top of page

AI Ascendant: Dexterity Redefines Robotics in the Modern Warehouse

  • Writer: Brooke Robison
    Brooke Robison
  • 23 minutes ago
  • 7 min read

With physical AI, Mech superhumanoid robots excel in unpredictable warehouse environments with EtherCAT and PC-based control from Beckhoff.    



Robots have been a mainstay in manufacturing for decades, but the intralogistics industry is having its own kinematic moment. New technology providers are rising to meet the occasion with robots geared toward the highly variable and unpredictable tasks common to parcel and package delivery. Based in Redwood City, California, Dexterity is transforming robotics technology for intralogistics by using physical AI to imbue robots with human-like reasoning and agility.     

     

Delivery giant FedEx has already collaborated with Dexterity to optimize trailer loading and unloading, freeing employees for other critical tasks while improving safety and improving already high service levels. With capabilities like machine learning-driven packing algorithms and a “sense of touch” for precise box placement, Dexterity’s solutions highlight how robotics can deliver both operational resilience and customer satisfaction in a fast-changing market.     

     

Dexterity’s latest groundbreaking invention, named Mech, is the world’s first industrial superhumanoid robot designed specifically to transform logistics for a wide range of enterprises. To meet the real-world challenges and complexities of modern warehouses, Dexterity chose to rely on automation technology from Beckhoff, which checked several boxes that traditional PLC-based control systems could not.     

     

The original drawing of Joseph Machine’s flexible machining center concept, circa 1986. This concept would live on to this day in the form of the company’s powerful jFlex SFMC. © Joseph Machine, 1986
The Mech superhumanoid robot features two arms with a unique sense of touch, infusing human-like dexterity through Physical AI.

“If you go to any warehouse in the world and ask, ‘What would you most like to outsource to a robot?’, every person in that facility will tell you it's truck loading/unloading,” says Michael Perry, Vice President of Marketing and Business Development at Dexterity. The task requires not only physical dexterity, but also skill and planning as workers try to maximize product density and maintain load stability in environments that are often subject to high variability and drastic changes based on the season or even time of day. Add factors like time constraints, the variable temperatures in trailers, the presence of heavy products and fast-moving equipment, and it’s no wonder why this environment is at best uncomfortable, and at worst injury prone.  

     

To protect workers, Mech needed to be able to operate safely in dynamic, human-centric environments without compromising throughput, reliability, or performance. With two robot arms mounted on a rover, Mech roves across industrial sites to perform stressful, repetitive tasks that would otherwise require strenuous manual labor, allowing employees to focus on safer, higher-level cognitive work. Each robotic arm can operate independently to greatly boost throughput, or work in coordination to handle heavier and larger loads that would normally require separate automated or manual systems.     

     

Mech doesn’t just improve warehouse automation; it redefines how humans and robots will collaborate in the future.  

 

From patchwork to powerhouse tech 


For Dexterity, one of the biggest challenges in developing Mech was overcoming system fragmentation. Many traditional automation solutions rely on a patchwork of hardware components, networks, and software platforms that can be difficult to integrate, slowing down development cycles and complicating large-scale deployment. “We needed a solution that simplified integration without sacrificing performance, safety, or reliability,” explains Gil Matzliach, Vice President of Hardware Product Engineering at Dexterity. “Beckhoff provided a fully integrated ecosystem for both safety and motion control, meeting all our requirements and, in many cases, exceeding them.”        

     


At the beginning of 2025, Dexterity kicked their engineering work with Beckhoff into high gear, collaborating with Beckhoff USA’s Special Project Team (SPT) to complete the software development required for this application. This approach allowed Dexterity to streamline everything from initial commissioning to fleet-wide software updates and remote debugging. Instead of having to manage disparate systems that struggled to communicate, Beckhoff’s universal and open control architecture created a consistent foundation for interoperability and the required modularity to scale. Dexterity’s engineering team also attended Beckhoff training courses, shortening the learning curve and speeding up commissioning.        


