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From the archive

AI Hardware News

AI hardware provides the computing power, memory and networks used to train and run artificial intelligence models. Follow news on GPUs, AI accelerators, data centres, chip design and energy demand. Read how changes in infrastructure affect performance, availability and cost, and distinguish measured results from vendor claims about what the next generation of computing will deliver.

Lead story

AMD GAIA 0.25.0 RC2 expands local AI and tightens agent safeguards

AMD Watch · 11 Oct 2026

AMD’s GAIA 0.25.0 release candidate brings a larger local model, a much leaner Windows desktop install and tighter checks around agent permissions and files. It is a substantial preview for testers, not the finished release, and several changes may require users to rebuild data after upgrading.

Read the report & discussion ↗

More hardware AI news

Watch Desk

Amazon reportedly in talks to buy AI chip-switching startup Decart for $7bn

Amazon is in talks to acquire Decart, an AI startup whose software helps developers switch between different AI chips, for around $7 billion, The Wall Street Journal reports. The reported deal puts a hefty price on a practical problem in AI computing: making software work across rival chips.

11 Oct 2026Read story ↗

Watch Desk

AI data-centre demand could drive a sharp rise in US gas capacity

A new analysis cited by Futurism projects a 44% increase in US gas-fired generator capacity over the next four years as electricity demand from data centres grows. The forecast points to a consequential trade-off: more power for AI infrastructure could mean a longer reliance on fossil fuels.

11 Oct 2026Read story ↗

Watch Desk

Council will withhold public comments on proposed 1GW AI data centre until consultation closes

Dumfries and Galloway Council says it will keep individual public representations on a proposed AI data centre near Chapelcross off its planning portal until the notification period ends. The plan is for a campus of roughly 1GW, and the dispute is now about both its scale and how…

11 Oct 2026Read story ↗

Watch Desk

Data-centre construction surges as other US building work retreats

US data-centre construction grew 64.5% in the most recent year, while several other building categories declined, according to a Futurism article discussing figures from economist Jason Furman. The split puts a concrete number on how heavily the AI boom is shaping construction investment, and raises questions about what…

11 Oct 2026Read story ↗

Watch Desk

Paul Krugman argues AI data-centre spending could squeeze jobs and wages

Economist Paul Krugman argues that the vast sums going into AI data centres could support far fewer jobs than the same investment elsewhere, putting pressure on workers’ wages. His new essay sets out a striking estimate, but it is a counterfactual argument, not a prediction that millions of…

11 Oct 2026Read story ↗

Watch Desk

Nuvacore seeks $2.5bn valuation before it has a chip to sell

Six-month-old chip startup Nuvacore is seeking hundreds of millions of dollars at a roughly $2.5bn valuation, despite not yet having a product. The reported fundraising is a striking bet on demand for data-centre CPUs as AI infrastructure expands, and on a design strategy that has yet to produce…

11 Oct 2026Read story ↗

OpenAI Watch

Project Jupiter plans 2.45GW of AI data-centre power for OpenAI

Project Jupiter, a planned data-centre campus in Santa Teresa, New Mexico, is intended to supply AI infrastructure for OpenAI through Oracle. The proposed power supply is strikingly large: up to 2.45 gigawatts from fuel cells, supported by a proposed natural-gas pipeline.

11 Oct 2026Read story ↗

Watch Desk

Pennsylvania data-centre backlash puts AI infrastructure on the political map

Opposition to a proposed Pennsylvania data centre has united residents across party lines and prompted the state to change how such projects are approved. The dispute shows how local resistance to AI infrastructure can move from protest to policy.

11 Oct 2026Read story ↗

Watch Desk

AI’s climate promise meets its growing power bill

AI is being sold as a tool for tackling climate change, while its data centres and fossil-fuel applications may be adding to the problem. An Inside Climate News report argues that the gap between those promises and AI’s current climate costs deserves closer scrutiny.

10 Oct 2026Read story ↗

Nscale Watch

A West Virginia chestnut grove is in the path of a proposed AI data-centre campus

A grove of 200 blight-resistant American chestnut trees in West Virginia could be bulldozed for a planned hyperscale data centre, according to Futurism. The dispute puts a rare restoration site directly in the path of a proposed AI-computing build-out.

