Wiadomości i analizy o automatyce, oprogramowaniu przemysłowym i sztucznej inteligencji.
According to an IIoT World article dated November 11, 2026, anomaly detection on the welding equipment at Goiana helped avoid 14 failures in six months. The key point is how the plant earned technicians' trust: by showing them the data.
A panel at the Industrial AI Summit 2026, reported by IIoT World on November 12, 2026, proposes a rule for placing AI workloads between edge and cloud and a four-stage path to autonomy. These are panel opinions with industry sponsorship, but they offer practical takeaways.
A panel at the Industrial AI Summit 2026, summarized by IIoT World on November 3, shows how Siemens and Ingersoll Rand use fleet-scale monitoring to sell guaranteed outcomes. The business model is harder than the technology, and the material is sponsored.
According to OPSWAT, scanning a file once at the OT boundary is not enough: integrity must be verified all the way to the PLC or HMI. Beyond the product itself, it raises a useful audit question for multi-site plants.
Texas Instruments has introduced a multiprotocol system-on-module and an IO-Link master, with industrial Ethernet protocol changes handled through a firmware update. Here is what it means for device and gateway designers, and what still needs to be verified.
Advantech has added the SPC-612E (12") and SPC-615E (15") touch Panel PCs to its SPC-600 series, with IECEx, ATEX and C1D2 certifications. The news matters to anyone looking to standardize operator interfaces in explosive-risk environments.
At the Industrial AI Summit 2026, Teva explained how it selects AI technologies for its 30 plants: about 300 evaluated in a year, filtered through five questions that go beyond the proof of concept.
According to AutoScheduler.AI's CEO, daily workforce planning at P&G sites has dropped from roughly 8 hours to 20 minutes. The figures are vendor-reported, but the model is useful for anyone running intralogistics and warehouses.
A panel at the Industrial AI Summit 2026 argues that every AI agent operating in OT should be treated as an insider and governed by the industrial cybersecurity team. These are industry opinions, but they point to a useful practice before granting any write access.
After France, attacks on supermarket refrigeration systems have reached Italy, causing physical damage to stock. Here is what is known as of 4 November 2026 and what to check in your own facilities.
On October 23, 2026, IIoT World published a Q&A with Gary Tillery (Skkynet) and Matt Morris (EverLine) on integrating AI into plants without widening OT exposure. It yields a stack of standards and a set of verifiable controls.
According to a November 2, 2026 IIoT World article, industrial AI pilots stall because of hidden costs, unclear ownership and generic models. We draw a readiness and budgeting checklist for teams taking AI into production.
According to a panel at the Industrial AI Summit 2026, AI agents in pharma must meet ALCOA principles just as human decisions do. For those designing data pipelines and historians, traceability at the moment of decision becomes an architecture requirement.
According to the Association for Advancing Automation (A3), North American companies ordered 10,989 robots in Q3 2026, the strongest quarter of the year so far. Here is what it means for teams working with PLC, HMI, SCADA and MES.
A panel at the Industrial AI Summit 2026, summarized by IIoT World on October 30, 2026, proposes three trust metrics and a four-level autonomy ladder for moving AI from pilot to operations.
On October 27, 2026, IIoT World picked up an argument from OPSWAT: in OT environments, autonomous AI should not change security settings but support analysis, with human approval of every change. It is a vendor's position, but it offers a useful design rule.
Stellantis' Goiana plant in Brazil built a two-layer data architecture based on DataOps and a Unified Namespace to support more than 30 AI applications. According to the presentation, integration times fell from months to weeks.
Schneider Electric, Aveva, Nscale and Start Campus have announced an end-to-end digital twin pilot built on the Nvidia Omniverse DSX Blueprint. It is a useful case for understanding how to integrate electrical, thermal and operational models in a single platform.
A panel at the Industrial AI Summit 2026 argued that when AI moves from one site to many, the data architecture breaks before the model does. Tag naming, clock synchronization and context are the critical weak points.
An Industrial Cyber feature published on 20 October 2026 gathers views from Dragos, OMV Petrom and a former CISO on securing satellite, cellular and radio links to unmanned sites. The guidance applies to anyone running distributed operations.
Siemens has won the BI-MU FutureTech Award 2026 for Eigen Engineering Agent, a generative AI assistant integrated into TIA Portal. The reported results are promising, but they remain to be verified and need to be governed by validation processes.
A panel at the Industrial AI Summit 2026, reported by IIoT World on October 19, 2026, explains why predictive maintenance has slipped from the top industrial AI use cases. The answer it points to is moving from simple anomaly alerts to precise prescriptions.
Claroty Team82 used an AI coding agent to reproduce exploits against Danfoss AK-SM 800A controllers from already-disclosed vulnerabilities. The gap between disclosure and practical exploitation is shrinking, and Internet-exposed devices feel it first.
On October 15, 2026, IIoT World published a Q&A with Schneider Electric and TwinThread on the human factor in industrial AI. Three practical takeaways emerge: decision support, shared accountability and a budget for change management.
A Q&A from the Industrial AI Summit 2026, published on October 14, 2026, outlines a concrete workflow: replay models on a digital twin's historical data, then move to controlled trials. The claims come from vendors and should be read with caution.
In a Q&A published by IIoT World on October 13, 2026, Denis Leite of Mekatronik describes a UNS architecture with a DataOps layer that filters AI commands bound for PLCs. A concrete pattern, but conceptual and sponsor-driven.
On 16 October 2026, Singapore's Cyber Security Agency (CSA) published an advisory on quantum-safe migration, with milestones in 2027, 2031 and 2035 and a grant for pilot projects, including OT and legacy systems. Even outside Singapore, the timeline is a useful planning reference.
