Robotics and automation
Industrial and humanoid robots, automated manufacturing and warehousing.
Viewpoint
November 2026 · 18
Cainiao opens its global warehouse network for training embodied AIlogistics specialistThe warehouse environment is becoming a source of robot data, so warehouse operators may gain new opportunities for partnerships.AWS launches new package to help bring physical AI into manufacturingplant managerCloud providers' industrial AI packages can lower the entry barrier, but data handling and costs must be clarified in advance.Siemens speeds up industrial AI scale-up and China localization, presents Eigen engineering agentengineerBy taking over routine tasks, automation engineering agents change the design workflow, so they are worth testing.Nvidia's FOX agent-based factory management platform promises faster investigation of downtimeplant managerAgent-based troubleshooting can reduce downtime, so it is worth launching a pilot on the lines with the longest stoppages.engineerFault-analysis agents require data integration, so the quality of production data is the first task.Unitree and AgiBot: humanoid progress is balanced between learning and mechanical precisionengineerMechanical precision and actuator quality are the bottleneck for deploying robots, so evaluations should focus on manipulation accuracy.Penske Logistics selects Pallet AI Solutions to handle freight invoiceslogistics specialistAutomating freight invoice checks can cut back-office labor costs, so it is worth reviewing your own invoice processing.Budapest to become a starting point for the autonomous factory eraplant managerIntegrated data-driven plant management requires a unified data layer, so connecting data sources is the first step.engineerIntegrating maintenance, materials management and production data creates new engineering tasks.South Korea launches AI data factory with 12 bipedal humanoid robotsengineerProducing the demonstration data used to train robots is becoming a workflow of its own, so data-collection skills are worth developing.SAP and Intel test autonomous robots fulfilling warehouse orders with physical AIlogistics specialistLinking warehouse ERP with robot control could lead to automated order fulfillment, so integration options are worth watching.Walmart extends Symbotic warehouse automation deal to 25 distribution centers in $6B agreementlogistics specialistWarehouse automation at large retailers is changing job roles, so warehouse training should focus on operating and supervising robots.supplierWalmart's automated centers may bring standardized packaging and shipping requirements.ADNOC becomes first energy company to deploy OpenAI's Frontier systemenergy specialistAI deployment in the energy industry can serve as a model for optimising production and transmission, so it is worth launching a pilot on one's own operational data.engineerAnalysing industrial operational data with AI agents requires process engineering expertise.SPS 2026 puts industrial AI and software-defined automation into practiceengineerSoftware-defined automation requires managing the software lifecycle instead of PLC programming, so it is worth preparing for training.plant managerSoftware-based control promises more flexible production-line changeovers, so it is worth testing in pilot projects.Comau and ABB build industrial robots on Nvidia's physical AI platformengineerSimulated digital twins can shorten robot programming and commissioning time, so testing the toolchain is worthwhile.plant managerAs robot makers link up with Nvidia's platform, interoperability should also be assessed when choosing suppliers.Audi brings AI-controlled humanoid robots to its Ingolstadt plant to automate a tough logistics taskplant managerThe humanoid robot pilot in the plant shows that automating internal logistics tasks is worth mapping out.logistics specialistAutomating in-plant material handling is changing the content of logistics jobs.skilled workerThe arrival of robots reshuffles shop-floor tasks, so skills in training and maintaining them are valuable.Naver and Siemens discuss industrial AI alliance spanning Korea and global marketsengineerDigital twins and industrial AI cooperation signal a reshuffling of the engineering software market, so platform dependencies should be assessed.Meta builds humanoid robot prototype with Fourier in three monthsengineerThe rapid prototyping cycle puts pressure on development timelines in the race to build humanoid robots.TKH to acquire industrial AI firm Wolkabout to expand its automation offeringsupplierConsolidation among automation providers affects partner selection, so software dependency should be assessed.Universal Robots' Hungarian head presents trends in the country's industrial roboticsplant managerComparing national robotisation trends with one's own plant helps set priorities for introducing collaborative robots.SME ownerCollaborative robots can also be used for smaller production runs, so the payback should be calculated for a specific task.
