Issue 12
Viewpoint
case · European Union
Siemens and Nvidia: engineering effort cut by 85% at Erlangen plant
Siemens and Nvidia have deployed their physical AI blueprint live at the Erlangen plant, where Omniverse and industrial AI agents underpin the pre-production design of printed circuit boards. According to Siemens, engineering effort can fall by up to 85% and time to market by 40% (from 19 October 2026).
Who is affected and how
- plant manager
- Treat the Erlangen model as a pilot: pick an engineering-intensive process and measure how much work a combination of digital twin and agents can replace.
- engineer
- Some design and verification steps move into a virtual environment, so managing agents and digital twins becomes the main working tool.
automation · global
Siemens: AI could automate 70–80% of manufacturing processes, up from 30–40% today
A Siemens board member says AI could automate 70–80% of manufacturing, compared with 30–40% today. Siemens and Nvidia agreed on 22 October to build an industrial AI operating system using digital…
plant managerCompare your own automation level with today's 30–40% average, and identify which processes you would test first in a digital twin.skilled workerThe share of manual, repetitive tasks may fall, so building supervisory and setup skills pays off.investment · European UnionGermany and NVIDIA sign industrial AI declaration in Berlin
In Berlin, Chancellor Friedrich Merz urged businesses to embrace AI, and the federal government signed a declaration with NVIDIA under the Platform Industrie 4.0. NVIDIA plans to invest in four…
plant managerGerman industrial AI models and pilot projects may become directly available to plants in German customer and supplier chains, so it is worth following the platform's calls.engineerThe models and tools built around Platform Industrie 4.0 are likely to set the standard for physical AI, so it is worth getting to know them now.SME ownerPrepare for the AI expectations of German customers, and look for partners in the startup ecosystem.data centre · globalNvidia unveils DSX POD, a container-sized AI factory it says can be deployed in 14 days
Nvidia on October 21 presented the DSX POD AI Factory, a pre-cabled, liquid-cooled system containing seven Vera Rubin racks. The company says it can be deployed in 14 days rather than months, with…
engineerFactory-assembled modular construction shifts the emphasis from on-site building work to integration and the cooling and power interfaces.supplierProducts and integration capabilities that fit the partners named by Nvidia may gain an advantage.energy specialistWith a 14-day deployment window, the power and grid connection must be ready in advance.energy · United StatesUS prepares to restart three shut-down nuclear reactors for AI data centers
The United States is preparing to restart three reactors that have been shut down for years, with a combined capacity of 2.25 GW. The project is backed by Microsoft and Google (20 October 2026).
energy specialistData-center demand makes restarting existing baseload capacity economical too, so it is an option worth factoring in.Hungary
surveySurvey: four in five industrial players face skills shortages, and not all welcome AIplant managerThe skills shortage is the main barrier, so AI adoption should be planned together with training.skilled workerThe ability to work with digital and AI-based tools is a skill in rising demand on the labour market.SME ownerThe skills shortage is worth tackling through automation and in-house training; the survey's findings offer a starting point.factoryAnother Chinese carmaker reportedly eyes Hungary, as BYD builds a plant in SzegedsupplierThe presence of Chinese manufacturers in Hungary opens a new customer base, so it is worth assessing qualification requirements and the terms of local supplier programmes.skilled workerAnother manufacturer's investment could intensify competition for skilled labour.factoryEurope's first humanoid robot factory opens in SerbiasupplierRobot manufacturing emerging in the region may bring demand for components and services, so it is worth mapping supply opportunities.plant managerA nearby robot plant may mean a shorter supply chain for factories in the region.caseSkilled workers are increasingly valuable in Hungarian industry, says Job Impulse headskilled workerThe market position of skilled labour is strengthening; qualifications and pay expectations should be managed accordingly.plant managerRetention and training matter more than rehiring, because good skilled workers are increasingly scarce.energyHungarian reports examine the energy, water and mineral demands of AI data centresenergy specialistHungarian public opinion and regulation may grow more sensitive to data centres' electricity and water use, so the figures need to be handled with preparation.caseRobots will not permanently solve labour shortages in ageing societies, Corvinus study saysplant managerAutomation eases labour shortages but does not replace a skilled operator workforce.SME ownerThe decision to automate depends on both the payback and the availability of skilled staff.data centreGhost properties and fake megawatts distort the AI data centre market, report saysenergy specialistAnnounced capacities should be verified against grid connection commitments and permits.roboticsCollaborative robotics with AI and 3D vision demonstrated in BudapestSME ownerAI vision makes collaborative robots usable for smaller production runs too; it is worth attending a local demonstration.engineerProgramming and integration practices for 3D-vision cobots can also be tried out in the Hungarian setting.surveyHungarian companies adopt AI from customer service to manufacturing, Új Szó reportsSME ownerWith AI also entering manufacturing processes, it is worth starting with smaller, measurable pilots.caseIPOSZ to hold conference on AI in everyday small-business operationsSME ownerThe conference showcases good practices and Hungarian examples of small businesses using AI.
