Manufacturing Tomorrow

Manufacturing Tomorrow

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Advanced manufacturing, factory automation and 3D printing industry coverage.

DRM to Showcase Integrated Automation Systems at MAX 2026
NewsMar 12, 2026

DRM to Showcase Integrated Automation Systems at MAX 2026

DRM, LLC will exhibit at the MAX Manufacturing and Automation Exchange in Nashville from March 24‑26, showcasing its end‑to‑end automation solutions at Booth #515. The company will run a live robotic demonstration cell that highlights precision motion control for dispensing, material...

By Manufacturing Tomorrow
MIT CTL and Mecalux Develop an AI-Based Simulator to Optimize Inventory Across Warehouses
NewsMar 10, 2026

MIT CTL and Mecalux Develop an AI-Based Simulator to Optimize Inventory Across Warehouses

MIT’s Center for Transportation & Logistics and warehouse‑technology firm Mecalux have launched GENESIS, an AI‑driven simulator that uses a genetic algorithm to evaluate thousands of inventory‑distribution scenarios across a multi‑warehouse network in minutes. The platform ingests demand forecasts, transport costs...

By Manufacturing Tomorrow
MRPeasy in Financial Times List of Fastest-Growing Companies in Europe
NewsMar 10, 2026

MRPeasy in Financial Times List of Fastest-Growing Companies in Europe

MRPeasy has been listed for the third straight year in the Financial Times 1000: Europe’s Fastest‑Growing Companies, ranking 148th in the IT & Software category. The cloud‑based manufacturing ERP now supports over 2,200 small manufacturers in 70 countries, with the United...

By Manufacturing Tomorrow
Roboticom Announces New Distribution and Innovation Partnership with Forged Path Automation
NewsMar 10, 2026

Roboticom Announces New Distribution and Innovation Partnership with Forged Path Automation

Roboticom announced a distribution and innovation partnership with Forged Path Automation to broaden U.S. market reach and develop turnkey process‑automation solutions. The deal leverages Roboticom’s ARPP® software, which reduces robot training from weeks to days, and its SandRob™ finishing robot...

By Manufacturing Tomorrow
DATA REVEALS U.S. MANUFACTURING FACES A 2 MILLION WORKER SHORTAGE
NewsMar 10, 2026

DATA REVEALS U.S. MANUFACTURING FACES A 2 MILLION WORKER SHORTAGE

The Labor Shortages Report from MIE Solutions warns that 26% of the U.S. manufacturing workforce will retire by 2030, creating a gap of 1.5‑2 million unfilled roles. A new Job Posting Intensity score shows the national benchmark at 0.50, with 24...

By Manufacturing Tomorrow
Newcastle Systems Set to Unveil Latest Hybrid Solution at MODEX 2026
NewsMar 10, 2026

Newcastle Systems Set to Unveil Latest Hybrid Solution at MODEX 2026

Newcastle Systems will unveil its newest hybrid‑automation mobile workstation at MODEX 2026 in Atlanta, April 13‑16. The device combines on‑board scanning, printing and data access with ergonomic design to cut motion waste and fatigue. Positioned as a cost‑effective alternative to...

By Manufacturing Tomorrow
New Collaboration Between ACS and FANUC Robotics Powers Single-Source Delivery of Facility Design and Automation Implementation
NewsMar 10, 2026

New Collaboration Between ACS and FANUC Robotics Powers Single-Source Delivery of Facility Design and Automation Implementation

ACS announced its certification as a FANUC systems integrator, enabling the company to deliver fully integrated facility design and robotics implementation from a single source. The partnership merges ACS's engineering, controls, and construction expertise with FANUC's industrial robots, covering specification,...

By Manufacturing Tomorrow
Embedder v0.3.1 Nominated for Embedded Award 2026 as the AI Firmware Platform Moves Into Production
NewsMar 10, 2026

Embedder v0.3.1 Nominated for Embedded Award 2026 as the AI Firmware Platform Moves Into Production

Embedder’s AI‑powered firmware platform v0.3.1 has been nominated for the Embedded Award 2026 in the Startup category, signaling its shift from experimental to production‑validated. The tool grounds large‑language‑model agents in hardware‑specific documentation, enabling real‑time code generation, compilation, flashing and hardware‑in‑the‑loop...