October 2026 · 73
Siemens CEO: industrial AI can reach smaller manufacturers tooSME ownerIndustrial AI offerings aimed at smaller manufacturers are being prepared, so it is worth preparing for supplier approaches.plant managerThe shift from pilots to plant-wide deployment will increasingly be expected.Meta develops humanoid robot with China's FourierChinese robots and open AI models could reshape Hungarian jobs tooplant managerGiven price pressure from Chinese robotics, it is worth reviewing automation investment plans.skilled workerTrained factory tasks may change, so robot-operation and maintenance skills will gain value.Audi plans humanoid robots to automate parts logisticslogistics specialistIntroducing humanoids affects in-plant parts-handling tasks.plant managerThe automotive example can be followed as a pilot for automating internal logistics.Neuron Industries raises $10M seed round for AI-based industrial controlengineerAI-native control offers new opportunities for designers of equipment and production lines.Schaeffler and Wandelbots form technology partnership on physical AIengineerThe open robot-programming platform helps extend the AI capabilities of production-line robots.Ultra raises $50M to bring AI packing robots to more warehouseslogistics specialistThe range of packing automation is growing, so warehouse packing processes are worth assessing.Siemens and Nvidia partner on industrial AI, including AI-based PCB inspectionplant managerIntroducing AI-based inspection on an electronics production line can be evaluated as a pilot using Siemens solutions.engineerLinking Siemens software with the Nvidia platform creates a new integration task.Digital twins could cut unplanned downtime by up to 30%, report saysengineerDigital twins are tools for reducing downtime and testing changes in advance.plant managerReducing unplanned downtime can be set as a measurable business target.Honeywell launches Forge Cognition for physical AI in buildings and industrial plants with Nvidia and Dellplant managerA new offering for plant and building-systems AI has appeared, so it is worth comparing with existing plant control systems.engineerBecause of the Nvidia–Dell hardware stack, integration and data-management requirements should be clarified in advance.Intel and SAP show physical AI automating warehouse material handlinglogistics specialistLinking robots to ERP processes could change how warehouse tasks are assigned.engineerDesigning the integration layers between ERP and robot systems is a key task.Rockwell Automation launches FactoryTalk Conductor to orchestrate AI across industrial automationengineerConnecting AI agents with the PLC world creates a new integration and security task.plant managerBefore adopting the product, it is worth assessing the compatibility of existing Rockwell systems.GXO expands Agility Robotics Digit humanoid deployments to two more US warehouseslogistics specialistDeploying humanoids in live warehouses affects manual material-handling tasks.Predictive maintenance: Wabtec and Razor Labs target mining fleets, Groundup.ai launches new engineengineerCompetition among predictive maintenance platforms widens the choice available for fleet operations.NISCO deploys swarm-intelligence steel model at scaleplant managerBetter rolling-force prediction is a steel-industry example of AI-based process control.engineerBuilding expert knowledge into a model shows the importance of process-engineering data collection.YYForce welcomes start of Tesla Optimus humanoid robot productionplant managerThe start of humanoid production is worth tracking for commercial availability, but the news comes from a third party.Teradyne Robotics and Sereact partner on physical AI for retail and logisticslogistics specialistAI control of collaborative robot arms could help automate order-picking tasks.Schneider Electric, HPE and Nvidia team up on industrial AI agents at the edgeengineerDeploying edge AI on the plant floor brings new hardware and network requirements.GlobalFoundries opens AI-enabled facilities control centre in Singapore with SiemensengineerUnifying semiconductor-fab facilities operations with AI changes maintenance workflows.plant managerPredictive maintenance is a reference case for cutting fab downtime.P&G expands Siemens AI-based quality inspection across its plants worldwideplant managerThe large consumer-goods maker's rollout is a reference for deploying AI-based quality inspection at plant scale.engineerScaling edge-based inspection across several plants requires standardised data and operating processes.Sereact 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.Unitree is building a self-improving humanoid robot systemengineerSelf-improving robots may also change training and validation methods, so developments need to be followed.New 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.OneTrack unveils Iris-1 industrial world modelengineerIndustrial world models can help simulate robots and processes.Tesla 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.Mistral and Nvidia team up to speed up industrial design with AIengineerAI-assisted design also brings European alternatives to the range of engineering tools.Nvidia 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.Rockwell 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.Collaborative 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.Dream Labs raises $90 million and unveils Dream-1 robot-control AIengineerHourly-priced robot-control AI brings a new cost model to robot programming.ABB unveils two compact industrial robots for precision manufacturingengineerNew robot models for precision tasks are arriving; when selecting one, compare them with the existing fleet.Siemens: AI could automate 70–80% of manufacturing processes, up from 30–40% todayplant 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.AGCO to test Agility Robotics humanoid robots at its Hesston, Kansas, plantplant 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.Schneider Electric, HPE and Nvidia bring AI agents to the edge of process-industry plantsplant 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.Generative Bionics to build Europe's largest physical AI data factory, with Italian hubengineerProducing robot-training data is becoming an industrial service that engineers can connect to.TÜV 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.OpenAI 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.Amazon'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.Toyota and Honda test humanoid robots in their plantsplant managerRedesigning products and plants to be humanoid-friendly also affects production line layout.