Episode 29: Chasing efficiency while AI rewrites human judgement
In this episode of Into The Madverse, Mark Venables speaks with David Weinstein, CEO at KayOS, and an AI strategist and systems thinker, about why the next phase of AI is not about replacing people, but scaling human intuition, interpretation, and curiosity. From encoding organisational bias into AI agents to building infrastructure that prioritises context […]
AI Startups: When AI is forced to confront trust
Artificial intelligence has become more capable, but that has only made its weaknesses more consequential. In this fifth article of seven drawn from AI startup companies presenting at NVIDIA GTC in San Jose, the focus shifts to start-ups tackling risk, authenticity, hallucination, and trust, where the challenge is no longer what AI can do, but […]
The inference age will punish narrow networks
Artificial intelligence is shifting from experimentation to continuous operation, and the infrastructure beneath it is becoming the real battleground. As inference pushes decision-making into real time, enterprises are discovering that networks once treated as utilities now determine whether AI delivers value or quietly fails at scale. Artificial intelligence is moving from experimentation into operation, and […]
Meta turns to custom silicon as agentic AI shifts the balance of compute
Meta has agreed to bring tens of millions of custom processor cores from Amazon Web Services into its infrastructure, signalling a deeper shift in how large-scale artificial intelligence systems are being built and powered. The move centres on the deployment of AWS Graviton processors, a family of Arm-based chips designed by Amazon, which will now […]
Autonomous systems move from ambition to infrastructure as enterprise AI takes control
A deepening partnership between ServiceNow and Google Cloud signals a shift in how artificial intelligence is being deployed across large organisations, moving from isolated tools towards coordinated systems capable of acting independently across entire operations. Announced at Google Cloud Next, the collaboration introduces a set of AI-driven solutions designed to allow software agents to detect, […]
Europe scales up AI factories as compute demand begins to outgrow traditional infrastructure
Nebius is planning a 310 MW AI facility in Lappeenranta, Finland, a development that reflects the growing scale and industrialisation of artificial intelligence infrastructure across Europe. The proposed site, described as an AI factory, will be one of the largest dedicated deployments of AI compute in the region when fully operational. Initial capacity is expected […]
Gigawatt scale AI infrastructure begins to redefine the limits of industrial development
Crusoe has announced plans to build a 900 megawatt AI data centre campus in Abilene, Texas, a project that underlines how artificial intelligence is driving a new phase of infrastructure expansion measured not in megawatts, but gigawatts. The facility, designed to support large-scale AI workloads for Microsoft, will include two new buildings and an on-site […]
Britain races to deploy AI while governance struggles to keep pace
New research commissioned by Red Hat suggests that the rapid adoption of artificial intelligence across UK organisations is outstripping the systems designed to control it, raising questions about how enterprises will manage risk as AI becomes embedded in core operations. The study, conducted by Censuswide across 500 IT leaders in the UK, France, Germany and […]
AI startups: Where AI reshapes how work gets done
Enterprise workflows have long been shaped by software that organises information rather than understands it. In this fourth article drawn from companies presenting at NVIDIA GTC, the focus shifts to start-ups embedding intelligence directly into decision-making, automation, and knowledge systems, where AI is no longer assisting work, but beginning to redefine how it is executed. […]
Europe pushes quantum and AI closer as cloud platforms expand experimental compute
OVHcloud has made a further move to expand access to quantum computing through the cloud, integrating a photonic quantum system developed by Quandela into its existing platform. The addition of the Belenos quantum computer, offering 12 qubits of compute capacity, forms part of OVHcloud’s Quantum Platform, which provides quantum computing resources through a cloud-based, consumption […]
The expansion of AI is forcing computing into spaces not designed to support it
Vertiv has introduced a new wall-mounted cooling system for small IT environments across Europe, the Middle East and Africa, reflecting a broader shift in how artificial intelligence and distributed computing are reshaping the physical demands of digital infrastructure. The system, Vertiv CoolPhase Wall, is designed for edge deployments and compact data rooms where traditional cooling […]
New approach to power use suggests AI growth may not overwhelm the grid
Stellium Datacenters has reported a 75 per cent reduction in carbon emissions at its Newcastle-based facility after adopting a new method of sourcing electricity, offering a potential model for how AI infrastructure can expand without placing unsustainable strain on energy systems. The site, one of the UK’s larger purpose-built high performance computing data centre campuses, […]
