AI infrastructure bottlenecks could give eight stocks as much as 18x upside. Nvidia supplies frontier-model GPUs; Broadcom and Marvell supply custom silicon and networking; TSMC makes advanced chips; Micron supplies sold-out HBM; Vertiv provides power and cooling; Palantir monetizes enterprise AI; Alphabet spans TPUs, research, cloud and apps. The list tracks where AI infrastructure spending is flowing. 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 

Financing strain threatens smaller AI-related plays. Elon Musk says debt markets have nearly closed to firms without substantial non-AI-data-center revenue. Neoclouds, energy, HVAC, electronics and builders will be a much smaller field in a year; its 'guppy' plays can be shorted here toward zero. CoreWeave, IREN and Vertiv look troubled, perhaps Nebius; Ouster, Applied Digital, Ultra Clean, Cipher Digital, WhiteFiber, TeraWulf and IPG Photonics too. x.com  x.com 

Strong AI demand and hyperscaler spending make the selloff a mid-cycle correction despite neocloud financing stress. Widening CCC spreads expose leveraged firms to higher borrowing costs; US competition with China supports AI buildout. The base case is a bottom in roughly 5-7 days, then stabilization and eventually a broader reversal, though some projects may fail and valuations compress. IREN, Cipher, Nebius, Applied Digital, Micron, AMD, ASML and Intel are worth gradually accumulating. x.com 

Networking, power and compute look more durable than cyclical memory in the AI buildout. Lumentum's revenue compounded year after year across the 2010s and 2020s, unlike Micron's; AWS revenue also compounded. Lumentum, Nebius, Bloom Energy and Credo should heavily outperform SanDisk and Micron from here, though AI itself remains heavily doubted. x.com  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 

AI's threat to incumbent tech makes SpaceX the preferred investment for the next decade. AI has begun taking business from Google, with Amazon and Apple next; Microsoft's 27% workforce reduction program signals desperation. x.com 

AI, networks and power give these 12 stocks some of the decade's biggest tailwinds. Micron is one of three big HBM makers; Samsara connects fleets; IonQ builds quantum computers; Ciena supplies optics; GE Vernova and Eaton serve power demand; Dell ships AI servers. Netflix, the largest paid streamer, adds ads; Coupang, Korea's largest e-commerce platform, delivers same-day; Airbnb, the largest short-term rental marketplace, adds services; Arm enters data centers; CrowdStrike secures enterprises. … Show more

Heavy AI-related borrowing with little to show for it is pressuring Oracle, IREN and Nebius shares. These stocks are beginning to trend lower. x.com 

The strongest neoclouds could gain market share and pricing power if weaker rivals fail, slowing new capacity growth while demand holds up. Elice's weak IPO reflects poor sentiment, not Nebius's fundamentals; if it is driving Nebius's selloff, the reaction is ridiculous. Hold the best operators building AI compute infrastructure. x.com