£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.Origin 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.Europe and China race in industrial AI, with China ahead in robot deploymentplant managerChina's pace of robot deployment may signal a competitive disadvantage, which could add urgency to automation roadmaps.supplierThe spread of robots and automation raises customers' quality and price expectations.Hungarian-developed needle-free robot could automate cattle vaccinationengineerA domestic example of a robotic process carried through from identification to administration.SME ownerOn livestock farms the aim may be to replace labour-intensive vaccination and treatment tasks; details of implementation are best asked of the developer.Humanoid robots in factories and warehouses: Atlas learns under supervision, early warehouse lessonslogistics specialistBecause of humanoids' limitations in disorganised warehouse environments, a pilot should start with a narrow, controlled task.skilled workerUnder the supervised training model, workers can take part in teaching the robots.Hai Robotics and Hy-Tek Intralogistics to deliver warehouse automation for NAPA Auto Partslogistics specialistIn auto parts distribution, this large project is an example of warehouse robot deployment.Unitree H2 humanoid robot now on sale in Hungary for HUF 17 millionengineerThe platform can be sourced domestically for research, development and experimental use, which may shorten the start of pilots.SME ownerAt HUF 17 million, this is more a development or demonstration tool than a ready-made production solution.Denmark's largest retailer tests humanoid robots for night-time shelf stockinglogistics specialistThe night-time shelf-stocking trial is an early example of automating retail replenishment.skilled workerThe robots are currently slower than people, so for now they work in a supporting role.New AI warehouse robotics: OSARO, AutoStore and picking without product-specific traininglogistics specialistPicking without training and less manual intervention are the main directions in warehouse automation.engineerSoftware updates that fit into existing automated warehouses are worth evaluating.Industrial Next shows factory robots that can switch tasks in minutes at TechCrunch Disruptplant managerQuickly reconfigurable robots can cut changeover times for smaller production runs.engineerA way to switch tasks without reprogramming could affect how robot cells are designed.IFS launches industrial AI products for reliable execution and queryable operational dataplant managerQuerying production data directly can speed up decision-making.engineerThe industrial AI framework is part of the path from pilots to production use.BMW and VW use agentic AI to speed vehicle development as European automotive expands AI useengineerAgentic AI is entering engineering workflows to shorten the development cycle.supplierOEMs' faster development cycles may bring expectations of quicker data delivery and sampling.Amazon has more than 1 million robots, raising questions about the future of human workerslogistics specialistWork organisation in robotised warehouses and human-robot collaboration are the main planning topics.skilled workerTasks alongside robots are changing, so it is worth following how training develops.Siemens opens factory testbeds in China, plans AI agent scale-up in South Korea for 2027plant managerThe Chinese testbeds show where industrial physical AI is heading, which also affects supplier expectations.engineerIntroducing AI agents in manufacturing planning can be prepared now; Siemens' 2027 scale-up gives a window of time.Korea clears 20 humanoid robots for factory work; Hyundai to deploy more after 2032plant managerThe Korean deployments are industry examples for scheduling the introduction of humanoids.engineerIntegrating humanoids into factories is a question of connecting them to the automation system.ABB's EyeMotion with AI Robot Trainer simplifies robot deploymentengineerTools that simplify training can cut robot programming time.plant managerA shorter commissioning time affects payback calculations.UBTECH humanoid robots expand factory logistics work at FAW-VolkswagenengineerLinking the robot to the plant control system is the key to deployment.logistics specialistIn factory material handling, the capabilities of humanoids are being assessed in an industrial setting.Amazon launches AWS Physical AI Toolchain for roboticsengineerA cloud-based toolchain to support robot development and the training of physical AI.Hungarian engineering firm automates brewery logistics, another builds automotive machinerySME ownerThe examples of Hungarian machine builders and integrators show which customer markets can be reached through automation.engineerBrewery logistics and purpose-built machine manufacturing require integration expertise.Ultra raises $62 million for 'robots as a service' business, ties up with Physical Intelligenceplant managerRobots available as a service offer an alternative way to automate without upfront capital investment.SME ownerA monthly-fee robot model could lower the entry barrier to automation.Zalando, Sereact and CEVA Logistics start AI-powered automated returns handling in Germany and Polandlogistics specialistReturns processing, one of the most manual-labour-intensive parts of logistics, can also be automated with robots rented as a service.SME ownerThe pay-per-service model may also appear among the logistics partners of smaller web shops.Hungarian robotics demo shows AI-guided part handling as answer to labour shortageSME ownerBased on the demo, a bulk-part handling robot cell is a solution that can be tried out against the labour shortage.plant managerRobot deployment must be planned around the processes of the whole plant, not individual cells.NVIDIA Omniverse: AI agents build simulations, SimReady assets for roboticsengineerFree access to virtual prototyping and simulation tools makes it possible to test robot cells and production lines virtually at an earlier stage.plant managerDeployment based on digital twins can reduce the risk of production line changeovers.First Supply deploys Exotec robots to speed up warehouse picking tenfoldlogistics specialistTogether, vertical storage and robotic picking promise an order-of-magnitude improvement in warehouse throughput.Stäubli robots and AI inspect 100,000 peaches an hour at Greek processing plantplant managerRobotic sorting inspection with visual AI in food processing can serve as a high-throughput model.Hyundai and Boston Dynamics bet big on AI-based robot training for manufacturingplant managerTraining of production-line robots is increasingly AI-based, so deployment time and the required expertise need to be factored in.engineerRobot training methodology is shifting from programming to teaching and simulation.Logistics Reply introduces governed AI agent model for warehouse executionlogistics specialistGoverned management of AI agents' warehouse permissions will become a condition of deployment.RobCo valuation passes $1 billion; Minerva Humanoids raises about $10 millionplant managerCapital flowing into industrial robotics startups widens the range of suppliers.SME ownerNew entrants could help small and medium-sized businesses buy robotic automation at an affordable price.1,600 robots work in LPP's Polish warehouseslogistics specialistA Central European warehouse robotics reference that shows the scale of fleet management at a high robot count.Siemens Robot Pick AI system supports order picking; Hungarian firm is local systems integratorplant managerFor warehouse or production picking tasks, a Hungarian integrator is also available for the Siemens Robot Pick AI system, with an on-site survey.SME ownerThanks to the turnkey solution, even a smaller company does not need to build its own integration team to do robotic picking.IDC: Agibot led global humanoid robot shipments in first half of 2026plant managerRapid growth in shipments shows the supply side of the humanoid market is expanding, but volumes are still at pilot level.Vector, PEM Motion and FMC³ Robotics plan industrial embodied AI joint ventureengineerBringing together players in embedded software, drivetrains and robotics builds a European alternative for industrial humanoid and embodied AI development.Boston Dynamics Spot 5.2 update links robotic inspections to enterprise AI systemsengineerFeeding Spot inspection data into enterprise AI systems is an integration task, so it is worth assessing API and data-pipeline requirements.RobotPlusPlus raises 'tens of millions of dollars' to scale working-at-height robotsskilled workerRobotising dangerous work at height could reduce the number of hazardous tasks.