More key stories of the week
data centre · global
Digital twins in AI data center design: Schneider Electric, Nvidia and Dassault deployments
Schneider Electric, Nscale and Start Campus are applying the Nvidia Omniverse DSX blueprint in a live AI factory environment, while Nvidia and Schneider are testing an operational digital twin…
engineerManaging mechanical, electrical and operational data in a shared digital model requires a new way of working.energy specialistGrid connection and load can be simulated together, which may reduce design risk.energy · United StatesUS debates who pays for the grid costs of AI data centers
In Missouri, the utility faces costly grid upgrades because of data centers, while Washington is trying to write new rules on grid capacity. Consumer Reports proposed that data centers bear their own…
energy specialistRules on who bears grid costs could affect connection fees and customer agreements, so they are worth monitoring.SME ownerIf grid upgrade costs show up in tariffs, industrial electricity prices may be affected too, so it is worth checking how your power contract is indexed.energy · globalFlexible grid connections could cut AI data centre power wait to 2–4 years
According to BCG, flexible connection could cut the wait for power at data centres from 5–10 years to 2–4 years. Google is paying households and businesses to reduce their electricity use, and…
energy specialistDemand-flexibility services, such as load shifting and distributed generation, may offer new business opportunities.plant managerIf a plant's consumption can be shifted in time, such programmes can provide a source of revenue, so it is worth assessing your flexibility.case · United StatesGM plans to halve development time with AI and extend eyes-off driving to pickups and SUVs
At its GM Forward event, GM said it aims to halve its development cycle with AI and bring eyes-off driving to pickups and SUVs. OnStar is also getting an AI assistant (October 21–22, 2026).
supplierA shorter development cycle may mean faster sampling and validation demands on suppliers.engineerSoftware- and AI-centered development raises the value of simulation and data-management skills.energy · globalAI data centers drive natural gas demand in Latin America, the US and the Middle East
From Mexico to Argentina, AI data centers are creating new natural gas demand prospects, and Kinder Morgan's holdings are growing on data center and Southeast power demand. Offshore Data Center and…
energy specialistGas-based on-site generation may become the primary power source for data centers, so planning gas supply and capacity is a new task.energy · European UnionNVIDIA to assess former German nuclear plant sites for AI data centers
NVIDIA has agreed a cooperation with Germany's PreussenElektra to reuse the sites of idle nuclear plants as AI data centers. After the German shutdowns between 2022 and 2026, the news is an example…
energy specialistThe grid connections of decommissioned power plant sites could enter a new sales and operating scenario as data-center consumers.energy · United StatesAmazon plans nearly 1 GW small modular reactor project in Indiana
Amazon's nuclear project in Indiana would have a capacity of nearly 1 GW and could be one of the first modular reactor facilities in the US. According to one report, Amazon would build 12 small…
energy specialistLarge cloud providers are now building generation capacity directly, which creates a new customer and competitor role in the energy market.supplierThe small-reactor build-out may create demand for components and services, so it is worth assessing the qualification requirements.investment · United StatesEx-OpenAI research chief Bob McGrew's startup Arda raises $230 million for AI manufacturing at $1.5 billion valuation
Arda, founded by Bob McGrew, a former head of research at OpenAI, has emerged from stealth, raising $230 million at a valuation of $1.5 billion. The system operates as part of Anduril's ArsenalOS…
plant managerAI-based production control is attracting capital, so the market for software-based manufacturing-management services is expanding.robotics · United StatesAGCO to test Agility Robotics humanoid robots at its Hesston, Kansas, plant
AGCO and Agility Robotics announced a commercial agreement on 20 October for a humanoid robot pilot at AGCO's plant in Hesston, Kansas. The aim is to advance smart manufacturing.