Austrian data centre reveals how AI is redrawing Europe’s industrial map
Google has begun construction of a new data centre in Kronstorf, Austria, marking a further expansion of the physical infrastructure required to support artificial intelligence and digital services across Europe. The facility is intended to meet growing demand for Google’s platforms, including Search, YouTube, Maps and Workspace, while extending the company’s AI capabilities. It also […]
AI moves onto the factory floor as edge infrastructure reshapes industrial computing
Siemens has introduced an updated version of its Industrial Automation DataCenter, signalling a shift in how artificial intelligence is being deployed within manufacturing environments, moving from centralised systems into real-time operations at the edge. Presented at Hannover Messe 2026, the platform has been redesigned as an AI-ready infrastructure, integrating accelerated computing from NVIDIA and cybersecurity […]
The systems that no longer wait for humans
The infrastructure that once existed to support human workflows is being rewritten to support machine ones. As AI agents begin to plan, execute and iterate independently, the challenge for enterprises is no longer adoption, but whether their operating models can survive the transition. There has been a quiet but consequential shift in how artificial intelligence […]
Editing is shifting from craft to collaboration with AI agents
The process of video production has long been defined by manual effort, from logging footage to assembling sequences and managing vast archives of media. As demand for content accelerates, that model is coming under increasing strain, prompting a shift towards systems that can interpret, organise and act on media in ways that were previously the […]
Sovereign cloud becomes the new battleground for enterprise AI control
A partnership between PixerLens and Tata Consultancy Services reflects a growing shift in how enterprises are attempting to operationalise artificial intelligence within increasingly constrained regulatory environments. The decision to deploy PixerLens’ Annotet AI platform on TCS’ SovereignSecure Cloud signals a broader recalibration of priorities, where the ability to deploy AI is no longer sufficient without […]
Marketing is being rebuilt by AI agents that can act not just create
Artificial intelligence is beginning to reshape marketing in ways that extend beyond content generation, moving into the orchestration of entire workflows. What is emerging is a model in which AI systems do not simply assist human teams, but plan, create and execute campaigns across complex digital environments. A set of expanded collaborations between NVIDIA, Adobe […]
Britain risks losing the AI race not through ideas but through infrastructure
The United Kingdom’s ambitions in artificial intelligence are increasingly being shaped not by breakthroughs in models or applications, but by the physical constraints of energy, land, and compute capacity. A growing body of industry insight suggests that while policy attention remains focused on innovation, the underlying infrastructure required to support AI is failing to keep […]
The AI economy is creating jobs faster than the workforce can be trained
A new international coalition launched in Brazil is attempting to address a growing imbalance at the heart of the artificial intelligence economy, where the rapid expansion of data centre infrastructure is outpacing the availability of skilled workers required to operate it. Led by the Equinix Foundation, the initiative brings together Cisco, Vertiv, ODATA and Generation […]
AI startups: When AI enters the clinic and meets real clinical constraint
Healthcare has become one of the most persuasive arenas for artificial intelligence, but also one of the least forgiving. In this third article drawn from companies presenting at NVIDIA GTC in San Jose, the focus shifts to start-ups navigating health benefits, drug discovery, scientific reasoning, and clinical visualisation, where the consequences of uncertainty are immediate […]
The battle for AI is shifting from models to the silicon beneath them
The next phase of artificial intelligence competition is increasingly being defined not by software alone, but by the hardware that underpins it. As demand for large-scale inference and real-time AI services grows, companies are moving to design their own silicon, seeking greater control over performance, efficiency and cost. Meta has expanded its partnership with Broadcom […]
The future of AI may depend on how machines learn from the real world
Artificial intelligence has advanced at extraordinary speed in the digital domain, but its transition into the physical world remains constrained by a fundamental limitation. Unlike large language models, which are trained on vast quantities of internet data, robots must learn from far more limited and complex real-world environments. This gap is increasingly being recognised as […]
Enterprise AI confronts its trust problem as analytics moves inside the model
