock what looks like insane value. x.com 

AI cloud infrastructure stocks risk falling together because neocloud providers depend on the same debt funding. Musk says debt markets have almost shut off financing for companies dependent on AI data-center revenue, though he is a chip buyer and balance sheets differ; Nebius remains up over the year. x.com 

Premium-model inference revenue could support much higher compute pricing for AI infrastructure providers. Evercore models over $120M/MW in potential lab revenue while labs pay roughly $30-50M/MW for compute. With power and GPUs scarce, SpaceX AI, Nebius, IREN and CoreWeave can capture the biggest uplift over historical pricing if they deliver contracted high-density capacity. x.com  x.com 

A rising value of compute per watt should benefit AI cloud, chip, connectivity and power suppliers. Elon Musk says that value will rise over time. Nebius has Microsoft and Meta deals; Marvell benefits from custom silicon demand; Credo connects GPUs; Vistra has long-term nuclear supply deals with Amazon and Meta; Nokia's Nvidia partnership could help it capture data-center networking growth. x.com  x.com 

Hardware suppliers and VC keep financing cash-hungry labs and neoclouds, making compute rental prices at CoreWeave, Nebius and IREN look artificially supported. Lab revenue growth is finally plateauing at 800% year over year after roughly tenfold equity gains across the stack over the last decade. The buildout is also crowding out the economy's appetite for debt. x.com  x.com  x.com  x.com  x.com  x.com 

Nebius' software efficiency and a possible end to heavy AI financing support a re-rating. Per @DrTomsLens, its engineers got about 43% more video output from the same GPUs, cutting compute cost per second by 30%; newer hardware alone is not enough without capable software teams. Oracle expects to fund growth from free cash flow in FY2029, suggesting capital-heavy AI providers may eventually outgrow debt and dilution. Google Cloud reported 103% revenue growth amid strong AI infrastructure demand. … Show more