September 2026 · 54
Universal Robots launches Gen 7 platform for AI-ready industrial automationengineerWith a new cobot platform, it is worth checking how well it fits existing cells and AI-based applications.plant managerFor upcoming cobot purchases, compare the Gen 7 specifications with the lifecycle of the current fleet.A3's new ANSI standard completes the industrial mobile robot safety seriesplant managerBased on the standard setting out operator responsibilities, it is worth reviewing the operating and safety procedures for AMRs.engineerRisk assessment and the design of mobile-robot zones should be aligned with the full set of standards.Japan plans to put 10 million AI-driven humanoid robots to work by 2040plant managerA state humanoid strategy responding to labour shortages could shape demand for robot manufacturing as well as industry standards.Bauhaus automates container unloading and palletizing; Comau tests order picking for Decathlonlogistics specialistRobotising both inbound container handling and order picking offers practical references for warehouse automation plans.AI predictive maintenance spreads on railways, with KONUX Switch built for track switchesengineerA combination of IoT sensors and AI analysis is available for monitoring the condition of track switches.skilled workerMaintenance timing becomes data-driven, with fewer unnecessary interventions and more targeted ones.T-Robotics to lead 4.5 billion won national project demonstrating AI humanoids on production linesplant managerProduction-line demo projects for humanoid robots show where real-world pilots stand; the results are worth following.AI and robotics push car manufacturing toward 'dark' factoriesplant managerBefore extending stages that run without human intervention, it is worth testing AI quality-control solutions separately.skilled workerAs plants move toward 'lights-out' operation, the value of trained, supervisory and maintenance roles rises.Siemens and NVIDIA plan an AI operating system for every factoryengineerCombining probabilistic AI with deterministic control creates new validation and safety requirements in control development.Utilities build AI into grid operations: digital twins, agents and reliabilityenergy specialistWith AI assistants appearing in grid planning and operations, it is worth assessing what grid data and integration will be needed for deployment.Visual Components brings NVIDIA Omniverse into factory simulation as digital twins move toward physical AIengineerCompare the simulation of robot cells and production lines with Omniverse-based workflows before physical commissioning.plant managerAI-driven changes tested in simulation can reduce the risk of downtime on live lines.Siemens brings SINUMERIK MTR machine tool robot to North American marketengineerCombining a six-axis robot with CNC-level precision opens new options for designing machining cells.Tesla Optimus production hit by two obstacles: robot hands and trainingplant managerWhen introducing humanoid robots in a factory, it is worth drawing up a realistic timeline, because the training data requirement can be enormous.engineerHand mechanics and the collection of demonstration data are the bottleneck in humanoid projects.Robots and AI: can they replace guest workers in Hungary?plant managerPlants that depend on guest workers should compare the cost of automation with that of hiring labour.SME ownerMapping robotics grant opportunities can help address labour shortages.ST Logistics trains workers for new roles as it ramps up warehouse automationlogistics specialistAlongside the introduction of warehouse automation, a reskilling and upskilling programme should be launched for workers.skilled workerNew roles operating automated systems are opening up for those who do manual warehouse work.Factory access may define Korea's physical AI edge more than better modelsplant managerProviding factory data and test environments to robotics AI developers can create partnership and data-based value.engineerIn physical AI development, access to real factory data is as important as model quality.Locus Robotics uses AI to control warehouse robot fleetslogistics specialistCentral control of warehouse robot fleets affects task allocation and resource planning, so integration with the existing WMS should be examined.plant managerIn intralogistics automation, fleet-level control capability deserves to be treated as a separate evaluation criterion.Nvidia-backed Skild AI teaches robots new tasks from a single videoengineerVideo-based training could shorten robot programming time, so it is worth running a pilot on simple operations.plant managerMore flexible robot training could make automation more attractive for short production runs and frequent changeovers.IFR: about 7,000 humanoid robots sold in 2025, mostly for research and data collectionplant managerFactory deployment of humanoid robots is still at an early stage, so investment decisions should be grounded in pilot projects.engineerWhen evaluating humanoid platforms, research readiness and industrial readiness levels should be treated separately.Kawasaki Robotics and Dexterity partner on AI-driven warehouse automationlogistics specialistLoading and packing robots using physical AI may affect the manual labour needs of distribution centres.supplierFor robot integrators, manufacturer partnerships create opportunities for new integration projects.Siemens merges its software and factory automation businesses into one unitplant managerA unified software–hardware offering could simplify supplier relationships, but it also raises the risk of platform dependence.engineerAs the toolchain becomes unified, it is worth assessing how the existing PLC and software environment will fit in.OpenAI offers up to $500,000 a year for robot engineers as it steps up humanoid pushengineerAs big AI companies enter the robotics talent market, robotics engineers face pay and recruitment pressure.Boston Dynamics to train its Atlas humanoid robot in Hyundai car factoryplant managerCar-factory pilots will show which tasks humanoids can take over, so it is worth following the results.skilled workerInstalling humanoid robots in factories affects the shared workspace of people and robots.Embodied AI launches robotic workforce to address Europe's manufacturing crisisplant managerFor robotic answers to labour shortages, ask for evidence tailored to the specific factory task.SME ownerNew robot services may offer an alternative for coping with labour shortages; evaluate them on the basis of references.Geekplus opens European warehouse robotics lab in Düsseldorflogistics specialistLocal demonstration and testing facilities make it easier to try out and compare warehouse robots.SME ownerA European presence brings supplier support closer to mid-sized warehouses.Kenco innovation