Alteryx has introduced a new AI Insights Agent on the Google Cloud Marketplace, embedding governed analytics directly into Gemini Enterprise in an attempt to address a persistent weakness in enterprise artificial intelligence. As organisations accelerate their use of generative systems to inform decisions, the gap between speed and trust is becoming harder to ignore. The […]
AI infrastructure is forcing a rethink of how electricity grids maintain stability
ABB and VoltaGrid have extended their collaboration on data centre power systems, underlining how the rapid expansion of artificial intelligence is reshaping not only demand for electricity, but the technical requirements needed to keep it stable. The agreement, signed at the energy industry conference CERAWeek in Houston, will see ABB supply 35 synchronous condensers with […]
Telecom networks are being rebuilt around AI at the edge
The architecture of telecommunications networks is undergoing a structural shift as artificial intelligence and real-time applications push compute away from centralised data centres and towards the network edge. What was once a model built around dense metropolitan hubs is being replaced by a more distributed approach, designed to process growing volumes of data closer to […]
The intelligence problem AI has been avoiding
Artificial intelligence has scaled faster than its own understanding of how intelligence forms. The result is a generation of systems that perform impressively but behave in ways their creators cannot reliably explain, control, or sustain. Artificial intelligence has spent a decade convincing itself that intelligence is a function of scale, that if enough parameters are […]
The hidden limits behind modern compute scale
AI infrastructure is being constrained not by software or silicon, but by the physical systems that connect them. Cabling, optics, and density are no longer implementation details, they are defining what AI architectures can actually be built. The assumption that AI scales cleanly with compute is beginning to fail in places that are difficult to […]
AI startups: Where AI meets industrial reality
Artificial intelligence is being forced into environments where systems must operate continuously, not just perform occasionally. In this second article drawn from companies presenting at NVIDIA GTC, the focus shifts to industrial settings, where labour shortages, infrastructure limits, and physical constraints are shaping how AI is deployed and scaled. The language around industrial AI still […]
Factories are becoming intelligence systems as AI reshapes industry
Manufacturing is entering a period of structural change as artificial intelligence moves from isolated applications into the core of industrial operations. What was once a question of whether to adopt AI has shifted towards how quickly it can be deployed at scale, and what kind of infrastructure is required to support it. At Hannover Messe […]
The network is becoming the intelligence layer of enterprise AI
The rapid expansion of enterprise artificial intelligence is exposing a structural weakness that has long been overlooked. While models continue to advance at speed, the networks that support them have remained largely static, creating a growing mismatch between computational ambition and operational reality. Equinix has moved to address that imbalance with the launch of Fabric […]
Intelligence moves to the edge as AI demand reshapes computing architecture
The expansion of artificial intelligence is no longer confined to centralised data centres. As organisations seek to deploy real-time applications closer to where data is generated, a new phase of infrastructure development is emerging, one that places increasing emphasis on compact, energy-efficient systems at the network edge. Supermicro has introduced a new family of systems […]
Manufacturing is discovering that generic AI is not enough
The industrial sector’s approach to artificial intelligence is shifting as companies confront the limits of general-purpose models in complex operational environments. What is emerging is a more specialised form of AI, designed to operate within the constraints and realities of manufacturing systems rather than abstract digital workflows. A collaboration between Infor and Amazon Web Services […]
AI is lowering the barrier to cyber attack and raising the stakes
The United Kingdom government has issued a warning that the latest generation of artificial intelligence models is reshaping the cyber threat landscape, enabling attacks to be carried out with greater speed, scale and accessibility than previously possible. Testing conducted by the UK AI Security Institute found that a frontier model developed by Anthropic, known as […]
AI is becoming the control layer for quantum computing
The path to practical quantum computing has long been defined by a series of unresolved engineering challenges, from fragile qubits to the persistent problem of error correction. What is now becoming clearer is that artificial intelligence may play a central role in overcoming these limitations, shifting the focus from purely quantum advances to hybrid systems […]
Open architectures emerge as the foundation for AI scale infrastructure
