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 

Google's move to buy third-party compute amid supply constraints points to overflow demand for IREN's energized power and liquid-cooled NVIDIA capacity. Google says third-party usage began at the end of Q3 and will ramp in Q4; IREN also has a multi-GW development pipeline and fresh GPU financing. Extremely bullish. x.com 

Constellation Energy, Talen, NRG and Modine look weak because of the data-centers-in-space narrative. Once the first big solar-powered rack of GPUs reaches orbit, the market will react and cooling names will crash too, whether or not many space GPUs arrive this decade. @InvestsCletus adds that regulatory hurdles to deals between existing power plants and data centers also weigh on these names, while distributed-generation builders like Bloom Energy stay strong. x.com  x.com  x.com 

Nvidia's CUDA retains developers, putting it among 12 stocks that could dominate the decade ahead. Nebius's GPU rental price rise signals demand; Fabrinet and Credo supply AI connectivity. DraftKings has betting scale; Microsoft has Azure and an OpenAI partnership; Figma anchors design work; Shopify powers stores. TeraWulf pivots power sites to AI leases; Constellation, the largest US nuclear operator, signs big-tech power deals; Meta spends on AI; Uber has autonomous-vehicle partnerships. x.com  … Show more

AI's physical buildout looks set to last to 2030 and beyond because financing, memory supply and hyperscaler spending still point to sustained demand. Nebius has $3.5B in financing, IREN $2.4B at 9% and SPCX $40B for GPU equipment. SK hynix expects shortages through at least 2030 and Samsung says HBM4 is sold out; memory companies are making money with no sign of slowing. Google expects 2027 capex to rise significantly. Pullbacks can happen; be cautious and buy quality. x.com 

Lenders committing billions to neoclouds weaken the case that expansion will be starved of affordable capital. IREN secured $363M of GPU-backed financing and Nebius a $3.5B credit facility. Longer-lived, redeployable Nvidia GPUs are becoming more acceptable collateral; customer prepayments and cash flow from new contracts offer other funding sources as compute demand outpaces supply. x.com 

Anthropic's customer spending and compute buildout show AI monetizing at scale, a bullish read-through for Nvidia, Broadcom, Alphabet, Amazon, Microsoft, Nebius, CoreWeave and Hut 8. Its IPO filing reports H1 revenue up 14-fold to $16.3B, 11,900+ customers spending $100K+ annually and 1,900+ spending $1M+, alongside $9B in H1 infrastructure spending and about $430B in future compute commitments. x.com 

Fast-growing agentic demand challenges the bearish case for IREN, Nebius and CoreWeave. Elon Musk says agentic demand is growing faster than anything he has seen; that is the point directed at shorts in these data-center stocks. x.com 

Nvidia's shares remain pressured because neoclouds have yet to show demand revenue can cover debt service even at higher rates. CoreWeave and Nebius are dragging the shares, though that concern is being priced in and digested. Reuters reports ByteDance, Alibaba and Tencent ordered $35B in Nvidia chips; Elon Musk says SpaceX is on track to bring roughly 200,000 GB300 GPUs online per month through end-2026. Nvidia made a higher low, and the next higher-high target is $256. x.com  x.com  x.com  x.com 

AI data-center spending flows beyond GPUs and operators into networking, optics, power and cooling. Nvidia, AMD, Broadcom and Marvell supply chips; Arista, Nokia and Credo connectivity; Applied Optoelectronics and Lumentum optics; Vistra, Constellation and Bloom power; Vertiv and Modine cooling. Meta's $140B spending this year illustrates the scale, per a commenter with whom the point is agreed. x.com  x.com