By Manufacturing Tomorrow
Keynote Speakers Set to Inspire Industry with AI and Partnership Concepts at Wire Expo 2026
NewsMar 9, 2026

Keynote Speakers Set to Inspire Industry with AI and Partnership Concepts at Wire Expo 2026

Wire Expo 2026 will convene May 5‑7 at Milwaukee’s Baird Center, uniting wire and cable manufacturers, suppliers, and industry leaders under the theme “Accelerating Progress Together ~ Where wire, innovation & industry connect.” The event features two high‑profile keynotes—John W. Mellowes on partnership‑driven steel strategy...

By Manufacturing Tomorrow
A Recipe for Batch Processing Success
NewsMar 9, 2026

A Recipe for Batch Processing Success

Valmet has launched FlexBatch 8, its latest ISA‑88‑compliant batch automation and recipe management software, now fully integrated with both Valmet DNAe and D3 DCS platforms. The solution lets operators create and modify recipes using a drag‑and‑drop interface, removing the need for...

By Manufacturing Tomorrow
Panasonic Connect Unveils Latest in Smart Manufacturing at APEX EXPO 2026
NewsMar 9, 2026

Panasonic Connect Unveils Latest in Smart Manufacturing at APEX EXPO 2026

Panasonic Connect North America debuted a suite of smart‑manufacturing solutions at APEX EXPO 2026, including a new Auto‑Setting Feeder that cuts loading time by more than half. The showcase featured the NPM‑GP/L screen printer with 12‑second cycles and ±3.8 µm accuracy, the autonomous...

By Manufacturing Tomorrow
Ter Hoek Expands Into Technical Ceramic Manufacturing with XJet Carmel 1400C 3D Printing Solution
NewsMar 9, 2026

Ter Hoek Expands Into Technical Ceramic Manufacturing with XJet Carmel 1400C 3D Printing Solution

Ter Hoek, a Dutch precision‑metal specialist, has adopted XJet’s Carmel 1400C ceramic 3‑D‑printing system, introducing NanoParticle Jetting (NPJ) technology to its production line. The move expands the company’s material portfolio from metals to high‑performance ceramics, enabling complex, high‑precision parts for aerospace, semiconductor...

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DFI to Showcase Edge AI Platforms, Powered by Intel, for Robotic Automation and Industrial Applications at Embedded World 2026
NewsMar 9, 2026

DFI to Showcase Edge AI Platforms, Powered by Intel, for Robotic Automation and Industrial Applications at Embedded World 2026

DFI will showcase its new edge AI platforms, co‑developed with Intel, at Embedded World 2026. The portfolio includes the PTH9HM COM‑HPC Mini module for defense and unmanned systems, offering real‑time 8K vision and AI inference, and the PTH171/173 Mini‑ITX motherboards...

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NORD DRIVESYSTEMS at LogiMAT 2026 in Stuttgart
NewsMar 9, 2026

NORD DRIVESYSTEMS at LogiMAT 2026 in Stuttgart

At LogiMAT 2026 in Stuttgart, NORD DRIVESYSTEMS unveiled its latest decentralised drive portfolio, highlighted by the NORDAC LINK frequency inverter with built‑in Ethernet connectivity and advanced safety functions. The new inverter supports encoder‑less control of high‑efficiency IE5+ synchronous motors and mirrors...

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EP-M300L Production-Ready Automation Line: Turnkey Solution for High-Volume Manufacturing
NewsMar 6, 2026

EP-M300L Production-Ready Automation Line: Turnkey Solution for High-Volume Manufacturing

Eplus3D unveiled the EP‑M300L metal powder‑bed‑fusion printer paired with a production‑ready automation line designed for continuous, high‑volume manufacturing. The machine offers a 300 × 300 × 450 mm build volume, up to six lasers, and a modular build‑cylinder that can be swapped without halting production....

By Manufacturing Tomorrow
LinkWorx & Bivocom: A Parternership for Robust Industrial IoT
NewsMar 5, 2026

LinkWorx & Bivocom: A Parternership for Robust Industrial IoT

LinkWorx announced a strategic partnership with Bivocom, integrating its Multi‑SIM (MSIM) technology into Bivocom’s industrial wireless portfolio. The combined solution delivers automatic carrier selection and failover, ensuring uninterrupted connectivity for IoT and M2M devices in harsh environments. Targeted sectors include...

