The nitty-gritty of AI infrastructure

Home RCR Wireless News The nitty-gritty of AI infrastructure

So there’s interesting stuff in here about neocloud AI pressures (writes Juan Pedro), industrial AI dynamics (me), suburban AI planning (says Susana), and international AI deliveries (Sulagna) – plus more, below the line, about challenges to make modern AI software work on old old systems (says IBM and Arm), make private 5G less complex and more scalable (XCOM RAN), and make LLMs work on laptops and local servers (Google). Plus-plus, copper thefts are a big deal (warns AT&T), and Wi-Fi is undergoing a renaissance (suggests Sean, at RCR). But, back from Easter, it is maybe easier to join the dots in the mainstream press, about the mainstream story: that the biggest constraint on AI is no longer models or money, but infrastructure physics. 

 

We know this already, of course, but there are a couple of pinchpoints here that ram it home (report Reuters and Bloomberg). Investors are pressing the likes of Amazon, Microsoft, and Google over their water and power usage, while the industry is running into bottlenecks in the most unglamorous layer of all: transformers, switchgear, and grid connections. In case there was any doubt: the story has vaulted from how quickly AI developers can build to how quickly they can find power – to whether they even should. The supply of electricity infrastructure is entrenched and expensive; the demand for AI is global and speculative. That is a killer mismatch. And there is probably only one answer: money. Glib, but true. Or maybe two: money and more tech.

 

Which loops back to everything else above. A lot of the innovation now looks like adaptation: how to do more with less. Less power, less complexity, less waiting around. There’s plenty of money in the system, as yet. But the grid, not the GPU, is dictating the pace.

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James Blackman
Executive Editor
RCR Wireless News

RCR Top Stories

Neoclouds rising: Neocloud providers are scaling rapidly with AI demand, says Synergy Research Group, but risks around supply, competition, and consolidation remain, and the segment must stay focused to sustain long-term growth.

Hourglass figures: Bain & Company has warned that traditional industrial control systems are losing their central role as AI and smart devices redefine the economic landscape. By 2030, AI and IoT will capture the bulk of industry profit.

China 5G shift: China’s 5G market is shifting from rapid rollout to monetization, with enterprise use cases, premium services, and policy support shaping the next phase of growth as subscriber gains begin to slow.

4.4 GW campus: A new $10bn 4.4GW gas-powered AI campus in Homer City, Pennsylvania, is promising new jobs and capacity, but faces a tight 2028 timeline, and is reliant on continuing demand for AI computing over many years.

Core testing: The internet runs on miles of fiber optic lines crisscrossing continents and ocean floorsRCR editor Sulagna explains how engineers test, measure, and fix them to ensure continued connectivity.

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Beyond the Headlines

Trust in voice: Trust in voice is eroding, but end-to-end authentication, branded identity and ecosystem collaboration can create a future where calls carry visible trust. First Orion has the story.

5G monetization: Chinese vendor ZTE has a new AI-driven platform for intent-based 5G services, allowing operators to dynamically allocate network resources and explore new monetization models based on performance and user demand.

1.6T validation: As the race to scale AI ushers in the era of 1.6 terabit connectivity, testing and validatation of the interconnect technologies are becoming critical to realizing the full value of these high-speed networks.

Telco slowdown: Telecom capex is set to decline in 2026 as operators slow spending, citing sufficient network capacity, while AI-driven demand and future 6G cycles continue to support long-term investment outlook.

Wi-Fi 7 problems: Wi-Fi 7 is hitting a ramp in market adoption. However, uneven access to the 6 GHz band limits the performance improvements the latest Wi-Fi generation can deliver. RCR analyst Sean Kinnery reports. 

What We're Reading

Copper thefts: Copper theft is surging in the US, targeting critical telecom and infrastructure and increasingly linked to organised crime. AT&T wants stronger prevention, enforcement, and industry collaboration.

Future AI gear: IBM and Arm have a deal to build dual‑architecture hardware to run future AI workloads. They will combine IBM’s system expertise with Arm’s architecture and ecosystem to support mission‑critical environments. 

E2E P5G: Globalstar’s XCOM RAN unit has an new end‑to‑end private 5G solution with radio, core, orchestration, and rugged CPE to support dense IoT, AI and mission‑critical connectivity across multiple spectrum bands.

Google LLM: Google has launched a new family of open AI models, Gemma 4, for advanced reasoning and agentic workflows. Released under an open licence, they promise to help developers run multimodal AI on their own hardware.

Wi-Fi report: With Wi-Fi 7 rolling out and Wi-Fi 8 on the horizon, the wireless ecosystem is seeing a renaissance, driven by 6 GHz spectrum, AI optimization, and a surge in enterprise and public deployments. RCR reports.

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