The data centre is now the machine
For years, artificial intelligence has been framed as a software problem, defined by models, algorithms, and data. At re:Invent 2025 in Las Vegas, Matt Garman made it clear that AI has crossed a more consequential threshold, it has become an infrastructure system governed by energy, physics, and capital. When Matt Garman took the stage in […]
Why the next phase of AI will be built in gigawatts not models
Artificial intelligence is moving into an industrial phase where scale, power and physical infrastructure matter as much as algorithms. A new expansion of collaboration between NVIDIA and CoreWeave underlines how rapidly that shift is taking place, and how the race to deploy AI at global scale is now defined by data centres measured in gigawatts […]
The front-runners are no longer experimenting
Most enterprises believe they are doing AI. Very few are reinventing themselves around it. Accenture’s latest research reveals a widening structural gap between organisations deploying isolated AI tools and those redesigning their entire operating model around intelligence. For the past two years, AI has been framed primarily as an acceleration problem, focusing on how quickly […]
The AI hangover is real, and the hard work is only just starting
The first wave of enterprise AI delivered experimentation at unprecedented speed but left many organisations with impressive pilots and little operational change. As reality replaces excitement, the industry is discovering that scaling AI is less a technology challenge than a test of leadership, organisational design and execution discipline. Early AI programmes are stalling for familiar […]
Power is now the defining constraint of intelligence
Artificial intelligence is no longer constrained by algorithms but by electricity, planning systems and infrastructure reality. As digital ambition accelerates, the nations that align energy, policy and compute will define the next era of economic power, while the rest risk becoming consumers of intelligence rather than creators of it. Artificial intelligence has shifted from a […]
Formula One becomes a proving ground for enterprise AI
As Formula One prepares for one of the most significant regulatory shifts in its modern history, the sport is also becoming a testbed for how artificial intelligence and cloud technology can operate under extreme pressure. A new multi-year partnership between Microsoft and the Mercedes-AMG PETRONAS F1 Team places enterprise AI and cloud infrastructure at the […]
Data centres are becoming part of the urban energy system
As artificial intelligence workloads continue to drive demand for compute across Europe, attention is shifting from what data centres consume to what they can give back. Power and cooling have long defined the environmental footprint of digital infrastructure. Now, excess heat generated by AI-driven servers is beginning to be treated as a resource rather than […]
AI steps into the laboratory and begins to cut the cost of biology
Artificial intelligence has shown its strength in domains where progress can be tested instantly, from mathematics to software engineering. Biology has been different. Experiments are slow, expensive and bound to physical laboratories. A new collaboration between OpenAI and Ginkgo Bioworks suggests that this constraint is beginning to loosen. Working together, the two organisations connected OpenAI’s […]
The economics of AI are shifting from models to the cost of every token
Artificial intelligence has long been defined by advances in model capability, but a new phase is emerging where the economics of running those models is becoming just as significant as the intelligence they deliver. A new announcement centred on inference providers and NVIDIA’s latest hardware platform suggests that the next wave of AI competition may […]
Rewiring for AI is no longer optional
Digital transformation has run out of road, and AI is now forcing a far more fundamental redesign of how enterprises think about infrastructure. The real question is no longer whether organisations adopt AI, but whether their data architecture can survive it. Digital Realty’s Rewire for Data and AI Playbook makes an uncomfortable point that many […]
Supercomputing confronts the end of Moore’s law as AI reshapes the future of computing
The next phase of artificial intelligence may depend less on bigger models and more on a fundamental redesign of computing itself. That message sits at the centre of preparations for ISC High Performance 2026 in Hamburg, where researchers, engineers and industry leaders will gather to confront what many now see as the defining challenge of […]
Infrastructure decides the future of intelligence
Artificial intelligence is advancing faster than the infrastructure designed to carry it. From silicon to space-based data centres, Google’s Amin Vahdat sets out why the next breakthroughs will be determined by power, velocity, and physical reality rather than model capability alone. For most of the last two years, the public narrative around AI has been […]
The power struggle behind the intelligence boom
Artificial intelligence promises efficiency, optimisation and a cleaner digital future, yet the infrastructure supporting it is consuming energy at an unprecedented rate. The question facing the industry is not whether AI will scale, but whether the systems powering it can evolve fast enough to carry the weight of that ambition. The conversation around artificial intelligence […]
The AI era will be built on fibre not hype