The use of EtherCAT also proved pivotal, with its determinism, low latency, almost non-existent jitter, and open communication architecture. By reducing hardware complexity and cabling requirements, Beckhoff helped Dexterity improve system uptime and minimize points of failure. “From day one, Dexterity was heavily invested in EtherCAT,” says Avinash Verma, Vice President of Supply Chain at Dexterity. With Beckhoff providing the hardware, software, and networking, integration became seamless across the Mech system architecture. EtherCAT also provides built-in system diagnostics and integrated machine safety that communicates over the main network via a “black channel”, even wirelessly, and can be installed in the same line as non-safety equipment.        

     

While EtherCAT heavily factors into the design, the breadth of Beckhoff’s communication portfolio to incorporate other networks also played an important role in bringing Mech to life. Dexterity uses CAN bus alongside EtherCAT, overcoming the typical barriers between legacy and next-generation systems. Together, the combination of PC-based control,  EtherCAT networking, TwinSAFE functional safety, and modular I/O provided Dexterity with the performance, safety, and scalability needed to bring physical AI-powered robots into production environments.     


TwinCAT automation software helped Joseph Machine write modular, reuseable code to save development time for multiple machine lines. (© Beckhoff, 2025)
Mech features a 5+ meter arm span and can handle payloads up to 60kg, allowing the system to manipulate millions of different types of parcels and packages.

Under the hood: Embedded controller brains, one cable magic, and more   


In an industry where every second and every movement matters, Mech is built to tackle some of the most grueling logistics challenges, while making warehouse jobs safer and more sustainable. With Dexterity’s physical AI platform backed by Beckhoff automation technology, the superhumanoid robot can sense, think, and move with precision in environments where traditional robots fall short.        

     

Dexterity’s Mech relies on a tightly integrated Beckhoff control ecosystem that manages everything from overall automation to motion execution to safety-critical functions. By leveraging Beckhoff’s broad portfolio of industrial controllers, I/O hardware, safety products and software framework, Dexterity has been able to build a robotic platform that is not only high performing, but also modular, serviceable, and scalable for fleet-level deployment.        

     

At the core of Mech’s control architecture is Beckhoff’s CX5240 Embedded PC with Intel Atom® x5-E3940 running Windows 10 IoT Enterprise. The space-saving DIN rail-mounted controllers handle motion control and safety logic at the lower machine-control layer, complementing Dexterity’s AI-driven decision-making “brain.” The DIN rail mountable form factor was chosen for its ability to integrate cleanly into the robot’s compact design and improve field serviceability.        


 

Dexterity leverages Beckhoff’s PCB-mounted EJ series EtherCAT I/O terminals in place of traditional wired I/O terminals to drive additional labor savings as production scales and larger volumes of superhumanoid robots are built. Terminals plug in quickly and easily, minimizing Mech’s wiring requirements and maximizing mass production efficiency. 

     

Machine-mountable EtherCAT Box I/O is also vital in minimizing the Mech’s wiring and keeping its size manageable. In addition to general data acquisition over multiple networks, these IP67-rated I/O modules add special functions to the mix. “We use the IMU (Inertia Measurement Unit) to track the max position and adjust motion controls accordingly,” says Matzliach. For this, Dexterity takes advantage of Beckhoff’s EP3751-0260 EtherCAT box which features an accelerometer and gyroscope (IMU) all in one IP67 unit. “That seamless process eliminated additional challenges we had with other devices in the past, and it accelerated our ability to develop mature, production level products.”     

     

This full stack approach was integral to reaching the performance, safety, and flexibility standards needed to bring physical AI-powered robots into real-world production environments and ensure that Mech performs at its best in the field for years to come.        


Better, faster, stronger warehousing 

   

Dexterity’s EtherCAT-enabled Mech delivers marked improvements for teams tasked with integrating the superhumanoid robots. In addition to improved worker safety and reduced risks of injury, Mech brings higher throughput and savings in operational efficiency, commissioning time, and equipment cost. All these benefits are further enhanced with the promise of reduced downtime through advanced diagnostics and remote support capabilities. To improve sustainability, companies are working to eliminate wasted space in trucks. Mech’s physical AI optimizes package arrangements, maximizing every inch of available storage capacity.      