lab showcases GreyOrange's AI-powered warehouse orchestrationlogistics specialistThe orchestration showcase offers a reference point for coordinating robot fleets with the warehouse management system.Autobrains targets autonomous driving's next hurdle: scaling from city to cityengineerDriving models that generalise across cities widen the range of testing and validation tasks.Siemens and P&G scale AI-based quality inspection across global productionplant managerScaling visual AI inspection across multiple sites is a reference for extending pilots to the production line.engineerTransferring models between different plants requires a uniform data and validation procedure.skilled workerAutomating quality inspection shifts operators' tasks toward handling deviations.Siemens and Salesforce bring AI and digital twins into manufacturing workflowsplant managerConnecting sales and service data with production data may shorten the lead time between manufacturing and customer service.SME ownerFollowing manufacturer–software vendor integrations helps modernise one's own service and sales processes.Rockwell Automation joins Anthropic's Project Glasswing cyber defense initiativeengineerAI-assisted vulnerability discovery in industrial control systems can be built into OT security processes.plant managerOT cyber defense is part of production continuity, so it is worth requesting security commitments from suppliers.Universal Robots unveils Gen 7 cobot platform for industrial automation and physical AIplant managerBefore buying new cobots, compare Gen 7's capabilities with the cost of replacing or expanding the current fleet.engineerThe platform's AI integration options should be assessed when designing the next robot cells.SME ownerEasier cobot operation could lower the barrier to entry for smaller plants.Goldman Sachs raises 2035 humanoid robot forecast to 6.5 million as Agibot leads shipmentsplant managerUsing humanoid robots on the production line is an increasingly realistic option; it is worth planning a pilot for specific tasks.supplierHumanoid robots' demand for components and cabling represents a new, fast-growing supplier segment.engineerIntegrating humanoid platforms requires new safety and control competencies.Skild AI reaches $100 million in annual recurring revenue after 10 monthsplant managerGeneral-purpose robot-control AI is now commercially available; it is worth assessing deployment options.engineerIntegrating robot foundation models means data and training work rather than traditional programming.IMTS 2026: robots, AI and automation solutions take over McCormick Placeplant managerBased on the automation cells on display, machining plants can compare expansion and compact solutions.SME ownerAutomation with a smaller footprint may be relevant when expanding the machine park of small workshops.China's Pony.ai unveils latest robotruck model, targets European saleslogistics specialistThe arrival of autonomous trucks in Europe will, over the longer term, affect planning of haulage capacity and costs.supplierThe new entrant could also reshuffle automotive and sensor supplier chains.Caterpillar and FieldAI target AI-driven quarry operationsplant managerQuarry autonomy pilots show the risks and returns of automating heavy-equipment fleets.engineerCombining physical AI and digital twins creates new integration tasks for off-road vehicles.Liebherr uses Festo servo-pneumatic controller to automate EV battery disassemblyengineerThe automated battery-disassembly solution offers a model for process design in battery take-back and recycling.skilled workerAutomating hazardous disassembly steps reduces manual work, but setting up and supervising the machines requires new skills.Skild AI uses NVIDIA physical AI to teach robots new tasks from a single videoplant managerRobots that learn from video could shorten the training time for new tasks, so a pilot on a repetitive operation is worth planning.engineerThe S1 model's error tolerance and handling of displaced objects offer a new approach to robot programming tailored to real manufacturing conditions.skilled workerDemonstrating a task by video could take over part of traditional robot programming, raising the value of the trainer role.TCS launches India's first lights-out factory lab to drive AI-first manufacturingplant managerThe lights-out lab can serve as a test environment for assessing the feasibility of unmanned operation.engineerThe lab allows automation and AI integration patterns to be tested.JD.com plans to build logistics automation on 3 million robotslogistics specialistJD's example signals that operating models need to be aligned with the robot-based cost levels of Chinese logistics competitors.supplierLarge robot procurements create price pressure and capacity demand in the robot, sensor and component markets.Monumental's bricklaying robots aim to ease construction labour shortageskilled workerPartial robotisation of bricklaying shifts the bricklayer's job toward supervision and setup tasks.SME ownerConstruction robotics is a new tool for coping with labour shortages; it is worth watching which services become available.Maven Robotics raises $100M as Geek+ orders grow 35.5%logistics specialistThe warehouse robot market is maturing: task-specific robots and the subscription model mean the investment need not be treated as a one-off capital outlay.SME ownerA robotics-as-a-service subscription can lower the entry cost, so it is worth requesting a quote.Fanuc works with Palladyne AI and Google on intelligent robotic automationengineerWelding robots that interpret drawings could cut programming time, which matters most in high-mix production.skilled workerIn welding, robot programming and supervision skills become more valuable.XPeng puts humanlike robot into mass production in China, ahead of Teslaplant managerMass-produced humanoids may soon emerge as a possible tool for in-plant materials handling and support; prices and reliability data are worth tracking.CloudNC raises $20 million and Jaipur Robotics €4.3 million for AI automationSME ownerOfferings from machining and industrial AI automation startups may become available to smaller workshops; ask for a pilot.plant managerThe new funding rounds suggest AI tools for production planning and plant automation are moving toward commercial maturity.Neura Robotics and Seco to manufacture physical AI compute modules in EuropesupplierEuropean-built compute modules open a new supply chain for robot makers; the offer is worth assessing.engineerStandardised robot compute hardware could simplify robot integration planning.Nissan expands AI robots at its Smyrna plant to take over parts haulingplant managerInternal materials handling is a common first step in robotisation; automating a task done by 64 people sets the terms for payback.skilled