The discussion around artificial intelligence often focuses on models, chips and software breakthroughs, yet the true determinant of scale sits beneath the surface. The next phase of digital growth will be decided not by algorithms alone, but by whether physical infrastructure can carry the weight of demand. Artificial intelligence has shifted the conversation around data […]
The hidden infrastructure behind the moments that keep the digital world connected
The surge of online activity associated with global events and seasonal peaks is increasingly revealing a less visible reality of the artificial intelligence era. Behind every digital interaction, from video calls to online purchases, sits an infrastructure challenge defined not by software innovation alone but by the resilience of the data centres that keep systems […]
When software stops waiting for you
Enterprises have spent two decades optimising cloud delivery, yet the real constraint is no longer provisioning, it is permission, governance, and trust. If billions of agents is not marketing theatre, then the next fight is about boundaries, evaluation, and whether anyone dares to let automation touch the real business. Las Vegas keynotes are designed to […]
Liquid cooling moves from experiment to foundation for UK academic AI
The physical limits of artificial intelligence are no longer an abstract concern for universities. As models grow larger and simulations more complex, the question facing research institutions is not simply how much compute they can access, but whether the infrastructure supporting it can scale sustainably. A new deployment at a UK data centre suggests that […]
Enterprise edge is becoming the next battleground for AI infrastructure
As artificial intelligence moves out of centralised data centres and into distributed, real-world operations, the weakest point in enterprise infrastructure is increasingly found at the edge. While cloud and interconnection platforms have matured rapidly, last-mile connectivity between enterprise locations and global digital ecosystems has remained fragmented, slow to deploy and costly to manage. A new […]
Industrial AI shifts from experimentation to systems of record
Artificial intelligence is moving into a new phase inside industry, one defined less by isolated use cases and more by whether AI can be trusted to represent and operate the physical world. A newly announced long-term partnership between Dassault Systèmes and NVIDIA reflects that transition, positioning industrial AI not as an overlay to existing processes […]
Why AI experimentation is giving way to production realism
As artificial intelligence moves from isolated pilots into the core of day-to-day operations, one of the industry’s least examined problems is emerging into view. Many AI systems that perform well in controlled tests struggle when exposed to the complexity, cost pressures and continuous demand of real production environments. The challenge is no longer simply building […]
Prosus bets on platform scale as AI reshapes global ecommerce
As artificial intelligence moves from experimentation into the operational core of digital commerce, the competitive advantage is shifting towards companies that can standardise and deploy AI at scale across complex, multi-market ecosystems. A new agreement between Prosus and Amazon Web Services reflects that change, signalling how AI is becoming infrastructure rather than a differentiating feature […]
Why cloud infrastructure choices are becoming an AI era decision
As artificial intelligence moves from experimentation into production, the underlying cloud infrastructure that supports it is coming under renewed scrutiny. Reliability, recovery and predictable economics are no longer abstract IT concerns, but foundational requirements for organisations running data-intensive and increasingly automated workloads. Against that backdrop, Ark Data Centers has formalised a partnership with Nutanix that […]
How intelligent power management helps CIOs do more with less in the race to net zero
As organisations race towards net zero while grappling with rising energy demand, power management is shifting from back-office concern to boardroom priority. In this op-ed, Colin Dean, Managing Director, Socomec UK, argues that intelligent, data-driven energy strategies are essential for CIOs seeking to balance resilience, sustainability and growth. There is mounting pressure on organisations across […]
AI traffic is pushing fibre networks beyond their physical limits
As artificial intelligence workloads scale across cloud platforms, data centres and edge environments, pressure is mounting on the optical networks that carry this traffic. Capacity demand is rising faster than traditional fibre architectures were designed to handle, forcing network operators to confront a fundamental constraint, how to move far more data without endlessly laying new […]
Sovereign AI shifts from policy ambition to infrastructure reality
The debate around sovereign artificial intelligence is increasingly moving out of policy documents and into physical infrastructure. As governments and regulated industries grapple with where AI workloads can legally and safely run, attention is turning to how compute can be deployed at scale without relying entirely on centralised hyperscale clouds. A new agreement between two […]
Elite sport becomes a testbed for how AI understands the human body
Artificial intelligence is increasingly being judged not by what it predicts on screens, but by how well it performs in the physical world. Nowhere is that challenge more acute than in elite winter sports, where athletes move at high speed, wear bulky equipment and operate in environments hostile to sensors and traditional data capture. A […]