plant managerThe pilot is a useful reference: it is worth defining which material-handling tasks can be tested with a humanoid.skilled workerHumanoids may initially take over repetitive logistics tasks, so training and supervisory roles come to the fore.automation · globalSchneider Electric, HPE and Nvidia bring AI agents to the edge of process-industry plants
Schneider Electric, HPE and Nvidia plan to deploy physical AI in process industries, using AI agents that run at the edge. The announcement was published on October 19, 2026.
plant managerThe agents run on the production line without the cloud, so edge hardware and data handling are also part of the investment plan.engineerThe boundary between the control layer and the AI layer is shifting, so integration tasks are being redistributed too.case · European UnionMercedes-Benz expands Nvidia partnership and introduces PLM.AI
Mercedes-Benz is extending its partnership with Nvidia to automated driving and AI-based manufacturing, and is speeding up global product development with PLM.AI, in which Siemens is also involved…
supplierThe OEM's product development process is becoming AI-assisted, so data-exchange and development formats should be agreed in advance.engineerAI tools built on PLM data are becoming part of the design workflow.robotics · European UnionGenerative Bionics to build Europe's largest physical AI data factory, with Italian hub
Generative Bionics is building a three-node physical AI data factory network, the first being a 5,000-square-metre hub in Italy, using AMD AI infrastructure. The aim is real-world robot training and…
engineerProducing robot-training data is becoming an industrial service that engineers can connect to.In brief
roboticsTesla pushes external Optimus deliveries to late 2027plant managerDo not plan humanoid purchases of Optimus before the end of 2027, and reliability questions should be examined for other manufacturers too.surveyOver 80% of supply chain leaders say their workers are not ready for AIlogistics specialistBefore introducing an AI tool, plan the training and the redesign of processes.plant managerThe human side is the barrier between pilot and full production, so budget training as a separate cost line.data centreMicrosoft pulls out of major UK AI data centre project over grid delaysenergy specialistGrid connection timing can sink a project, so the grid expansion schedule should be agreed early.supplierWith the investor pulling out, related orders may be rescheduled or cancelled, so it is worth covering this in contracts.automationTÜV SÜD and Accenture speed up certification of physical AI in factories and warehouses using Nvidia technologyplant managerA shorter certification process allows faster deployment of AMRs and robots, so certification timelines should be built into project plans.engineerThe methodology of safety certification is changing, so documentation requirements should be assessed early.survey81% of energy executives say AI power demand is underestimatedenergy specialistCapacity and grid development plans should also examine a higher demand trajectory.supply chainAI data centres drive memory chip shortage as Micron turns to long-term contractssupplierBecause of the memory shortage, component supply must be secured over a longer horizon, so signing long-term contracts is worthwhile.plant managerFor electronics products, rising memory prices and delivery times should be expected.investmentAmazon plans to invest more than €16 billion in Germany in 2027logistics specialistAmazon's German logistics expansion could also shape the regional transport and warehousing market.supplierThe AWS and logistics build-out could mean orders for construction and equipment suppliers.data centreUS residents are skeptical of and suing over AI data centersenergy specialistLocal opposition and lawsuits can delay permitting and grid connection, so community consultation is a critical project step.data centreExperts: growing AI use adds to data centres' energy demand and water strainenergy specialistCooling water demand and environmental requirements also play a role in site selection and permitting.automationNvidia unveils Cosmos foundation models and Omniverse digital twin upgrades for industrial automationengineerSimulation and world-model-based tools can speed up the training and testing of robots.supply chainDP World expands US data center logistics network as AI demand growslogistics specialistData center equipment requires specialized transport and storage, creating a new service market.supplierSuppliers that join these specialized supply chains can win orders linked to data center construction.caseAI-accelerated cyberattacks threaten connected factories and utilitiesplant managerAssess how quickly your OT network detects and responds, because faster defense alone is not enough.engineerFollowing the MITRE catalog update, the threat model should be extended to cover AI abuse.data centreData centre power supply: ABB Infinitus and supercapacitors target load swingsenergy specialistRapid fluctuations in AI load call for grid and storage solutions.engineerPower supply and energy storage architecture is key to data centre design.factoryQuantumScape's 100 MWh production line targets AI data centers and defensesupplierData centers are a new customer group for battery makers, which also shapes demand for components and materials.data centreNvidia's Minerva AIOps software aims to predict failures in AI data centersengineerStandardizing operational telemetry is a precondition for deploying such predictive tools.roboticsUnitree