workerMaterials-handling jobs are changing; workers should be retrained toward operator, maintenance and supervisor roles.Vention offers physical and agentic AI on one platform at IMTS 2026plant managerThe integrated robot and agentic platform offers a chance to shorten deployment time on the production line.engineerThe physical AI lab could speed up validation of robot cells before they go into production.Caterpillar and FieldAI to develop physical AI for construction and industrial sitesplant managerPatrolling and inspection robots make it possible to partly automate safety and site-monitoring processes.skilled workerOn-site inspection robots can take over some hazardous inspection tasks, while operator and maintenance skills become more important.Nissan's AI-powered factory robots can haul 4,000 pounds and call each other for backupplant managerCollaborating robot fleets able to move heavy loads could replace forklift transport in car-plant materials handling.logistics specialistCoordination between robots requires new internal logistics processes and safety rules.Sam Altman says OpenAI will build humanoid robots, a challenge to Tesla's Optimusplant managerAs more humanoid players emerge, purchasing options and prices will shift, so pilot planning should not be put off.engineerCompetition among humanoid platforms is accelerating changes in software and hardware architectures, so integration standards need watching.Caterpillar and FieldAI collaborate on industrial robotics and AI technologyplant managerNew AI-based solutions may emerge in environments that push the limits of conventional automation, so a pilot is worth planning.engineerThe integration and safety requirements of AI robotics tailored to dynamic environments should be assessed early.skilled workerIn heavy industrial settings, machine operation and supervision may move closer to autonomous systems.Utilities NextEra and Santee Cooper move legacy systems to Google AIenergy specialistModernising legacy systems with AI requires data and cybersecurity preparation.engineerThe switch brings integration tasks for utilities' engineering teams.Agile Robots brings physical AI to factories and collects robot training dataplant managerFactory deployment of physical AI platforms can be organised with integration partners, so it is worth assessing the providers available.engineerCollecting and managing training data is one of the key tasks in robotics projects.AI Summit and AI4Factory: AI arrives in factories, and a Hungarian-developed robotic hand makes its debutplant managerThe conference offers a chance to assess Hungarian industrial AI and robotics opportunities first-hand, so it is worth sending the technical manager.engineerDomestic robotic hand development could mean Hungarian partners and integration opportunities.SME ownerThese events offer an entry point to robotics and AI suppliers before any investment decision is made.
August 2026 · 65
Agricultural robotics and AI: from China's grain heartland to Carbon Robotics and Bonsai RoboticsSME ownerThe business model of agricultural robotics (fleet, service) can be an alternative to large machinery investments.engineerAdvances in vision-based autonomy also offer a template for automating off-road machinery.Dubai's DEWA adds AI and X-ray inspection to improve power grid reliabilityenergy specialistAsset diagnostics can be supplemented with AI and imaging, a new pattern for operational inspection.engineerCombining X-ray inspection with AI analysis is an example of how grid assets are assessed for condition.AI agents in logistics: Dachser guidance, agents in a colleague role, Rewe builds on Camundalogistics specialistDeploying agents requires a controlled, supervised process, and exception-handling rules must be set in advance.SME ownerSteps for turning an AI strategy into a logistics advantage: map processes, organise data, run a small pilot.Singapore's PUB awards S$4 million AI maintenance contract to Groundup.aiengineerCommissioning AI-based maintenance for a utility offers a template for tendering industrial predictive maintenance projects.energy specialistSimilar systems can also be applied to utility infrastructure.China's state buyers spent $230 million on humanoids in six months; robots work at about 20% of human speedplant managerPerformance still lags humans, so pilots should be limited to narrow, easily measured tasks.engineerMass internal deployment of Chinese humanoids will quickly generate data on what works and what does not.Fully automated excavators deployed on construction sites; Skild AI unveils S1 robot foundation modelengineerFoundation-model-based robot control and machine fleet coordination are a new integration task.SME ownerAutomated earthmoving machines may change contractors' capacity and cost calculations.IFS: agentic digital workers fill workforce capacity gap in aerospace and defenceplant managerSkills shortages in office and planning tasks can be bridged with AI agents, provided the tasks are assigned in advance.HUMAIN and Applied Intuition to deploy thousands of autonomous trucks across Saudi logistics networklogistics specialistA national-level autonomous freight network points to the future direction of road transport models, so operating experience is worth following.supplierAutonomous truck fleets will create demand for vehicle software and sensors.Siemens launches Eigen Engineering Agent in Thailand for automation engineeringengineerThe agent may take over part of automation engineering tasks, so it is worth assessing which PLC and design steps can be replaced.plant managerSuch tools can shorten engineering lead times, but deployment requires an output-verification process.Industrial edge AI: Emerson PACEdge 3.0, LG–Nvidia AI factory and Korean manufacturing AI with 23 billion wonengineerAs edge AI platforms expand, processing production-line data locally is a viable alternative to cloud-based solutions.Vale and ABB form strategic alliance to digitalise Brazilian iron ore minesengineerMining automation projects expect integrated digital solutions from control-technology suppliers.Agentic digital workers are filling the industrial capacity gapplant managerSoftware agents can partly address the labour shortage, but tasks and control points must be defined in advance.skilled workerRepetitive administrative and data tasks can shift to agents, while the supervisory and exception-handling role remains.Hungarian Industrial Special Machine Grand Prix: robotic cells and AI-controlled machines in the 2026 fieldengineerThe award-winning special machines show the current technology level of Hungarian machine building and can serve as a reference for your own cell design.Warehouse robotics: CJ Logistics deploys agentic AI in 40+ warehouses as multi-vendor robot fleets growlogistics specialistThe software that