A Mars rover just followed a route planned by artificial intelligence
For most of its history, planetary exploration has been shaped by delay. When engineers on Earth send instructions to Mars, it takes roughly twenty minutes for the signal to arrive. By the time a command reaches a rover, conditions may already have changed. That time lag has forced NASA to rely on painstaking human planning, […]
Why scaling AI now depends on who can bridge pilots and production
Artificial intelligence has moved well beyond experimentation inside large enterprises. The challenge many organisations now face is not whether AI works, but whether it can be deployed reliably at scale across legacy systems, hybrid cloud environments and increasingly complex workplaces. That gap between proof of concept and production has become one of the defining constraints […]
Europe’s data centre moment has arrived
Europe’s digital economy is now constrained less by ambition than by infrastructure. Data centres, once treated as background utilities, have become strategic assets shaping competitiveness, sovereignty and growth across the continent. The European Data Centre Association’s State of European Data Centres 2026 report arrives at a moment of structural inflection. Artificial intelligence has moved from […]
Why edge computing forces a rethink of cooling strategy
Matt Thompson, Managing Director, Airsys, argues that edge computing is exposing the limits of cooling strategies inherited from hyperscale data centres. As digital infrastructure decentralises, cooling must be reengineered for resilience, serviceability, and sustainability rather than simply scaled down from the core. For much of the past two decades, cooling strategy followed a predictable pattern. […]
AI is being positioned as the missing link in fixing Britain’s transport system
Artificial intelligence is being cast as a central pillar of Britain’s efforts to modernise its road and rail network, as policymakers and industry leaders argue that digital technologies could finally address persistent problems ranging from potholes to rail delays. Speaking in Parliament this week, the chair of the Transport Select Committee said AI has the […]
Europe’s confidence in regulating AI is masking a widening security gap
Europe has moved faster than most regions to define how artificial intelligence should be governed. The EU AI Act has set a global benchmark for responsible deployment, accountability and transparency. Yet new research suggests that while Europe may be regulating AI, it is struggling to secure it, leaving organisations exposed as AI systems become more […]
Data centres are being redesigned for a more brutal compute reality
Artificial intelligence is no longer stretching data centre infrastructure at the margins. It is reshaping the basic assumptions that underpin how facilities are designed, powered and cooled. As GPU clusters grow larger and more power dense, the challenge facing operators is no longer whether they can deploy AI at scale, but whether the physical infrastructure […]
The reliability problem quietly reshaping enterprise software
For years, artificial intelligence has been discussed in terms of models, data and compute. Increasingly, however, a more prosaic constraint is coming into focus: whether complex, autonomous systems can actually be operated reliably at scale. As AI driven applications generate vast volumes of operational data and behave in less predictable ways, traditional approaches to monitoring […]
The AI buildout turns fibre into a strategic national asset
As artificial intelligence pushes data centres to unprecedented scale, the most critical components are no longer only chips and servers, but the physical networks that bind them together. A new multi-year agreement between Meta and Corning highlights how fibre-optic infrastructure is becoming a strategic foundation for the next phase of AI development in the United […]
AWS has stopped talking about models and started talking about systems
At re:Invent 2025, AWS did not present AI as a single breakthrough or a dominant model. Instead, it quietly revealed a full-stack strategy for making AI operational, governable, and economically viable inside real organisations. For most of the last two years, hyperscaler AI announcements have followed a predictable script. Bigger models, more parameters, faster inference, […]
The year AI grows up
We are late with this piece, but perhaps that is fitting. The loudest AI predictions are always made too early, before reality has time to push back. What 2026 is shaping up to be is not the year of smarter machines, but the year organisations finally confront the uncomfortable operational consequences of deploying them at […]
Airsys announces first European manufacturing facility
Airsys Cooling Technologies Inc., a global leader in mission-critical cooling, today announced the establishment of its first European manufacturing facility in Hungary, marking a significant milestone in the company’s global expansion and a long-term commitment to localized production and regional growth. The new facility, located in Páty within the Budapest metropolitan area, spans more than […]
Episode 28: The trust gap is the real AI bottleneck
In this episode of Into The Madverse, Mark Venables speaks with Daniel Meyer, Chief Technology Officer at Camunda, about why AI in regulated industries fails at scale when enterprises cannot prove what the system did, why it did it, and who stayed accountable.