According to Engineering.com on October 16, 2026, semiconductor companies are adopting NVIDIA's CUDA-X libraries, including the new cuPotential, to build "AI-defined" fabs. The case shows how AI agents and digital twins can be used together to test process changes before they reach production.
MITRE has released ATT&CK v20 with new ICS campaigns and software, a command interpreter technique, and detection strategies that account for asset and platform context. Here is what changes for those running industrial networks.
An interview published on October 16, 2026 with executives from Schneider Electric and TwinThread offers a practical framework for moving industrial AI beyond the pilot phase. The figures should be read with the knowledge that both interviewees are vendors.
The FERC staff report on fiscal year 2026 CIP audits identifies three recurring issues: late registration of new facilities, overlooked third-party systems and unmonitored AI tools. The findings apply to industrial plants outside the power sector as well.
On the night of 11-12 October 2026, a cyberattack manipulated connected refrigeration controls at several French retail chains, driving temperatures up to 50 °C. It is a concrete OT security case with physical consequences, relevant to anyone handling temperature-controlled goods.
A sponsored piece by MIPS, published on Manufacturing Dive on October 12, 2026, argues that agentic "physical AI" must run directly on plant equipment. It should be read as vendor positioning, but the issues it raises are concrete for anyone designing edge systems.
The NSA has published a fact sheet outlining 26 high-impact zero trust activities for protecting critical OT environments, including older ones. Written for the US Department of War, the guidance is useful to any plant running brownfield PLCs and HMIs.
At the Industrial AI Summit 2026, a panel outlined concrete controls for AI agents in plants: unique identities, audit trails, least privilege and no autonomous agents at Purdue level 0. These are expert opinions, not a standard, but they make a useful checklist.
According to a panel at the Industrial AI Summit 2026, the bottleneck for industrial AI is not data collection but the lack of a contextualization layer. A critical reading, with practical guidance for IT/OT leaders.
On 12 October 2026, the 9th Cybersecurity Forum in Brussels reiterated that regulation alone cannot close the gap between threats and the European energy sector's ability to respond. Here is what emerged and what it means for those running OT networks.
According to Rockwell Automation research published on October 8, 2026, nearly half of industrial organizations suffered a cyber incident in the past year, yet almost all say they are ready to contain one. The weak point identified is IT/OT integration.
According to Palo Alto Networks' 2026 report, about 60% of critical infrastructure organizations suffered a significant breach in the past year. Unpatchable OT assets and fragmented security tooling are major contributing factors.
On October 9, 2026, the FBI and Secret Service issued an advisory on the FortiBleed campaign, which is compromising internet-exposed FortiGate firewalls and SSL VPN gateways across all 16 critical infrastructure sectors. For anyone running industrial networks, the IT/OT boundary is the first place to check.
On October 8, 2026, the United States announced it had disrupted two tools used by Chinese state-sponsored groups, including Flax Typhoon, against critical infrastructure. Here is what has emerged and what OT and IT leaders can do right away.
Rockwell Automation has announced two new managed services for its SecureOT suite: Fortinet FortiGate firewall management and Infrastructure Managed Services. The signal is clear: vendors are moving from selling products to running OT security operations.
In a Q&A published by IIoT World on October 8, 2026, Boris Scharinger (Siemens) and Karthikeyan Natarajan (Infinite Uptime) answer eight practitioner questions. The result is practical guidance on data, retrofits, human oversight and maintenance economics.
A new Claroty survey, reported on October 8, 2026, finds that more than half of cyber-physical systems operators have suffered an attack that affected operations. Third-party access and the IT/OT divide emerge as the weakest points.
On October 9, 2026, the Physical AI Toolchain on AWS was announced: an open-source toolchain that combines cloud infrastructure with NVIDIA software to develop, simulate and deploy physical AI systems. What does it mean for those automating plants and lines with robots?
In an interview published by IIoT World on October 2, 2026, Schneider Electric's CPG lead argues that plants should connect their OEE data first and invest in AI only afterward. It is a vendor's view, but it touches real issues for anyone running a plant.
On October 6, 2026, the OT Cybersecurity Coalition asked CISA for a binding operational directive covering US federal civilian agencies. The proposal applies only to the public sector, but its six-part framework is useful to any industrial operator.
A guide sponsored by InfluxData, published on October 5, 2026, urges automotive plants to add a time series layer alongside their existing historians. We use it as an occasion to discuss the architecture in vendor-neutral terms.
According to Clusit data presented in Milan on 7 October 2026, manufacturing accounts for 18.4% of known cyber incidents in Italy in the first half of 2026, versus 5.4% globally. What the numbers mean and what to do on the OT floor.
On October 5, 2026, Schneider Electric announced its acquisition of PTC, the CAD and PLM software company. The deal brings product and engineering data together with industrial operations data, with AI as the stated goal.
Siemens has updated Simcenter Testlab with automated test workflows, system-level NVH prediction, AI-ready data preparation and virtual shaker testing. It is a useful example of connecting physical testing, virtual prototyping and data management.
On September 29, 2026, IIoT World published answers from Peter Sorowka, CEO of Cybus, on connecting LLM agents to a plant through MCP servers. The result is a useful reference architecture, along with an honest admission of what is still missing: standards for contextualization and agent identity.
According to Cloudera's 2026 Data Readiness Index, 82% of manufacturers know where their data resides, but only 58% consider it fully governed. The bottleneck is not the model but integration into operational workflows.
On 27 August 2026, the UK's NCSC reported a rise in attacks on exposed OT systems, while CISA published its Internet Exposure Reduction Guidance. Together, the two sets of advice provide a practical checklist for an exposure audit.