coordinates multi-vendor robot fleets will be the deciding factor in warehouse expansions, so it should be written into procurement terms.Figure AI leads humanoid robotics, RoboStrategy CEO says; it pays for videos to train robotsplant managerHumanoid robots are worth piloting on a well-defined warehouse or materials-handling task before planning a full rollout.engineerWith video-based training, documenting and standardising tasks becomes part of preparing for robots.XPeng's robotics unit raises over $900 million at a $6.3 billion valuationplant managerCarmakers' humanoid programmes signal that the range of production-line robots will soon widen, so it is worth following the supplier offering.Robot-brain investments: Skild AI valued at $14 billion, Sanctuary reaches 99.5% success ratesupplierAutomotive suppliers can also test AI-driven robot brains on complex assembly tasks, with cycle time and success rate as measurable criteria.engineerThe robot's "brain" is increasingly a separate software layer, so hardware and model choices are being decoupled.Amazon plans 'Tetromino' warehouse and fully automated delivery stationslogistics specialistAutomating the last mile points to a transformation of package-handling and sorting jobs, so processes should be reviewed with that in mind.Predictive maintenance: Oracle AI for electric-vehicle fleets as fleet maintenance costs top $16,000 a vehiclelogistics specialistCollecting fleet condition data and building predictive models to cut unplanned downtime is a proven starting point.engineerSensor data quality determines how much predictive maintenance helps.Teradyne Robotics files patent suit against Chinese rival; Neura acquires Adlatus RoboticssupplierThe EU patent case shows the legal risks of Chinese robot offerings and should be factored into procurement risk analysis.Mitsubishi Motors to bring AI-powered humanoid robots into its factoriesskilled workerHumanoid robots may affect some production-line jobs, while the supervisory and setup role becomes more valuable.Hitachi High-Tech uses physical AI to optimise cathode coating for solid-state batteriesengineerAI optimisation of coating parameters is a tool for improving cell manufacturing yield.plant managerWhen introducing new cell types into production, process optimisation can shorten the learning curve.Chinese robotics chiefs say robots are nearing their 'ChatGPT moment'plant managerThe statements are timing expectations, not finished products; base robot purchases on pilots.HUN-REN SZTAKI and Hitachi use generative AI to redesign battery production linesplant managerBefore a line conversion, check whether optimisation-based software design can shorten the planning phase.engineerThe collaboration with a Hungarian research institute offers a new tool for layout and process design.Omron and Delta show semiconductor inspection and dual-arm AI robot at Taiwan trade showsengineerProduction-line digital twins help with simulation before investment.plant managerDual-arm robot platforms point towards work cells designed to fit human workplaces.Vendo open house: automation in small-batch production at Hungarian SMEs is possible but not always simpleSME ownerFor small batches, look for automation that can be reconfigured flexibly rather than solutions built for large series.plant managerStart identifying automatable steps with the largest repetitive operations.Hexagon begins training AEON humanoid robots at Schaeffler factoriesplant managerTraining humanoid robots in bearing and motion-technology plants shows what a real pilot environment looks like.engineerExperience from industrial training offers guidance for designing robots adapted to human workplaces.Treon takes over Amazon Monitron technology as Motive and Geotab push AI predictive maintenanceplant managerAs a Monitron user, clarify the terms of the platform switch and how data will be migrated.logistics specialistCompare the price and payback of predictive maintenance tools that reduce fleet downtime.SME ownerFor smaller fleets, software-based forecasting can cut workshop costs.AI makes robots easier to use for small and large manufacturersSME ownerEasier-to-program robots lower the barrier to entry, so palletizing and inspection are the lowest-risk starting areas.plant managerWhen choosing robotic tasks, simpler installation and changeover are the deciding factors.Brightpick expands partnership with Dr. Max Group, building on Prague warehouse robotslogistics specialistRobotic order picking in a pharmaceutical wholesale warehouse offers a Central European reference project.Warehouse operators speed up automation, driven by wage pressure and fast home deliverylogistics specialistUnder a robotics-as-a-service model, operating responsibility and performance guarantees must be fixed in the contract.SME ownerSubscription-based robots that need no upfront capital can be considered even for a smaller warehouse.plant managerAutomating internal logistics is a cost factor because of wage escalation.AI in grid operations: Chilean transmission upgrade, Iberdrola's agents, wildfire preventionenergy specialistMaking better use of the existing grid (dynamic line rating) is an option to examine before building new lines.engineerExperience from deploying operational agents and risk forecasts can be adopted elsewhere.Warehouse robots: Robust.AI names new CEO, Dexory adds simulation, Dexterity loads truckslogistics specialistTruck unloading and loading is one of the newly automatable workflows worth trying in a pilot.engineerSimulation-based robot development can shorten deployment.LG and NVIDIA deepen alliance on humanoid robots, AI factories and future mobilityplant managerStandardisation of physical AI platforms will influence which platforms plants choose for later robot purchases.engineerRobot development built on the Nvidia ecosystem creates a need for matching skills.Humanoid welders in shipyards, and a steel-parts robot factory from former SpaceX engineersskilled workerRobots will complement welders' work, so complex welding skills that require programming and supervision may become more valuable.plant managerAI-driven automation of parts manufacturing is a competitive factor even in small-batch metalworking.Gravis Robotics raises $200M for autonomous construction machinesSME ownerConstruction subcontractors need to reckon with the spread of autonomous earthmoving machines.skilled workerMachine operation may shift toward machine supervision.Hungarian firms, including Waberer's, build fleet digitalisation partnership to cut costs and paperwork with AIlogistics specialistIt is worth assessing the automation of administrative processes (freight documents, fleet data) in your own operations too.SME ownerAs a smaller haulage subcontractor, you may find that the client expects digital data exchange.Hungarian Industrial