How the data centre is being redesigned around the needs of intelligent systems
The rapid rise of artificial intelligence is forcing a fundamental rethink of how data centres are designed, built and operated. What were once facilities optimised for predictable enterprise workloads are increasingly being reshaped to support AI factories, environments defined by extreme power density, rapid deployment timelines and infrastructure that must operate as a tightly integrated […]
AI is forcing a hard rethink of how data centres are powered
Every week brings fresh announcements about the expanding capabilities of artificial intelligence. New models arrive, training runs grow larger and hyperscale data centres continue to scale out at pace. Yet beneath the optimism, a harder constraint is emerging. As megawatt scale racks move from theory to reality, the energy demands of AI infrastructure are becoming […]
Infrastructure is being pushed to the ends of the earth
Advanced digital services are no longer confined to metropolitan data centre clusters or hyperscale campuses close to power grids and fibre hubs. As cloud, satellite and data-driven systems expand, the physical infrastructure that supports them is being deployed in increasingly remote and hostile environments, where resilience and continuity matter as much as raw capacity. That […]
Why AI infrastructure no longer fits the cloud models that built it
Enterprises are discovering that the cloud architectures that powered the last decade of digital transformation are not automatically suited to the next decade of artificial intelligence. As AI workloads fracture across training, inference, sovereignty and cost constraints, the question is no longer where AI runs, but how many platforms organisations can realistically hold together. The […]
The physics now decides what AI can become
AI infrastructure is no longer being shaped by software ambition or commercial demand, but by the hard limits of heat, power and materials. Liquid cooling has moved from an engineering option to a structural dependency inside the AI value chain. For much of the past decade, cooling was treated as a secondary problem in data […]
The infrastructure race intensifies as AI systems push data centres to their limits
The next phase of artificial intelligence is not being shaped solely by models or algorithms, but by the physical limits of the infrastructure that supports them. As AI systems grow larger, denser and more power hungry, the ability to design, manufacture and deploy entire data centre platforms at speed is becoming a competitive differentiator in […]
Liquid cooling moves from option to requirement in large scale data centre builds
The physical limits of traditional data centre design are being tested by the rapid expansion of artificial intelligence. As AI workloads drive rack densities higher and thermal loads beyond what air cooling can reliably manage, operators are being forced to make structural decisions about how future facilities are built. Increasingly, those decisions point in one […]
The quiet security gap emerging as enterprises deploy AI at scale
As artificial intelligence becomes embedded across enterprise workflows, a less visible risk is beginning to surface. Organisations are generating, analysing and acting on more data than ever before, but the moment that data leaves the enterprise boundary, whether shared with partners, regulators or customers, control often weakens. In an era of AI driven decision making, […]
Why video analytics is shifting from bespoke AI to standardised systems
For years, artificial intelligence in video analytics has promised transformation, improved safety, better compliance and sharper operational insight. In practice, however, large-scale deployments have often stalled. Custom configurations, long tuning cycles and high costs have limited adoption, particularly across distributed estates where consistency matters more than novelty. That tension between promise and practicality is now […]
Identity is becoming the weakest link as autonomous systems spread
As artificial intelligence moves from experimentation into everyday enterprise operations, a familiar security assumption is starting to fail. Identity, long treated as a static permission set assigned to people, is now being stretched to accommodate non-human and autonomous actors that operate at machine speed and scale. The result is a widening gap between how access […]
Why artificial intelligence performance now depends on electrical design
