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 

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 

Improving earnings and more attractive valuations favor AI infrastructure names Nvidia, Micron, Broadcom and TSMC. Goldman Sachs charts put memory stocks at about 4 times two-year forward earnings versus an 8 times median, and large fabless chip stocks at about 13 times versus 18 times. x.com 

Semiconductors could stay undersupplied for a long time as more capable AI per dollar creates more uses and drives compute demand. Micron and NVIDIA trade at low forward P/Es because investors fear peak cyclical earnings, yet current earnings show no slowdown. Shortages may worsen as AI adoption spreads, though the industry could remain cyclical; a reversal of the forced rollover trade is hoped for, not assured. x.com  x.com  x.com 

Inflation, rising rates, Chinese competition and rising AI-related financial costs are pressuring the memory market. Micron, Samsung and SK hynix look exposed; waiting for the cycle to turn. x.com  x.com 

Each new AI wave is lifting demand across Micron's HBM, DRAM and storage products. Micron said training, inference, agentic AI and physical AI raise memory needs; the stock still trades at about 5x next-twelve-month earnings, leaving its growth story just getting started. x.com 

Micron's knockout earnings should soon lift a stock that hasn't moved yet, likely because of end-of-month fund repositioning. It beat on revenue, margins and earnings and projects an even bigger 2027. AI supply-chain assets were weak in September, historically the worst month of the year, while October is historically the best. x.com  x.com 

Marvell is a loser from the AI-lab slowdown, because it can't earn premium margins if Nvidia and Broadcom also see a pause. Lab leaders including Elon Musk, Dario Amodei and Sam Altman have pivoted to warning that AI could kill you, which, with AI already polling badly, will make it much harder for AI to attract investment. x.com 

Rapid revenue growth against forward valuations makes Nvidia and Micron additional calculated risks after the selloff, alongside Meta, Broadcom, IREN, Vistra, Nokia and Oracle. Nvidia grew revenue 106% and guides Q3 to $108B, plus or minus 2%, at 17.5x forward earnings; Micron grew revenue 379% to $54.2B, guides $61.5B next quarter and trades at 5x. The other six retain their growth, contracted-demand or customer-order cases. x.com