# Infrastructure — AI updates

Data centers, power, and the physical build-out of AI — increasingly where energy, not algorithms, is the binding constraint.

- [Meta to issue new non-voting share class to fund AI](https://www.parallelquant.com/posts/meta-to-issue-new-non-voting-share-class-to-fund-ai-2ce38b) (2026-10-21, The Verge): In its Q3 earnings, Meta said it will create a new class of non-voting stock to fund AI initiatives, acquisitions and employee compensation, with trading starting in 2027. The CFO said it expands Meta's funding tools.
- [Google Cloud to offer Nvidia Vera Rubin instances next month](https://www.parallelquant.com/posts/google-cloud-to-offer-nvidia-vera-rubin-instances-next-month-7c60df) (2026-10-21, NVIDIA): Google Cloud and Nvidia announced general availability of A5X instances next month, with expansion to Europe planned. They combine Vera Rubin NVL72 racks, ConnectX-9 SuperNICs, Google's Virgo network and fourth-generation liquid cooling, aimed at training, inference and large-scale reinforcement learning.
- [Ukrainian drone strikes on Russian data centers disrupt apps and services](https://www.parallelquant.com/posts/ukrainian-drone-strikes-on-russian-data-centers-disrupt-apps-and-service-f250ea) (2026-10-16, Tom's Hardware): After Ukrainian long-range drones targeted Russian data centers, various Russian digital services and apps went down or were severely disrupted. Some reports suggested online bot activity fell, though by less than first claimed.
- [Virginia senator proposes three-year statewide data center moratorium](https://www.parallelquant.com/posts/virginia-senator-proposes-three-year-statewide-data-center-moratorium-c2d5e5) (2026-10-15, Data Center Dynamics): A Virginia state senator has proposed a three-year statewide pause on data centers, which would give lawmakers time to draw up further legislation.
- [Oregon governor asks regulator to pause permits, creating de facto data center moratorium](https://www.parallelquant.com/posts/oregon-governor-asks-regulator-to-pause-permits-creating-de-facto-data-c-0c3628) (2026-10-14, Data Center Dynamics): Governor Tina Kotek asked the state environmental regulator to pause permits, effectively halting new data center projects. This follows an earlier ban on projects involving state land.
- [Ukrainian drones hit Yandex AI data center used for model training](https://www.parallelquant.com/posts/ukrainian-drones-hit-yandex-ai-data-center-used-for-model-training-3bb0f7) (2026-10-09, Ars Technica): Ukrainian drones knocked out a data center belonging to Yandex, often called Russia's Google. One damaged facility hosts supercomputers used to train Yandex's AI model.
- [SpaceX reportedly seeks $40B debt to buy Nvidia Rubin chips](https://www.parallelquant.com/posts/spacex-reportedly-seeks-40b-debt-to-buy-nvidia-rubin-chips-b68315) (2026-10-08, Tom's Hardware): SpaceX is reportedly looking to borrow $40 billion to procure 360,000 Nvidia Rubin AI accelerators and supporting infrastructure. The report comes via Tom's Hardware and is not confirmed by the company.
- [US Senate blocks Ratepayer Protection Act on AI data center power costs](https://www.parallelquant.com/posts/us-senate-blocks-ratepayer-protection-act-on-ai-data-center-power-costs-311887) (2026-10-05, Tom's Hardware): The Senate voted 57-43 to kill the Ratepayer Protection Act. The bill would have pushed regulators to consider making data centers pay the incremental grid costs created by their electricity demand.
- [AI agents now use 5x more tokens than humans, OpenRouter data shows](https://www.parallelquant.com/posts/ai-agents-now-use-5x-more-tokens-than-humans-openrouter-data-shows-ff0706) (2026-10-03, Tom's Hardware): Analyst Daniel Newman cites OpenRouter data showing agents passed humans in token usage in February and grew 14x by August. Agents now use about 5x more tokens than humans as cached prompts expand, and the trend is projected to reach 10x.
- [Microsoft open-sources TauGrid, a Kubernetes stack for GPU AI workloads](https://www.parallelquant.com/posts/microsoft-open-sources-taugrid-a-kubernetes-stack-for-gpu-ai-workloads-f162e4) (2026-09-17, MarkTechPost): Microsoft's AKS team open-sourced TauGrid, a Kubernetes-native toolkit bundling a CLI, Kueue queueing, KubeRay orchestration, GPU node health monitoring, and observability into one Helm install. It's MIT-licensed and runs on any Kubernetes 1.30+ cluster with GPU nodes.