Artificial intelligence is forcing a reassessment of what actually determines digital performance. While public attention remains fixed on models, algorithms and compute breakthroughs, operators are increasingly confronting a more fundamental constraint: whether the electrical architecture beneath AI systems can deliver continuous, predictable power at scale. As AI workloads expand across training, inference and automated decision […]
Retail AI has entered its execution era
Retail’s AI ambitions are no longer held back by imagination or intent. Progress is now limited by the ability to operationalise intelligence at scale. Leaders no longer stand out by experimenting fastest. The difference is in turning models into systems that withstand real-world challenges. Over the last decade, retail has modernised its digital front end, […]
Canada bets on sovereign supercomputing as AI reshapes academic research
Canada’s ambitions in artificial intelligence and advanced scientific research are increasingly being shaped by a hard reality: progress now depends as much on domestic computing infrastructure as on talent or ideas. That shift was underscored this week with the deployment of a new supercomputing system at the University of Waterloo, designed to support thousands of […]
Episode 27: Why trusting one AI model is the biggest risk
In this episode of Into The Madverse, Mark Venables speaks with Matt Penton, Director of Data & AI at BIP Group, about why relying on a single large language model is a fundamentally flawed strategy for enterprise AI. They explore multi-LLM consensus, agentic supervision, bias, hallucination.
Why streaming data is becoming the weakest link
As artificial intelligence becomes embedded across business operations, organisations are discovering that the hardest part is not deploying models but feeding them with reliable, governed data. A new study suggests that the infrastructure underpinning AI, particularly the movement of operational data into data lakes and warehouses, is becoming a critical bottleneck. Research released this week […]
Schneider Electric reshapes its data centre leadership for the AI era
Britain’s data centre sector is entering a decisive phase. Artificial intelligence is driving unprecedented demand for compute, power and cooling, while government backed initiatives are accelerating investment in digital infrastructure. Against that backdrop, leadership choices inside the companies shaping this expansion are becoming strategically significant. This week, Schneider Electric announced the appointment of Matthew Baynes […]
The invisible power systems determining whether artificial intelligence works at all
Artificial intelligence is often described through breakthroughs in models, data and compute performance. Yet the reliability of modern AI systems increasingly depends on something far less visible: the electrical stability delivered deep inside data centre power infrastructure. As organisations deploy AI workloads that operate continuously rather than intermittently, attention is shifting towards uninterruptible power supply […]
Power resilience becomes the defining challenge of the AI data centre
Artificial intelligence is forcing a quiet but profound rethink of how data centres are powered. As computing density rises and workloads run continuously rather than intermittently, electrical infrastructure is emerging as one of the decisive factors determining whether AI systems operate reliably at scale. New developments in modular uninterruptible power supply architecture, outlined in recent […]
AI data centres are making liquid cooling a baseline requirement
Artificial intelligence is no longer a future planning consideration for data centre operators. It is reshaping procurement decisions in the present, particularly around how facilities are cooled as compute density rises. A new large-scale order for liquid cooling infrastructure illustrates how decisively that shift is now underway. LiquidStack has secured a 300-megawatt order for Coolant […]
The hidden infrastructure race powering the age of artificial intelligence
Artificial intelligence may be defined by algorithms and computing power, but its reliability increasingly depends on something far less visible. As AI systems move into continuous operation across finance, healthcare, industry and digital services, emergency power architecture is emerging as one of the most critical foundations of modern data centres, a shift highlighted in recent […]
The compute trapped inside modern data centres
The AI infrastructure race is being framed as a global scramble for new power, new land, and new permits, yet one of the largest opportunities sits quietly inside data centres that already exist. Trillions are being committed to future capacity while enormous volumes of usable compute remain locked behind thermal limits that most boardrooms still […]