is building a self-improving humanoid robot systemengineerSelf-improving robots may also change training and validation methods, so developments need to be followed.roboticsOpenAI confirms humanoid robot, with demo planned for 2027plant managerThe number of players in the humanoid market is growing, so it is worth waiting before making a purchasing decision.roboticsAmazon's 1 million robots raise question about future of warehouse jobslogistics specialistRobotising warehouse processes points to a reshuffling of job roles, so developing machine-operator skills is advisable.roboticsSereact and Teradyne Robotics bring physical AI to logistics and retaillogistics specialistAI-driven robot arms may become available for order picking, so it is worth considering a pilot of warehouse processes.automationRockwell unveils FactoryTalk Conductor, an AI-native orchestration platform for industrial automationengineerLinking the control and AI layers brings new integration tasks to PLC environments.plant managerThe platform is worth evaluating as an expansion option for an existing Rockwell environment.investmentOmron to acquire OnLogic for $675 million to advance industrial AIsupplierConsolidation between industrial computer hardware and automation providers could change supplier relationships.factoryHyundai and Kia showcase 200 manufacturing technologies for smart factoriesplant managerThe solutions on show serve as a reference for planning automation roadmaps at one's own plant.caseSiemens and P&G scale AI-based quality inspection globallyplant managerMachine-vision quality inspection with an edge solution can be standardised across multiple sites.engineerMaintaining the models and the data pipeline becomes the job, not just installing the cameras.caseIn AI predictive maintenance, detecting a fault is not the same as diagnosing itengineerAn alert needs a root-cause process and data quality behind it, otherwise predictive maintenance remains a half-solution.data centreWelsh residents protest against a 23-metre-tall AI data centerengineerBecause of the noise and backup generators, residents' concerns belong in the early design phase.factoryFoxconn buys two Santa Clara buildings for $54.6 million to make AI hardwaresupplierExpanded US server rack production may create opportunities for local suppliers.factorySES AI ramps Korean drone battery plant to one million cells a yearsupplierDefense and drone customers want NDAA-compliant cells, which points to a market gap.investmentGermany bets on AI, quantum and clean tech as venture capital rises to €5.8 billionSME ownerThe growth of German robotics startups offers partnership and supplier opportunities.investmentFormic raises $50 million to scale physical AI across US manufacturingplant managerRobotics is also available as a service, which could lower the cost of entry.investmentAI demand could lift data centre spending to $2.1 trillion by 2028, forecast sayssupplierThe planned spending may signal demand for power, cooling and electrical equipment manufacturers.roboticsToyota and Honda test humanoid robots in their plantsplant managerRedesigning products and plants to be humanoid-friendly also affects production line layout.automationMistral and Nvidia team up to speed up industrial design with AIengineerAI-assisted design also brings European alternatives to the range of engineering tools.data centreGerman food industry giant builds its own data center with its own power plantenergy specialistIndustrial players are building data centers alongside their own generation, which changes the role of the grid connection.factorySK hynix to build US plant for Solidigm but drops IPO planssupplierThe expansion of memory production in the US affects supply chains and sourcing options.supply chainCritical-mineral and AI-chip supply alarms point to deeper supply-chain riskslogistics specialistProcurement plans should factor in mineral and chip risk, and backup sources should be sought.supply chainCopper becomes a strategic commodity as AI, grid expansion and defence spending growsupplierFor copper-intensive products such as cables and transformers, it is worth locking in raw-material purchasing.energy specialistThe copper demand of grid expansion is a cost risk for projects.automationNew global robot safety standards affect manufacturers, A3 saysengineerBefore installing a new robot, check what has changed in the relevant safety standards.plant managerCompliance requirements can affect both the cost and the timing of the investment.automationOneTrack unveils Iris-1 industrial world modelengineerIndustrial world models can help simulate robots and processes.investmentHolyvolt raises $45 million for AI-driven battery materials discoveryengineerAI-driven materials discovery could shorten development time for new cathode materials.robotics£3.67 million Yorkshire Robotics Hub to help manufacturers automateSME ownerUniversity robotics centres can give small businesses a chance to trial the technology, so it is worth looking for similar domestic initiatives.roboticsOrigin emerges from stealth with $20 million to build general-purpose construction robotsSME ownerThe arrival of construction robots could also affect the market for specialist trade contractors.roboticsDream Labs raises $90 million and unveils Dream-1 robot-control AIengineerHourly-priced robot-control AI brings a new cost model to robot programming.roboticsABB unveils two compact industrial robots for precision manufacturingengineerNew robot models for precision tasks are arriving; when selecting one, compare them with the existing fleet.