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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

AI networks and AI workloads need to be planned together, Cisco director argues

Watch Desk · 9 Oct 2026

AI workloads are putting new demands on networks, while AI tools are also being used to manage those networks. Cisco technical marketing director Kshitij Mahant argues that companies should plan both sides together, rather than leave their teams to compare notes once a quarter.

Read the report & discussion ↗

More hardware AI news

GlobalFoundries Watch

GlobalFoundries pairs Dresden expansion with a new chip platform for Physical AI

GlobalFoundries has marked a major Dresden factory expansion and unveiled FDX Fusion, a planned chip platform for Physical AI. The investment could lift annual capacity at the site above one million 300mm wafers by the end of 2028, while the new platform is aimed at efficient computing in…

9 Oct 2026Read story ↗

Watch Desk

CIQ’s Fuzzball 4.3 brings open-weight AI models to existing GPU clusters

CIQ has made Fuzzball 4.3 generally available, a release designed to help organisations run open-weight AI models and agents on infrastructure they already operate. Its practical pitch is less hand-built integration: start a model, connect an agent and let the platform manage the GPU fleet underneath.

9 Oct 2026Read story ↗

Watch Desk

Huawei pitches shared storage as the next fix for AI’s memory crunch

Huawei says its OceanStor M900 can give AI inference clusters a shared pool of context memory at petabyte scale, with terabyte-per-second performance. The pitch is aimed at a growing infrastructure problem: long-context AI systems need somewhere to keep the KV cache when GPU memory is too small and…

9 Oct 2026Read story ↗

Google DeepMind Watch

Google’s route to AI self-improvement runs through the whole research system

Google is pursuing recursive self-improvement not just by asking AI to improve itself, but by using AI across the research and engineering systems that build future models. A 36Kr account describes a strategy spanning agents, code, chips and data-centre operations, with a central challenge: proving that each improvement…

9 Oct 2026Read story ↗

Watch Desk

Bloomberg documentary traces AI’s boom through global capital flows

AI investment is pulling capital towards the companies and infrastructure behind the boom, with possible knock-on effects for government borrowing and developing economies. Bloomberg’s documentary also links the AI build-out to rising trade imbalances and bond yields, making the question bigger than whether the next data centre earns…

9 Oct 2026Read story ↗

Watch Desk

Quanome signs first AI-computing customer deal worth more than $100m

Quanome Technologies says its subsidiary XDT has signed a five-year agreement to supply dedicated computing capacity for an enterprise customer’s AI applications, with a commitment exceeding $100 million. It is the first customer deal for XDT’s AI-computing business, though service has not yet started.

9 Oct 2026Read story ↗

Watch Desk

Veir raises $110m to bring superconducting power systems to AI data centres

Veir has raised $110 million to take its superconducting power-delivery systems towards commercial use in AI data centres, bringing its total funding to $225 million. The company says it has demonstrated a 3-megawatt system and is preparing initial commercial projects, tackling the less glamorous question of how to…

9 Oct 2026Read story ↗

Watch Desk

Eliyan draws a reported takeover bid as Arm weighs its options

AI chip interconnect startup Eliyan has told some investors it received a takeover bid, The Information reports, while Arm held early talks about a possible purchase but made no offer. The report puts a potential deal in the middle of a useful question for the AI hardware race:…

9 Oct 2026Read story ↗

SoftBank Watch

SoftBank, Grab and PETROS explore AI infrastructure in Sarawak

SoftBank, Grab and Sarawak state-owned energy company PETROS have signed an agreement to explore an AI and digital infrastructure platform in Sarawak, Malaysia. The announcement is a partnership to develop a roadmap, not a commitment to build a data centre or a guarantee that a project will proceed.

8 Oct 2026Read story ↗

Microsoft AI Watch

Microsoft gives Copilot Studio apps, tighter agent controls and new evaluations

Microsoft’s September Copilot Studio update brings apps, workflows and agents into one building environment, while adding new ways to control and evaluate agents. For teams putting AI into business processes, the notable shift is from assembling the parts to managing more of the build and readiness checks in…

8 Oct 2026Read story ↗

Watch Desk

IBM brings its Spyre AI accelerator into PyTorch as a native device

IBM has integrated its Spyre inference accelerator into PyTorch through a new library, torch-spyre. The company says the implementation delivers up to 1.7× faster prefill and 2.4× faster decoding on its Granite 3.3 8B model.