- [Crusoe raises $3.9B to build AI data centers, hits $30.9B valuation](https://www.parallelquant.com/posts/crusoe-raises-3-9b-to-build-ai-data-centers-hits-30-9b-valuation-d6bec5) (2026-09-17, TechCrunch): Crusoe, a data center and AI infrastructure company, raised $3.9 billion in new funding, valuing it at $30.9 billion. The money will fund large-scale data centers and smaller modular "AI factories."
- [US data centers may burn more gas than Germany, Japan combined by 2035](https://www.parallelquant.com/posts/us-data-centers-may-burn-more-gas-than-germany-japan-combined-by-2035-aa0ffb) (2026-09-15, TechCrunch): A new projection suggests the AI-driven data center boom could push U.S. data centers to consume more natural gas than Germany and Japan combined by 2035, making them one of the largest gas consumers in the world.
- [AI data center pushback spreads to Philadelphia](https://www.parallelquant.com/posts/ai-data-center-pushback-spreads-to-philadelphia-bb6a65) (2026-09-15, TechCrunch): National opposition to AI data center construction has reached Philadelphia, where officials floated building near a neighborhood still affected by a now-defunct oil refinery. It's part of a broader pattern of resistance to new AI infrastructure in former industrial cities.
- [Poll: most voters oppose new AI data centers](https://www.parallelquant.com/posts/poll-most-voters-oppose-new-ai-data-centers-6f4827) (2026-09-15, The Verge): A New York Times/Siena University poll of 1,503 likely voters in early September found 61% oppose building new AI data centers, with only 14% strongly supporting them. Opposition was roughly even among 2024 Trump voters (49% support to 45% oppose), while Harris voters and nonvoters leaned more opposed.
- [Nvidia launches RTX Pro 5500 workstation GPU for AI workloads](https://www.parallelquant.com/posts/nvidia-launches-rtx-pro-5500-workstation-gpu-for-ai-workloads-169f4e) (2026-09-14, Tom's Hardware): Nvidia introduced the RTX Pro 5500 Blackwell Workstation Edition, a professional graphics card aimed at agentic and generative AI workloads. The new card offers 2.6 times the VRAM of comparable gaming specs, with Nvidia reportedly deprioritizing gaming performance on this line.
- [Cornelis raises $205M for networking tech to challenge Nvidia](https://www.parallelquant.com/posts/cornelis-raises-205m-for-networking-tech-to-challenge-nvidia-c5f728) (2026-09-14, TechCrunch Startups): AI infrastructure company Cornelis raised $205 million and announced Active Compute Fabric, a networking technology aimed at reducing the time GPUs spend idle while waiting for data. The funding targets a specific bottleneck in Nvidia's dominance over AI data center interconnects.
- [Nvidia partners with Australian firms for 2GW of AI capacity by 2027](https://www.parallelquant.com/posts/nvidia-partners-with-australian-firms-for-2gw-of-ai-capacity-by-2027-a0507d) (2026-09-10, Data Center Dynamics): Nvidia is partnering with cloud providers and data center operators in Australia to bring 2 gigawatts of AI computing capacity online by 2027.
- [AI data-center power demand is straining the grid, not just supply](https://www.parallelquant.com/posts/ai-data-center-power-demand-is-straining-the-grid-not-just-supply-623aca) (2026-09-10, MIT Technology Review): A transmission line fault in Ashburn, Virginia knocked more than 3 gigawatts of load off the grid in seconds, the second such incident after a 2024 failure dropped roughly 60 facilities and 1,500 megawatts at once. The pattern points to grid architecture, not just generation capacity, as an emerging bottleneck for AI data centers.
- [Zankore secures $3.1 billion loan to build AI cloud capacity](https://www.parallelquant.com/posts/zankore-secures-3-1-billion-loan-to-build-ai-cloud-capacity-761b60) (2026-09-10, Data Center Dynamics): Zankore secured a $3.1 billion senior term loan to fund an AI cloud buildout. The plan starts with 100 megawatts of capacity and aims to scale up to 1 gigawatt.
- [US DOE lends $1.9bn to restart Iowa nuclear plant for Google power](https://www.parallelquant.com/posts/us-doe-lends-1-9bn-to-restart-iowa-nuclear-plant-for-google-power-75174f) (2026-09-09, Data Center Dynamics): NextEra secured a $1.9 billion loan from the US Department of Energy to restart the Duane Arnold nuclear plant in Linn County, Iowa. The plant is tied to a long-term power purchase agreement with Google.