  

     

With the power of Mech, Dexterity envisions a future where superhumanoid robots become standard in warehouses for the grueling work of truck loading/unloading, palletizing/depalletizing and more. Soon, warehouse teams will include specialists – Mech ‘pilots’ - dedicated to managing and optimizing robot utilization. These pilots will ensure Mechs are deployed to handle the right tasks and restructure workflows so that the robots can operate at peak efficiency. Meanwhile, fleet captains will oversee performance across an entire warehouse, identifying underutilized robots, redeploying them where needed, and seeking opportunities to expand automation that can increase their location’s productivity, all without placing workers at additional safety risk or stress.        

     

Beyond individual warehouses, the real breakthrough comes at the network level. Because Mechs generate streams of high-quality data, such as throughput metrics and operational bottlenecks, organizations will be able to dynamically implement continuous improvement measures and shift capacity across distribution centers. For example, if one facility faces delays due to late shipments, additional capacity can be allocated to nearby sites, ensuring that the overall logistics network remains resilient and efficient. In short, Mech is poised to reshape logistics by unlocking new capabilities and elevating the entire supply chain ecosystem. 


Scalable robotics: Mech beyond the warehouse      

(From left): Shawn Lange, Beckhoff; Doug Schuchart, Beckhoff; Robert Sun, Dexterity; Gil Matzliach, Dexterity; David Turney, Dexterity; Michael Perry, Dexterity; Nathan Hibbs, Beckhoff; Peng Chen, Beckhoff.
(From left): Shawn Lange, Beckhoff; Doug Schuchart, Beckhoff; Robert Sun, Dexterity; Gil Matzliach, Dexterity; David Turney, Dexterity; Michael Perry, Dexterity; Nathan Hibbs, Beckhoff; Peng Chen, Beckhoff.

As Dexterity continues to evolve Mech to best fit the intralogistics industry’s ever-changing needs, Beckhoff’s technology ensures that they have the flexibility to scale solutions across new applications without redesign.        

     

“There are a wide variety of environments where there’s a high need for manual work, but low availability of people, or where it's better for the process if people are not involved,” explains Perry. One such area is with the production of pharmaceuticals. Decreasing the number of human touches on pharmaceutical products is incredibly important: this increases quality, safety, security, and ultimately, health. “Humans will always be involved in the pharmaceutical industry,” Perry adds. “But when you're talking about manipulating pharma products, picking them, packing them, moving them from one clean area to another, having a robot do that work will be very important to protect the supply chain.”         

     

As Mech and its physical AI continue to adapt to diverse industries, Beckhoff’s scalable automation technology empowers Dexterity to deploy robots that enhance safety and efficiency by reducing human contact in critical, high-risk processes. This approach not only safeguards people and products but also paves the way for expanded automation in environments where precision and safety are paramount. 

 

Dexterity’s work with global giants like FedEx, Sagawa Express, and UPS has already proven how its physical AI platform can solve one of today’s most pervasive logistical challenges with the power of human-like reasoning and AI-enabled robotics. Now with Mech, Dexterity extends its vision across the warehouse and beyond, offering a scalable solution that not only protects workers but also ensures consistent performance and resilience in demanding applications. In distribution and fulfillment centers, robots are often positioned as solutions to labor shortages and unsafe tasks. “Dexterity’s strategy—starting with a standard roving base that can be adapted for multiple applications—offers end users a highly flexible and advantageous approach,” says Doug Schuchart, Global Intralogistics Industry Manager for Beckhoff. “The results are already quite apparent for truck loading and unloading, but the future possibilities are limitless for Mech.”      

     

By combining their robotics expertise with Beckhoff’s integrated automation technology, Dexterity is redefining what’s possible in logistics: smarter, AI-driven operations, safer workplaces, and a future where humans and robots work side by side to keep supply chains moving at full speed. 


Ready to turn your most ambitious concepts into future-ready machines? Contact your local Beckhoff sales engineer today.



Brooke Robison of Beckhoff Automation

Brooke Robison is the Social Media Specialist at Beckhoff Automation LLC

bottom of page