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Matrix 830 - Matrix 930 - Highest Throughput Delivered with Simplicity
NewsMar 5, 2026

Matrix 830 - Matrix 930 - Highest Throughput Delivered with Simplicity

Datalogic unveiled the Matrix 830 and 930 series, the only 2D area imagers capable of scanning conveyor belts up to one metre wide with a single device. Featuring a 28‑megapixel sensor and PackTrack™ technology, the scanners handle speeds of up to...

By Manufacturing Tomorrow
RELEX Report: 86% of Supply Chain Leaders Impacted by Tariffs and Economic Pressures as Companies Split on Pricing and Inventory...
NewsMar 5, 2026

RELEX Report: 86% of Supply Chain Leaders Impacted by Tariffs and Economic Pressures as Companies Split on Pricing and Inventory...

A RELEX survey finds 86% of supply‑chain leaders say recent tariffs and broader economic pressures have already disrupted operations. More than half of respondents have raised consumer prices, while 24% are shifting sourcing away from affected regions. Companies are split...

By Manufacturing Tomorrow
Why Warehouse Insight Is the Go-To Mobile WMS Solution for Dynamics 365 Business Central Users
NewsMar 5, 2026

Why Warehouse Insight Is the Go-To Mobile WMS Solution for Dynamics 365 Business Central Users

Warehouse Insight is a native mobile WMS add‑on for Microsoft Dynamics 365 Business Central that brings real‑time inventory visibility, barcode scanning, and offline capabilities to the warehouse floor. The solution offers a drag‑and‑drop App Designer, a free WMS Express tier...

By Manufacturing Tomorrow
Orizon Aerostructures Deploys Flexxbotics to Power Data-Driven Autonomy at Scale in Aerospace Manufacturing
NewsMar 5, 2026

Orizon Aerostructures Deploys Flexxbotics to Power Data-Driven Autonomy at Scale in Aerospace Manufacturing

Orizon Aerostructures has deployed Flexxbotics’ autonomous manufacturing platform to create a data‑driven, closed‑loop control environment across its aerospace production lines. The integration links CNC machines, FANUC robots, and enterprise PLM systems, feeding multimodal sensor streams into industrial AI for real‑time...

By Manufacturing Tomorrow
Manufacturers Spending More On Cybersecurity Yet Cyberattacks Only Account for 5% of Downtime, Research Reveals
NewsMar 5, 2026

Manufacturers Spending More On Cybersecurity Yet Cyberattacks Only Account for 5% of Downtime, Research Reveals

Manufacturers are boosting cybersecurity budgets, yet a new Macrium‑Newton X study finds cyber incidents account for just 5% of production downtime. The bulk of costly outages stem from internal operational failures—mis‑planned maintenance, configuration errors, and network glitches—creating a widening "recovery gap."...

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Business Central AI Forecasts Now Drive Planning Parameters with Enhanced Forecasting Worksheet
NewsMar 4, 2026

Business Central AI Forecasts Now Drive Planning Parameters with Enhanced Forecasting Worksheet

Insight Works has extended its Enhanced Forecasting Worksheet to link Microsoft Dynamics 365 Business Central AI forecasts directly to item planning parameters such as safety stock, reorder point, and maximum inventory. Users can create expressions that combine forecast quantities, historical...

By Manufacturing Tomorrow
Altera Advances FPGA-Based Physical AI for Robotics and Edge Applications
NewsMar 4, 2026

Altera Advances FPGA-Based Physical AI for Robotics and Edge Applications

Altera showcased its Agilex 3 and Agilex 5 FPGA families at Embedded World, highlighting a unified sensor‑to‑actuator architecture for physical AI in robotics, industrial vision, and edge devices. Live demos demonstrated high‑definition camera fusion, medical imaging preprocessing, and deterministic low‑latency robotic control....

By Manufacturing Tomorrow
VIA Labs Announces Availability of Industrial-Grade USB 5Gbps and 10Gbps Hub Controllers at Embedded World 2026
NewsMar 4, 2026

VIA Labs Announces Availability of Industrial-Grade USB 5Gbps and 10Gbps Hub Controllers at Embedded World 2026

VIA Labs announced at Embedded World 2026 the release of two industrial‑grade USB hub controllers, the VL819i (5 Gbps) and VL822i (10 Gbps). The devices are offered in Q7 (9 × 9 mm) and Q8 (10 × 10 mm) packages, supporting USB‑A and USB‑C downstream ports with pin‑to‑pin...