The rapid expansion of artificial intelligence is forcing a reassessment of how data centres are designed, powered and operated. As workloads grow more complex and power densities increase, the limitations of traditional infrastructure models are becoming increasingly visible, prompting a shift towards more open and flexible architectures. Legrand is positioning itself within this transition through […]
The future of AI will be decided by how systems are balanced
The rapid expansion of artificial intelligence is forcing a reassessment of what constitutes performance in modern computing. While much of the attention has focused on specialised accelerators, a growing body of work suggests that the real constraint lies in how entire systems are designed, orchestrated and scaled. A deepening collaboration between Intel and Google reflects […]
AI models are becoming more autonomous and harder to constrain
The latest generation of artificial intelligence systems is beginning to shift from responsive tools to semi-autonomous agents, capable of handling complex tasks with minimal oversight. This transition is raising new questions about reliability, control and the boundaries between capability and risk. Anthropic has released Claude Opus 4.7, the latest version of its large language model, […]
France turns to infrastructure partnerships to secure AI economy
The race to define leadership in artificial intelligence is increasingly being shaped not by algorithms alone, but by the infrastructure, partnerships and national strategies that support them. France has signalled its intent to strengthen its position through a new collaboration with AMD, aimed at expanding access to advanced computing and reinforcing the country’s AI ecosystem. […]
Intelligence is now constrained by physics and power
Artificial intelligence is no longer constrained primarily by algorithms or models but by the physical systems that power them. A new generation of AI infrastructure is forcing the industry to confront an uncomfortable reality: the future of intelligence will be determined as much by electricity and engineering as by software innovation. For much of the […]
AI startups: AI leaving the lab and entering the real world
Artificial intelligence is now being tested in environments that do not tolerate abstraction. In this first of seven articles drawn from AI startup companies presenting at NVIDIA GTC, the focus shifts to start-ups deploying AI into the physical world, where unreliable data, ageing infrastructure, and operational risk expose what these systems can actually do. For […]
Cooling dictates the limits of AI infrastructure
Cooling is no longer a supporting system within the data centre, it is becoming the mechanism that determines what can be deployed. As power densities accelerate beyond anything legacy environments were designed to handle, the ability to remove heat is shaping architecture, ownership, and ultimately the pace of AI adoption. There is a persistent assumption […]
How AI could transform networks from cost centres into economic engines
For decades enterprise and telecom networks have been treated as infrastructure overhead, a necessary expense that quietly connects applications and users. AI is changing that equation, transforming network performance from background utility into a direct determinant of revenue, competitiveness and strategic leverage. For most of the internet era, the network was measured in terms of […]
The processor everyone forgot is now running the AI economy
The AI boom has been framed as a triumph of acceleration, yet the system is beginning to fracture under the weight of its own orchestration. What looks like a compute revolution is, in operational terms, a coordination crisis, and the CPU is back at the centre of it. There is a point at which a […]
The network is no longer infrastructure it is the constraint on AI
AI is not failing at the model layer, it is failing in motion, in the movement of data between systems that were never designed to operate at this scale. The more compute we deploy, the more brutally the network is exposed as the system that ultimately decides what AI can and cannot become. The industry […]
The data centre was not designed for AI
Artificial intelligence is being scaled inside buildings conceived for a different era of computing. What looks like a question of performance is turning into something more fundamental, a confrontation between the physical logic of the old data centre and the thermal realities of the new machine. The data centre industry has spent years talking as […]
The real limit of AI infrastructure is not compute, it is heat
AI infrastructure is being designed around performance metrics that assume unlimited scaling. The reality is that thermal constraints are already determining what can be deployed, where it can run, and how far it can scale. The narrative surrounding artificial intelligence infrastructure remains dominated by compute. GPU availability, model scale, and power provisioning continue to define […]
When infrastructure becomes the failure point of intelligence
AI is moving out of controlled environments and into systems that cannot fail safely. The consequence is that data infrastructure is no longer a supporting layer, it becomes the system’s ability to function at all. Physical AI does not degrade quietly when something goes wrong. It fails in ways that are immediate, visible, and operationally […]
