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 

Microsoft's AI spending is producing faster growth with better economics: Azure accelerated to 48% on a $100B+ base while capex was $39.4B, below expectations. Management then guided Azure to 49-50% and said demand still exceeds supply, ending the debate over whether AI investment is paying off. Overweight, $625 target. x.com  x.com  x.com 

IREN might be exposed to a Microsoft capacity-delivery delay. Microsoft said some third-party GPU-as-a-service contracts have been delayed to the second half of FY27, while RHouse Research asked which neocloud committed to deliver capacity in Q4 2026. The provider is unidentified, but that possibility leaves IREN at risk. 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

Google's use of third-party compute amid its own supply constraints creates demand for neoclouds such as IREN, Nebius and CoreWeave. Google's CFO said usage started at the end of Q3 and will ramp in Q4; Google spent $51.4 billion on capex, more than double a year ago, and expects a significant increase in 2027. IREN and Nebius stand out because their contracts carry large prepayments. The opportunity favors operators that secure power, deliver capacity on time and serve customers profitably. … Show more

Global resistance to data centers could constrain December cloud growth despite the longer agentic AI buildout. Some estimates say roughly 120 US projects worth over $130B face delays; opposition spans the UK, EU, Australia and Malaysia too. Microsoft, Alphabet and Amazon remain favored, though guidance is at risk. CoreWeave, Nebius and IREN may bounce hardest short term but look weak longer term as funding tightens; Elon Musk expects extensive neo-cloud consolidation. 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

Hyperscaler borrowing could raise Nebius and CoreWeave's financing costs as investors favor safer debt. Microsoft reportedly plans to borrow. Nebius has prepayments and cheaper funding; CoreWeave has more debt. Nebius is strongly preferred if credit tightens. If rates fall and CoreWeave turns its $104B backlog into revenue, EBITDA and cash flow, it could have significantly more upside. Google expects more third-party compute use in Q4; Microsoft cites delayed deliveries. x.com  x.com  x.com 

AI data-center investment needs outside AI spending to rise 33-fold by 2030 to break even. Hyperscalers hold $4.5 trillion in debt and future liabilities, but corporate and SaaS token spending outside circular deals is only $60 billion annualized against a $2 trillion break-even ARR. SK hynix says memory shortages may last until 2031, raising capex and CoreWeave default risk; Mitsubishi warns turbines are booked through 2031 and cost 400% more, delaying CoreWeave and Oracle data centers. x.com  … Show more

Neoclouds can be an incredible business only if they turn delivered GPUs into revenue on time. Power delays are harder to remedy than commissioning issues; idle GPUs earn nothing while financing costs mount, especially for smaller operators and those reliant on colocation. Energized sites and vertical control help, but GPUs or secured power alone are not enough. IREN has financing secured and Nebius looks less exposed to Musk's debt warning; smaller players may struggle to fund expansion. x.com  … Show more