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From One Image to 3D: Beginner Demand Drives Attention Toward AI Modeling Platforms
NewsMar 4, 2026

From One Image to 3D: Beginner Demand Drives Attention Toward AI Modeling Platforms

Math Magic’s Hitem3D v2.0 launches as an AI‑driven platform that turns a single photograph into a production‑ready 3D model within minutes. The upgrade adds high‑resolution 1536³ texture output and structure‑aware synthesis to improve mesh stability and reduce post‑processing. By simplifying the...

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Metamorphic AM Launches Rapid Geometry Review to Expand Access to Elite DfAM Expertise
NewsMar 4, 2026

Metamorphic AM Launches Rapid Geometry Review to Expand Access to Elite DfAM Expertise

Metamorphic AM has introduced Rapid Geometry Review, a service that provides expert Design for Additive Manufacturing (DfAM) evaluation before production. The offering assesses structural logic, printability, material suitability, manufacturability, and missed geometric opportunities, aiming to cut risk and accelerate development....

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Siemens Delivers Verified AI-Driven Cybersecurity Solution for Industrial 5G with Palo Alto Networks
NewsMar 4, 2026

Siemens Delivers Verified AI-Driven Cybersecurity Solution for Industrial 5G with Palo Alto Networks

Siemens announced a verified AI‑driven cybersecurity solution for private industrial 5G networks, developed with Palo Alto Networks. The offering integrates Siemens’ private 5G infrastructure, the SINEC Security Monitor, and Palo Alto’s next‑generation firewall optimized for OT protocols, delivering IEC 62443‑grade protection...

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Simplify Choosing the Correct Type of Bearing. A How-To Guide From Emerson Bearing.
NewsMar 3, 2026

Simplify Choosing the Correct Type of Bearing. A How-To Guide From Emerson Bearing.

Emerson Bearing, a Boston‑based supplier with more than six decades of experience, has released a complimentary e‑book titled “Choosing the Correct Type of Bearing for Your Application: A Selection Guide.” The guide outlines two primary and seven secondary factors influencing...

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Reliability and CMMS Are Reimagined at Fluke Xcelerate 2026, the Leading Predictive Maintenance Conference
NewsMar 3, 2026

Reliability and CMMS Are Reimagined at Fluke Xcelerate 2026, the Leading Predictive Maintenance Conference

Fluke Corporation is hosting Xcelerate 2026, its flagship predictive‑maintenance conference, in Austin, Texas from March 9‑11. The event blends high‑energy keynotes, hands‑on pre‑conference training on eMaint CMMS and Fluke condition‑monitoring tools, and networking sessions for maintenance professionals at all career stages. Speakers...

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Tatsoft Launches FrameworX AI Designer: The Biggest Shift in SCADA Development in 30 Years
NewsMar 3, 2026

Tatsoft Launches FrameworX AI Designer: The Biggest Shift in SCADA Development in 30 Years

Tatsoft unveiled FrameworX AI Designer, an industrial development platform that lets engineers describe SCADA and IIoT requirements in plain language while AI generates the full configuration in real time. The tool automates tag databases, communication channels, alarms, displays and historian...

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Pleora Launches eBUS SDK 7.0, Delivering a Unified, High-Performance Platform for Next-Generation Imaging Systems
NewsMar 3, 2026

Pleora Launches eBUS SDK 7.0, Delivering a Unified, High-Performance Platform for Next-Generation Imaging Systems

Pleora Technologies announced the release of eBUS SDK 7.0, a unified platform for high‑performance image acquisition, display, and transmission across Windows, Linux and embedded systems. The SDK adds .NET 8, GStreamer, ROS2, ROS‑Industrial, expanded GenDC support, and memory‑optimized GigE Vision transmission, enabling...

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Allied Vision Helps Reset the Speed Barrier for Thin-Film Quality Control in Roll-to-Roll Manufacturing
NewsMar 3, 2026

Allied Vision Helps Reset the Speed Barrier for Thin-Film Quality Control in Roll-to-Roll Manufacturing

Allied Vision and TU Wien have introduced the first inline imaging‑ellipsometer for roll‑to‑roll (R2R) production, using the EXO250ZU3 polarized camera to deliver real‑time, full‑area thickness maps at line speeds over 100 m min⁻¹. The system replaces bulky refractive optics with large‑aperture Fresnel...