10 Oct 2026Read story ↗

NVIDIA Watch

NVIDIA is taking its AI push from data centres to desks and research labs

NVIDIA is widening its AI pitch beyond data centres: RTX Spark laptop pre-orders have opened ahead of an announced 16 October release, while the company has also committed $1 billion over five years to US scientific research. It is a bet on selling computing power both to people…

10 Oct 2026Read story ↗

Watch Desk

India’s AI data-centre boom is adding pressure to power-grid upgrades

AI data-centre growth in India is putting pressure on parts of the electricity system, with one regional grid upgrade estimate rising from ₹521 crore to about ₹688 crore. The Hindu reports that officials are also examining how data-centre demand could affect power supply and transmission.

10 Oct 2026Read story ↗

Watch Desk

AI compute is scarce enough to send companies hunting for capacity

AI firms are scrambling to secure computing power, with established suppliers asking for multiyear contracts and some startups turning to less reliable providers. The squeeze is reshaping who can get the capacity to build and run AI systems, not merely how many data centres are announced.

10 Oct 2026Read story ↗

Watch Desk

Jeff Bezos says AI could make a three-day working week possible

Jeff Bezos says AI-driven productivity could let some people support their families while working three days a week, and could make two-earner households less necessary. His forecast puts a provocative question on the table: if AI creates more economic output, who gets the time back?

10 Oct 2026Read story ↗

NVIDIA Watch

Wall Street is building a financial market around Nvidia’s AI chips

Banks are exploring loans backed by Nvidia GPUs, insurers are weighing cover against falling chip values, and investors are edging towards trading contracts tied to compute prices. Business Insider describes a financial market taking shape around the hardware powering the AI boom, with Nvidia involved in some financing…

10 Oct 2026Read story ↗

Submer Watch

Submer and BTCL explore sovereign AI infrastructure across India

Submer India and BSNL Tower Corporation Limited have signed a memorandum of understanding to explore AI-ready data-centre infrastructure in India. The plans cover GPU access, sovereign cloud and edge computing, but remain at the feasibility-study stage, not a build announcement.

10 Oct 2026Read story ↗

Watch Desk

Super Micro-linked contractor pleads guilty in AI server export case

A contractor linked to Super Micro Computer has pleaded guilty to four counts in a case involving the alleged diversion of servers containing advanced Nvidia AI chips to China. The plea puts a concrete legal milestone in a case about controls on access to high-end AI computing hardware,…

10 Oct 2026Read story ↗

AMD Watch

MangoBoost launches AMD-powered inference service with open-model access

MangoBoost has launched Mango Inference, a pay-per-token service offering developers several open-weight AI models through one API endpoint, on AMD Instinct GPUs. The pitch is practical: switch models with a configuration change, rather than rebuilding the application around each provider.

10 Oct 2026Read story ↗

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Fresh signals

Latest briefs

News in Brief from across AI. The latest developments, at a glance.

  1. Higgsfield Watch

    Higgsfield’s guide offers a fix for AI video characters blending together

    13 Oct, 01:32
  2. Cerebras Watch

    Cerebras shares fall as unconfirmed OpenAI hardware report rattles investors

    13 Oct, 01:32
  3. Microsoft AI Watch

    Microsoft reorganises Azure leadership around AI

    13 Oct, 01:21
  4. Watch Desk

    Token bills are pushing some firms to rethink where AI runs

    13 Oct, 01:21
  5. Watch Desk

    China Mobile triples computing capacity at Inner Mongolia hub

    13 Oct, 01:20
  6. AWS AI Watch

    AWS expands its fast S3 storage to four more regions

    13 Oct, 01:20
  7. Watch Desk

    Early scene checks correlate with stronger AI model scores, Artificial Analysis says

    13 Oct, 01:10
  8. Microsoft AI Watch

    Microsoft is reorganising Azure around AI, The Information reports

    13 Oct, 01:10
  9. Anthropic Watch

    Anthropic says new safeguards cut Claude distillation data harvesting by up to 99%

    13 Oct, 00:36
  10. Watch Desk

    China’s tech firms are buying computing products not built for advanced AI, FT says

    13 Oct, 00:25
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