- [Thailand orders 49 data center projects paused pending new law](https://www.parallelquant.com/posts/thailand-orders-49-data-center-projects-paused-pending-new-law-e86379) (2026-09-08, Tom's Hardware): Thailand's government has asked operators to suspend 49 planned data center developments until new legislation setting requirements for large-scale facilities is finalized. The suspension affects large-scale data center buildouts, including those supporting AI workloads, across the country.
- [Flex buys data-center power maker EPC Power for $4.4 billion](https://www.parallelquant.com/posts/flex-buys-data-center-power-maker-epc-power-for-4-4-billion-51dbc4) (2026-09-04, Data Center Dynamics): Manufacturing giant Flex is acquiring EPC Power, a developer of 800-volt power conversion architecture used in data centers, in a deal worth $4.4 billion.
- [California passes bills to shield ratepayers from data center power costs](https://www.parallelquant.com/posts/california-passes-bills-to-shield-ratepayers-from-data-center-power-cost-fdcdc8) (2026-09-03, Data Center Dynamics): California lawmakers passed bills that would create separate electricity tariffs for large data centers, sending the legislation to the governor for approval. The measures aim to protect residential ratepayers from bearing data center power costs.
- [ChatGPT, Claude, Grok and Gemini suffer simultaneous outages](https://www.parallelquant.com/posts/chatgpt-claude-grok-and-gemini-suffer-simultaneous-outages-c8eed1) (2026-09-03, Ars Technica): ChatGPT, Claude, Grok, and Gemini all experienced service interruptions at nearly the same time. The cause of the overlapping downtime has not been officially explained by any of the companies.
- [Crusoe raises $3B at $30B valuation after Jane Street deal](https://www.parallelquant.com/posts/crusoe-raises-3b-at-30b-valuation-after-jane-street-deal-1bd29f) (2026-09-04, TechCrunch): Data center developer Crusoe reportedly raised $3 billion at a $30 billion valuation. The round reportedly came together after Crusoe secured a $13 billion contract with trading firm Jane Street.
- [Google signs largest-ever geothermal power deal, 396MW with Fervo](https://www.parallelquant.com/posts/google-signs-largest-ever-geothermal-power-deal-396mw-with-fervo-d985b4) (2026-09-02, Data Center Dynamics): Google has signed a 396-megawatt power purchase agreement with geothermal developer Fervo Energy in Utah, described as the largest geothermal offtake deal in the sector to date. The deal is meant to supply clean, always-on power for Google's data centers.
- [AI agents now consume more tokens than humans on OpenRouter](https://www.parallelquant.com/posts/ai-agents-now-consume-more-tokens-than-humans-on-openrouter-4d49c8) (2026-08-23, The Decoder): AI agents have consumed more tokens than human users on OpenRouter since February 2025, with agentic usage growing 14x since then versus 2.8x growth in human usage. Nearly 70% of agent token consumption comes from cheap cached prompts, so actual infrastructure costs are rising more slowly than the raw token volume suggests.
- [Data center opposition escalates to death threats against officials](https://www.parallelquant.com/posts/data-center-opposition-escalates-to-death-threats-against-officials-28238e) (2026-08-23, Tom's Hardware): A Soufan Center IntelBrief found hundreds of posts containing threat language directed at officials over AI data center projects between July 2025 and July 2026, with volume surging starting in April. More than 500 towns have now restricted data center construction, with some councils shutting down public comment sessions entirely.
- [Nvidia to raise AI server prices about 15% on memory shortage](https://www.parallelquant.com/posts/nvidia-to-raise-ai-server-prices-about-15-on-memory-shortage-7fd7fe) (2026-08-23, Tom's Hardware): Nvidia has told major customers it will raise prices roughly 15% on Grace Blackwell and Vera Rubin AI server systems shipping in early 2027, driven by a DRAM shortage from Samsung, SK Hynix, and Micron. The increases will hit large cloud buyers including Microsoft, Google, and Meta, which rely on these systems for AI data center buildouts.
- [Most 2026 governor candidates now have a data center stance](https://www.parallelquant.com/posts/most-2026-governor-candidates-now-have-a-data-center-stance-e33c31) (2026-08-21, Data Center Dynamics): A new count finds that 80% of Democratic and Republican candidates for governor have publicly staked out a position on data centers. The finding reflects data centers becoming an active campaign issue rather than a background infrastructure topic.

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