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Propel Software Marks Best Year in Company History  Fueled by DesignHub, Propel One Solutions
NewsMar 3, 2026

Propel Software Marks Best Year in Company History Fueled by DesignHub, Propel One Solutions

Propel Software reported a record‑breaking fiscal year ending January 31, 2026, with bookings up 42% year‑over‑year and a strong Q4 surge. Growth was powered by its DesignHub multi‑CAD integration and Propel One agentic AI platform, which attracted manufacturers seeking to replace legacy...

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Introducing Seeq Intelligence: Bridging Industrial AI and Human Expertise for Smarter Operational Decisions
NewsMar 3, 2026

Introducing Seeq Intelligence: Bridging Industrial AI and Human Expertise for Smarter Operational Decisions

Seeq unveiled Seeq Intelligence, an industrial AI platform that blends real‑time operational data with institutional knowledge to deliver decision intelligence at enterprise scale. The solution introduces Agent Q, a natural‑language, domain‑aware analyst, and tools for building custom AI agents and...

By Manufacturing Tomorrow
Untitled
NewsMar 3, 2026

Untitled

Accumold announced its participation at OFC 2026, the leading optical networking exhibition, where it will showcase micro‑molded plastic components for fiber‑optic and photonics hardware. The company will demonstrate how its precision‑molded parts support tight‑tolerance requirements in connectors, transceivers, and optical modules...

By Manufacturing Tomorrow
IFS Completes Acquisition of Softeon, Creating a Powerhouse in End-to-End Supply Chain Intelligence
NewsMar 2, 2026

IFS Completes Acquisition of Softeon, Creating a Powerhouse in End-to-End Supply Chain Intelligence

IFS announced the completion of its Softeon acquisition, creating IFS Softeon—a unified platform that blends IFS's Industrial AI with Softeon's tier‑1 warehouse‑management software. The combined offering promises end‑to‑end supply‑chain intelligence, closing the long‑standing gap between ERP and WMS systems. IFS...

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KNAPP Redefines the Competitive Edge at MODEX 2026
NewsMar 2, 2026

KNAPP Redefines the Competitive Edge at MODEX 2026

KNAPP North America will showcase its latest warehouse‑automation portfolio at MODEX 2026, including the award‑winning AeroBot three‑dimensional robot and the high‑throughput Evo Shuttle 2D/1D systems. The company will also unveil KNAPP Brain, the industry’s first AI layer built specifically for digital...

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XTI Aerospace's Drone Nerds Business Expands Creality Line with New SPARKX I7 3D Printer
NewsMar 2, 2026

XTI Aerospace's Drone Nerds Business Expands Creality Line with New SPARKX I7 3D Printer

XTI Aerospace’s Drone Nerds unit announced the addition of Creality’s SPARKX i7 3D printer to its product line. The i7 features AI‑assisted setup, real‑time monitoring, and an automatic filament‑switching system that supports up to four‑color prints. The printer is marketed...

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Deloitte Unveils Physical AI Solutions Built with NVIDIA Omniverse Libraries to Help Accelerate Industrial Transformation
NewsMar 2, 2026

Deloitte Unveils Physical AI Solutions Built with NVIDIA Omniverse Libraries to Help Accelerate Industrial Transformation

Deloitte announced an expanded partnership with NVIDIA to launch physical AI offerings built on the Omniverse platform. The new services combine high‑fidelity digital twins, advanced computer‑vision models, and secure edge‑robotics tools for industries such as automotive, life‑sciences, and manufacturing. Deloitte’s...

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PAC Strapping Products to Showcase Innovative Strapping Solutions at PACK EXPO East 2026
NewsFeb 26, 2026

PAC Strapping Products to Showcase Innovative Strapping Solutions at PACK EXPO East 2026

PAC Strapping Products will exhibit at PACK EXPO East 2026, showcasing its SM‑65 FA fully automatic strapping machine, the DSP‑TOOL ergonomic cart, and a range of polyester strapping solutions. The company will also preview a new horizontal strapping machine with an...

