NVIDIA's liquid-cooling work with Vertiv can deliver more compute from a fixed power budget. Liquid cooling yields roughly 22% more compute and more tokens from the same power on average, a benefit modeled in an April report. NVIDIA's scale, balance sheet and command of its supply chain make it the economic winner of the AI compute cycle, with Broadcom a close-ish second. x.com  x.com 

Broadcom's integrated optics, electronics and packaging could lower custom-chip system costs because separate suppliers defend their margins. At similar valuations, it is preferred to Nvidia and has more room to beat expectations. Google TPU v8 shipments are estimated at 4.0M in 2026 and 9.1M in 2027, assuming Broadcom supplies the remainder after MediaTek's allocation. Anthropic financing adds value only if chip profit exceeds likely support payments and capacity costs. 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 

Nvidia's fanless Vera Rubin racks, due in mass production in H2 2026, will push liquid cooling beyond GPUs to CPUs, memory, network cards and switches. That grows the market from a small cooling layer into full rack-level thermal architecture, lifting demand for cold plates, manifolds, CDUs, pumps, sensors and integration. The winners control the stack from chip to data center: Auras, Asia Vital Components, Delta Electronics, Vertiv, Modine, nVent, Schneider Electric, Legrand and Ecolab. x.com 

Inference's move toward edge devices and dense, memory-hungry racks should drive demand for specialized chips, links, power delivery and cooling. McKinsey projects inference at 60% of AI computing demand by 2030. Ambarella makes on-device AI chips; Astera Labs links GPUs, memory and networks; Credo supplies short copper connections; Rambus earns from memory interfaces; Navitas reduces power waste; Modine cools dense racks; and Super Micro builds inference-specific server racks at volume. x.com  … Show more

Intel and Rambus could explode if Nvidia announces a co-designed Rubin Ultra or Feynman product with Intel, which looks like a matter of waiting. Agentic AI demand is through the roof, and Nvidia's Vera CPU volumes should exceed its VR200/300 volumes at maturity. x.com 

AI's biggest bottleneck is power and cooling, not memory, making Vertiv, GE Vernova, Bloom Energy and Eaton buys. Musk expects a prolonged compute shortage; Nvidia, Broadcom, Micron, SK hynix, TSMC, Arista, AMD, Marvell, Credo, Lumentum, ASML and Astera Labs could benefit massively. Grok Bot's 800,000 paid weekly users have more than doubled in a month; Musk says agents could eventually use more compute than any other part of SpaceX's Super Intelligence business, benefiting Dell and Sandisk too. … Show more

Broadcom's custom AI chips for major customers position it as a clear winner in the continuing AI buildout. Kris Patel's case that efficiency and total cost of ownership leave Broadcom room to gain share from incumbent Nvidia is persuasive. Broadcom has not seen peers' upside and is 30% below its highs, making the stock an opportunity. x.com  x.com 

Intel is becoming a national AI infrastructure crown jewel, and $1T is only a start if it executes. Apple's preliminary deal to build chips on 18A-P, Google's reported 3M+ TPU orders through 2028 and its role as primary foundry for Elon Musk's TerraFab support that, alongside government and Nvidia stakes. EMIB-T packaging is its trump card: it can package chiplets built on anyone's silicon, including TSMC's, easing CoWoS constraints. If 18A misses, the foundry re-rating would take longer. x.com  … Show more

Vertiv benefits from every AI data-center buildout because rising rack power makes power management, UPS, distribution and liquid cooling, its core businesses, ever more critical. Wall Street keeps raising estimates, with a consensus target near $375 and revenue seen rising from about $10.8B to over $21B by 2028. NVIDIA's shift to 800V DC power, which Vertiv already supports, and rising liquid cooling add growth. A months-long wedge could break out on Aug 5 earnings if orders and guidance beat. … Show more