8 Oct 2026Read story ↗

World Labs Watch

World Labs agrees to join AMD in an $8.2bn deal

World Labs, the spatial-intelligence company founded by Fei-Fei Li, has signed a definitive agreement to join AMD in a deal valued at about $8.2bn. The transaction would bring a company building AI models of the three-dimensional world into AMD, a major computing and semiconductor business.

8 Oct 2026Read story ↗

Watch Desk

A CIO’s guide to hybrid AI: place the workload, not the label

AI workloads do not all belong in the same place: Vinod Bijlani’s guide for CIOs argues that cost, data boundaries, latency and operational capacity should decide what runs in the cloud, on specialist GPU services, on-premises or at the edge. Its most useful advice is practical: compare the…

8 Oct 2026Read story ↗

Epoch AI Watch

Epoch AI’s new brief puts cheaper models near two billion concurrent agents

Epoch AI estimates that chips shipped through 2027 could support nearly two billion concurrent AI agents running cheaper models, while the cost of reaching a fixed level of AI performance has fallen about 47% per quarter. The figures sketch a future of abundant, cheaper AI capacity, with demand…

8 Oct 2026Read story ↗

Watch Desk

Upscale AI launches Token Fabric to connect rival makers’ AI chips

Upscale AI has launched Token Fabric, a platform designed to connect AI chips from different suppliers in data-centre networks. Its pitch is to give operators more choice over chip suppliers without leaving those chips waiting on data to move.

8 Oct 2026Read story ↗

Watch Desk

AI’s power squeeze may have a software fix, not just a hardware one

AI data centres may save meaningful energy by changing how they run software, not only by installing newer chips. A University of Michigan researcher told Tom’s Hardware that tests and training systems point to gains worth taking seriously, though software is no substitute for more efficient hardware or…

8 Oct 2026Read story ↗

TSMC Watch

TSMC’s AI packaging bottleneck puts its $64bn capex plan under scrutiny

TSMC’s planned capital spending may still fall short of demand for advanced chip packaging, semiconductor veteran Steve Williams told Benzinga. His argument puts the spotlight on a less glamorous but crucial part of the AI-chip build-out: joining processors and high-bandwidth memory into finished accelerators.

8 Oct 2026Read story ↗

Watch Desk

Berkeley Lab researchers win DOE awards for AI in science and accelerator control

Four Lawrence Berkeley National Laboratory scientists have received US Department of Energy Early Career Research Program awards, including funding for machine-learning work in scientific research and AI-guided control of major instruments. The awards put money behind projects aimed at making scientific models more reliable and accelerator systems more…

8 Oct 2026Read story ↗

Meta AI Watch

Meta pushes back on data-centre criticism, citing cooling, power costs and jobs

Meta has answered criticism of data centres with claims about how its facilities use water, pay for energy infrastructure and employ local workers. The company’s case is relevant to AI because it is discussing the infrastructure behind its AI-optimised data centres, but its examples are not an independent…

8 Oct 2026Read story ↗

Watch Desk

Investors are betting AI agents will need more chips, whoever wins the race

Meta’s Muse may be the AI agent in the spotlight today, but investors are looking past the product leaderboard and betting that agent growth will boost demand for chips, memory and power. That infrastructure thesis is gaining ground, even as the winning AI brand remains anyone’s guess.

8 Oct 2026Read story ↗

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Fresh signals

Latest briefs

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

  1. Watch Desk

    IMF warns AI share-price shock could threaten financial stability

    13 Oct, 03:32
  2. Watch Desk

    Belarus archbishop blesses an AI-generated icon

    13 Oct, 03:31
  3. Watch Desk

    Red Bull’s AI strategy agent advised Verstappen to give up a place

    13 Oct, 03:31
  4. AMD Watch

    AMD introduces Helion, a rack-scale architecture for AI workloads

    13 Oct, 03:31
  5. Watch Desk

    Broadcom chief says capital is becoming AI’s biggest growth constraint

    13 Oct, 03:18
  6. Anthropic Watch

    Anthropic is eyeing data-centre investment in Australia

    13 Oct, 03:17
  7. Nous/Hermes Watch

    Hermes Agent users can connect their assistant to Telegram with a QR code

    13 Oct, 03:17
  8. vLLM Watch

    vLLM support expands to Intel’s Xe3P GPU D-series

    13 Oct, 03:04
  9. Watch Desk

    Moveli launches AI tool for estate agents’ valuation proposals

    13 Oct, 02:54
  10. Arm Watch

    Arm receives award for its AI computing ecosystem work

    13 Oct, 02:54
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