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AM I Navigator and Leading Minds Align Efforts Under a New Alliance
NewsFeb 26, 2026

AM I Navigator and Leading Minds Align Efforts Under a New Alliance

The Additive Manufacturing Alliance, uniting the AM I Navigator and Leading Minds, was announced at AMS 2026 to accelerate industrial adoption of additive manufacturing. The partnership will coordinate knowledge exchange, joint industry communication, and practical support for companies moving from pilot projects to...

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Genicom to Unveil Next-Generation UV Curing Rate Measurement Solution for Smart Factories at AFPE 2026
NewsFeb 26, 2026

Genicom to Unveil Next-Generation UV Curing Rate Measurement Solution for Smart Factories at AFPE 2026

Genicom will debut its GSE‑CRM01‑S UV curing rate measurement system at AFPE 2026 in Shanghai. The solution promises up to 60 % cost efficiency over conventional meters and delivers real‑time data at 10 Hz. Designed for smart‑factory integration, it supports RS‑232 communication and...

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Emerson Announces OPTIMIZE 26 Conference for AspenTech Users
NewsFeb 26, 2026

Emerson Announces OPTIMIZE 26 Conference for AspenTech Users

Emerson announced OPTIMIZE™ 26, a four‑day conference for AspenTech users in Houston from May 11‑14, 2026. The event expects 1,300 participants representing more than 50 nations and will spotlight industrial AI, data management, and advanced optimization tools. A new Innovation Zone will...

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Sculpteo Launches On-Demand HP Metal Jet Binder Service to Create 3D-Printed Metal Parts at Scale
NewsFeb 26, 2026

Sculpteo Launches On-Demand HP Metal Jet Binder Service to Create 3D-Printed Metal Parts at Scale

Sculpteo announced the launch of an on‑demand HP Metal Jet binder‑jetting service, extending its metal portfolio across Europe and the United States. The offering combines HP’s high‑throughput printing, debinding and sintering workflow to deliver production‑grade metal parts from single prototypes...

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NORD Extends IE5+ Synchronous Motor Line with New 112 Frame Size
NewsFeb 25, 2026

NORD Extends IE5+ Synchronous Motor Line with New 112 Frame Size

NORD DRIVESYSTEMS has launched the SK 112, expanding its IE5+ permanent‑magnet synchronous motor line to a 15 hp, 112‑frame size. The new motor maintains up to 95 % efficiency and offers both ventilated TEFC and smooth‑body TENV housings, the latter available with IP69K...

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New eBook From Mouser, Microchip, and Samtec Examines PCIe Design for Emerging Embedded Systems
NewsFeb 25, 2026

New eBook From Mouser, Microchip, and Samtec Examines PCIe Design for Emerging Embedded Systems

Mouser Electronics, in partnership with Microchip Technology and Samtec, has released an eBook titled “8 Experts on PCIe for Emerging Embedded Systems.” The guide gathers insights from eight industry leaders—including Bosch, DANA, Synopsys, Tektronix and Visteon—to help engineers tackle PCIe integration...

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NEW PRODUCT:     FlexiSan Modular Spray System for Mobile and Efficient Equipment and Plant Sanitation
NewsFeb 25, 2026

NEW PRODUCT: FlexiSan Modular Spray System for Mobile and Efficient Equipment and Plant Sanitation

BETE introduced the FlexiSan Modular Spray System, a portable, cost‑effective solution for equipment and plant sanitation. The base model features a mobile cart with a clean‑in‑place spray header, dual blending pumps that can hold two liquids, and connects to existing...

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Five Major Shifts Shaping 2026 Manufacturing Tech Priorities
NewsFeb 25, 2026

Five Major Shifts Shaping 2026 Manufacturing Tech Priorities

Rootstock’s 2026 State of Manufacturing Technology Survey shows five pivotal shifts in tech priorities. Workforce talent shortages have risen to become the leading barrier, increasing from 25% to 33% of respondents. AI investment is moving sharply toward supply‑chain execution and...

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Digi International Launches MCP Server to Power AI Driven Workflows for Digi Remote Manager and Genesis Users
NewsFeb 25, 2026

Digi International Launches MCP Server to Power AI Driven Workflows for Digi Remote Manager and Genesis Users

Digi International announced the Model Context Protocol (MCP) server for its Digi Remote Manager and Genesis platforms, allowing seamless integration of large‑language‑model AI tools such as Claude. The server provides natural‑language querying, automated workflow generation, and context‑aware troubleshooting for large...

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