Special-Purpose Machine Grand Prix field showcases robot cells and AI-controlled machinesplant managerThe references of domestic special-purpose machine builders show the local suppliers of robotised cells.engineerAI-controlled machines may become a new expectation in special-purpose machine building.Stellantis upgrades 15-year-old robots with AI vision from Inboltplant managerRetrofitting an existing robot fleet with AI vision can be a cheaper alternative to buying new robots.engineerA vision system that can be added to older robots is a way to expand capability without changing over production.Protolabs uses AI to make parts within 24 hoursSME ownerThe 24-hour manufacturing service competes with local workshops on prototype and small-batch sourcing.engineerFast part sourcing shortens development iterations.LG to unveil Nvidia-powered humanoid robot in early 2027engineerNvidia's GR00T, as an open platform, is becoming the basis of more humanoid developments, so compatibility is a design consideration.Schaeffler unveils formed strain wave gearboxes for humanoid robotssupplierAutomotive suppliers may find a new business opportunity in actuator components for humanoid robots.engineerGearbox technology is a cost and performance factor for humanoid actuators.Unilever scales AI-powered digital twins across global manufacturingplant managerA digital twin lets production line changes be tested virtually before actual rollout.engineerA digital twin is built on production data, so data infrastructure is the foundation of rollout.Tokyo Electron and Nvidia expand collaboration on agentic AI and roboticsengineerLinking semiconductor manufacturing equipment with AI agents points to the next directions in production-line automation.GXO CEO: AI data centre demand could triple by 2030, and robotics adoption is acceleratinglogistics specialistData centre-related logistics is a new business area, and warehouse robotics is increasingly part of standard practice.Robot orders rise in Q2 as automation demand broadens across industriesplant managerAutomation is no longer in demand only in traditional heavy industry; supplier lead times and prices depend on the growing order backlog.supplierRobot makers' growing order backlogs create opportunities for robot integrators and component suppliers.HUN-REN SZTAKI and Hitachi use AI-based system to automate production line planningengineerOptimization-based automatic line planning could replace manual layout and scheduling iterations.plant managerCombining AI and optimization can shorten the planning time for a new or reconfigured battery production line.Emerson brings more advanced AI capability to the industrial edgeengineerAI running at the edge reduces cloud dependence, and simpler deployment may speed up pilots.Safety standards blur the line between industrial robots and cobotsengineerRisk assessment must cover the entire robot cell, not just the type of robot.plant managerWhen installing a cobot, compliance of the whole application with safety requirements must be demonstrated.PepsiCo tests its factories in software before ordering steelplant managerVirtual layout testing before expansion can reduce investment risk.engineerLayouts can be tested with AI before physical rebuilding begins.Chinese humanoid makers account for over 97% of global shipments, report saysplant managerWhen procuring humanoid robots, buyers must in practice reckon with Chinese suppliers.supplierFor Western component and drivetrain suppliers, Chinese manufacturers appear both as competitors and as customers.AI-based predictive maintenance cuts unplanned downtime but needs data, training and trustplant managerThe ROI of predictive maintenance depends on the quality and integration of machine data, not only on the software.engineerTraining the model requires clean, integrated machine data, and maintenance staff's trust is a precondition for rollout.skilled workerA maintenance worker's job is driven by forecast-based intervention instead of planned cycles.Google DeepMind's role in transforming manufacturing automationengineerAs the focus shifts from general AI research toward manufacturing automation, integrating manufacturing data and control systems may come to the fore.US ports test AI in cargo flows despite cybersecurity and logistics challengeslogistics specialistPort AI pilots aim to speed up the flow of transfer information, and cybersecurity risk must be handled separately.Modcon Systems develops industrial AI built on process analyzersengineerProcess analyzer data can serve as input for industrial AI models, and measurement quality is decisive.Tate deploys 58 Hirebotics cobot welders across multiple facilitiesSME ownerCobot welding is within reach of smaller shops too, so replacing welding capacity is worth examining.skilled workerWelders' duties may shift toward supervising and programming the cobot.Maximo says its robots have installed 180,000 solar panelsenergy specialistRobotic solar installation may affect the pace and cost of building solar plants.Humanoid robots in factory deployment and the cybersecurity risks they bringplant managerBefore a humanoid pilot, network segmentation and security requirements must also be clarified.engineerFor networked robots, cybersecurity is a design requirement.Avatar Robotics raises $6.5 million seed round for VR-controlled industrial robotsplant managerRemotely operated robots could offer an alternative for hard-to-fill shifts.skilled workerRemote robot operation could create a new type of job.ABB and NVIDIA outline framework for deploying physical AI in manufacturingplant managerIndustrial suppliers' frameworks for physical AI are taking shape, so it is worth preparing pilot project plans.engineerIntegrating robot control with AI simulation calls for new skills.Yusen Logistics and Destro deploy AI human-robot collaboration platform for transload operationslogistics specialistCollaborative robotic transloading is a reference project for automating one's own warehouse processes.UK launches £20 million funding competition for agricultural robotsAI system monitors gas turbines at Alba's power station for predictive maintenanceenergy specialistCondition-based turbine maintenance could reduce unexpected shutdowns.engineerIntroducing data-driven diagnostics requires adequate sensor coverage and data quality.Chinese robots expand abroad: warehouse units in Britain, industrial robot exports to Thailandlogistics specialistA growing supply of Chinese warehouse robots could bring price competition in warehouse automation.supplierChina is an increasingly strong player in the robot manufacturing chain.Siemens, Databricks and FFT link production data to enterprise AIplant managerLinking plant data directly to AI could lower integration costs.engineerA review of OT-IT integration architecture is due.