Google's allocation of massive TPU capacity to Anthropic strains its own AI effort while its researchers face compute constraints. CNBC reported internal tension; Anthropic competes with Gemini. Google should keep more TPUs for its own AI and buy more NVIDIA GPUs to rent to cloud customers, serving CUDA developers alongside Gemini. Selling TPU systems changes the equation, but Alphabet does not disclose TPU margins, so NVIDIA-like economics cannot be assumed. x.com 

Google's growing TPU business needs HBM, adding demand for Micron, SK hynix and the memory basket. Google Cloud rose 103% to $30.7B, with backlog reportedly $561B; UBS models more than double TPU shipments in 2027. Micron should be up double digits on this, not down 5%. Samsung has LTAs with 10 major customers and is negotiating with 10 more, targeting 60-70% of capacity under contract. 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 

Broadcom and MediaTek risk being bypassed after Google reportedly told TSMC it wants to become a major direct customer, per Tech Taiwan. That points to Google's ultimate goal of an Apple-style COT model, though both partners internally still see the shift as a distant threat. x.com  x.com 

Broadcom and MediaTek risk losing chip ownership and margin as hyperscalers pull custom silicon in-house for platform control and margin. @jukan05 relays a rumor that Google will move to customer-owned tooling from TPU v9, ordering wafers directly from TSMC like AWS's Annapurna and reducing Broadcom and MediaTek to IP and design-service roles at lower per-chip margins. Even if not now, it will happen eventually, because the end state is all about optimization. x.com 

Google TPU adoption could broaden the AI hardware opportunity beyond Nvidia, with demand reaching custom ASICs, HBM, packaging, optics and testing. Per The Information, OpenAI reportedly plans to buy Google's TPUs and is hiring compiler engineers, but no purchase is confirmed. Broadcom, SK hynix, Samsung, Micron, TSMC, Coherent, Lumentum, FormFactor and Teradyne could benefit. x.com 

Broadcom's top growth driver, Google TPUs, can be captured elsewhere, such as through Vicor, while its OpenAI exposure through the Jalapeño chip is unwanted in light of today's news, even if that proves a nothingburger. Broadcom should still do great and may be worth re-entering later, but the capital can find better ways to outperform it. x.com  x.com 

MediaTek should heavily outperform over the next two years. It is preferred over Qualcomm, which has photonics upside from acquisitions such as Alphawave's optical networking IP but too much exposure to China. x.com  x.com 

Broader adoption of custom AI silicon could benefit Broadcom and Marvell. OpenAI reportedly plans to expand its use of Google's TPUs beyond Nvidia GPUs, and Google TPUs are coming to Oracle Cloud in 2027. Both are potential tailwinds for custom-chip suppliers. x.com 

Google's advertising business is losing ground to Meta and others, while Cloud, including TPU hardware sales, has not yet delivered the growth driving its AI transition. The shift from search to an AI-infrastructure "shovel seller" has not succeeded yet, so a bullish turnaround case still requires waiting for stabilization before considering a bottom. x.com