The ecosystem engine behind the AI factory
An AI factory does not fail at full load. It fails much earlier, in the handoffs between systems that were never designed to operate as one. As power densities climb and deployment timelines collapse, the industry is discovering that the real risk is not whether the technology works, but whether the infrastructure can hold together […]
The cloud continuum is real, but nobody knows how to operate it yet
Enterprises have accepted that AI will not live in a single data centre or hyperscale region. The unresolved challenge is how to operate intelligence that stretches from core to edge, across clouds and sovereign domains, without losing control of performance, economics or resilience. Architecturally, the debate is largely over. Serious organisations no longer assume that […]
Beyond silicon limits the race to redefine computing itself
The architecture of computing is no longer just evolving, it is fragmenting into competing paradigms that must somehow work as one. What emerges next will define not only performance, but whether AI itself can scale beyond its current constraints. The language of progress in computing has always been deceptively simple. Faster processors, denser chips, more […]
The inference explosion is rewriting the economics of artificial intelligence
Artificial intelligence has crossed a threshold where usage, not training, defines its trajectory. The shift to reasoning and agentic systems is driving a surge in computation that is fundamentally changing how AI is built, deployed, and monetised. For more than a decade, the trajectory of artificial intelligence has been defined by training. The industry focused […]
Artificial intelligence moves into space as computing leaves Earth
The expansion of artificial intelligence is no longer confined to data centres on the ground, as NVIDIA used its GTC conference to outline how AI systems are beginning to operate in space. The company’s latest announcements point to the emergence of orbital computing infrastructure, where data can be processed and acted upon directly in space […]
Engineering and manufacturing are being reshaped as AI begins to design the physical world
The application of artificial intelligence is extending beyond automation and analytics into the core processes of engineering and manufacturing, as NVIDIA used its GTC conference to outline how AI systems are beginning to take on roles traditionally carried out by human designers and engineers. The company’s latest announcements suggest that industrial workflows are moving toward […]
Autonomous vehicles are shifting from prototype to platform
The development of autonomous vehicles is entering a new phase, as NVIDIA used its GTC conference to position artificial intelligence not simply as an enabling technology, but as the foundation for a standardised global platform for mobility. The latest announcements suggest that the industry is moving away from fragmented development efforts toward shared architectures designed […]
Artificial intelligence moves into the physical world as systems begin to act
The centre of gravity in artificial intelligence is beginning to shift away from digital systems and into the physical world, as NVIDIA used its GTC conference to outline how AI is being embedded into machines, networks and environments that can perceive, decide and act in real time. The announcements point to a convergence of simulation, […]
Software is giving way to autonomous systems as AI agents move into the enterprise
The next phase of artificial intelligence will not be defined by better models, but by systems that can act. That was the underlying message from NVIDIA at its GTC conference, where the company set out a vision of enterprise software evolving into networks of autonomous agents capable of reasoning, planning and executing tasks with minimal […]
The factory is replacing the computer as AI infrastructure enters a new phase
NVIDIA used its GTC conference to signal a decisive shift in how artificial intelligence is built and deployed, moving beyond individual chips and models toward fully integrated systems designed to generate and manage intelligence at scale. The company’s latest announcements point to a future in which AI is no longer defined by standalone hardware or […]
Artificial intelligence is now constrained by how fast data can move
Artificial intelligence is entering a phase where performance is no longer determined solely by compute power, but by how efficiently data can be moved, stored and accessed. A new agreement between Samsung Electronics and AMD reflects a growing recognition that memory technology is becoming one of the defining constraints on AI infrastructure. The two companies […]
The future of artificial intelligence is being redesigned at the level of the processor
Artificial intelligence is forcing a fundamental rethinking of the most basic building blocks of computing infrastructure, as demand for continuous, large-scale workloads begins to outstrip the capabilities of traditional processors. A new collaboration between Meta and Arm signals a shift in how data centre silicon is being designed for an era increasingly defined by agentic […]