There is no one-size-fits-all playbook for automation. But there is a common goal. To evolve the way we work, for the better.
AI is speeding up decision-making. Flexibility is helping produce more. Connectivity is getting stronger. Human-robot collaboration is entering its next stage. These aren’t just theoretical trends to have on your radar anymore. These are the tools and technologies shaping the future of automation.
If you are planning to invest in automation this year, here's a breakdown of what's moving from experimental to essential for industrial environments.
AI Agents in Manufacturing
Industrial AI agents are becoming a practical part of modern automation systems. These decision-making tools help observe, evaluate, and take action. But what makes them valuable in manufacturing is their ability to handle problems that are too complex for simple rules but too fast-moving for constant human oversight. Essentially, they work alongside existing systems to fill the gap between what’s scripted and what actually happens on the floor.
Where AI agents fit in the automation stack
Agents in manufacturing are used for production scheduling, demand forecasting, quality control, and diagnostics. You’ll find them operating on edge devices, inside machine controllers, and across supervisory layers that manage production.
Often, they function as copilots. They highlight patterns or flag anomalies while keeping people in the loop. The focus is always on how data flows, where decisions get made, and how agent logic plugs into what’s already running.
What matters when evaluating AI agents
As adoption grows and this technology matures, the conversation naturally turns to how these agents behave in real-world environments. While integration with existing systems is critical, data quality and availability are also key. Not to mention system transparency and performance under edge cases.
On the Automate show floor, many of the conversations around AI agents tend to focus on where they fit into what’s already running and how they perform when theory meets reality. Thankfully, we have experts on hand to explore these very questions.
Automate Conference sessions to check out:
- Leveraging Autonomous AI Agents for Control System Design Engineering
- From Chatbots to Agents: How AI is Redefining Sales and Service in Industrial Automation
- Agentic AI on the Edge for IIoT
Industrial Humanoid Robots
Interest in industrial humanoid robots is growing — and with good reason. Many industrial spaces were built for people, and humanoid form factors or bipedal robots provide a new way to navigate these settings without redesigning infrastructures. However, there are still questions around how ready and practical humanoids are for deployment. That’s where artificial intelligence comes into play.
Why physical AI matters
Unlike traditional robots that follow fixed routines, today’s humanoid robots embody physical AI in order to process and autonomously interact with their environment. Intelligence is integrated with sensors, actuators, and other hardware to help systems learn from and make sense of the physical world, and then act in real time. In many of today’s conversations, this capability is what has pushed humanoids from prototype to production-ready.
What to consider with humanoids
Humanoids are transitioning from being deployed in research labs to industrial applications and field use. While they are still being kept to relatively controlled environments at this time, wider adoption and general-purpose usage are on the horizon. The more physical AI matures and advancements are made in battery life and motion control, the smarter and more autonomous these systems will become — even in unstructured environments.
NEW at Automate: We’re introducing A3’s Humanoid Robot Forum at Automate, as well as a new Humanoid Robot Pavilion, sponsored by NVIDIA. From development and go-to-market strategies to human-robot collaboration and safety, both experiences are designed to help you understand what’s real and what’s hype with humanoid technologies.
Industrial Single Pair Ethernet
Single Pair Ethernet (SPE) is pushing network connectivity all the way to the edge. By running power and data over a single twisted pair of wires, SPE brings Ethernet-level communication directly to sensors, actuators, and embedded devices that were previously limited to legacy fieldbus protocols or analog signals. In short, SPE brings everything onto a unified communication backbone. That makes it easier to connect devices, move data, and scale systems.
How SPE shows up in real systems
In real systems, SPE connects devices that used to be too small or too numerous to justify full Ethernet. Traditional wiring for hundreds of these devices can get heavy, expensive, and complicated. SPE works to keep it lean. One lightweight cable per device that carries both power and data. It also lets you spread control components across a facility instead of being centralized in a single cabinet for simpler installation and scaling. And since SPE is actual Ethernet, devices can run local processing and share data without needing separate networks or translation layers.
Software-Defined Automation
Software-defined automation flips the traditional model where control logic is hardwired into specific machines. Instead, logic lives in software that can move across platforms, decoupling it from the physical device. That means motion profiles, coordination logic, system behavior, and so on can be designed once and then deployed flexibly. The result is automation that can adapt and scale without constant reinvention.
Why decouple hardware and software
Shorter product lifecycles, frequent changeovers, growing system complexity, and the pressure to do more, faster are driving operations to find more flexible and sustainable automation approaches. Software-defined automation opens the metaphorical door to reusing and optimizing control logic and systems for new requirements.
Instead of having to scrap code or reconfigure with every new deployment, teams can focus their energy on performance and integration. Controllers become interchangeable. Software across machines speaks a common language. Even virtual commissioning and simulation technology can be used to test and validate optimizations without halting operations.
How to leverage software-defined automation
This approach only works if the foundation is built right. You need clean interfaces and standardized protocols that are designed for this open flexibility. At the same time, you need reliable hardware that performs and a plan for managing these systems long-term.
At Automate, software-defined automation is embedded in systems across the show floor. Systems that can adapt and scale. Look for platforms where control logic is portable and updates don’t require shutting down production. Maybe even explore how digital twins and simulations are changing the way we can extend production capabilities and maintain infrastructures.
Automate Conference sessions to check out:
- The Software-First Factory: How Automation and AI Are Rewriting the Rules of Manufacturing
- Virtual Commissioning for Real Communication
- Leveraging Cloud to Accelerate Digital Transformation in Manufacturing
Hybrid AGV-AMR Systems
Mobile automation is maturing past the "guided vs. autonomous" debate. By combining automated guided vehicles (AGV) and autonomous mobile robots (AMR), you don’t have to pick a side. Hybrid AGV-AMR systems offer the reliability of fixed routes and the adaptability of dynamic navigation for material handling.
Why fixed routes and autonomy work together
Guided routes provide repeatability in high-traffic corridors or around sensitive equipment. Autonomous navigation kicks in when layouts shift, obstacles appear, or temporary changes disrupt the plan. This hybrid design lets operations deploy the right mode for each zone without locking the entire fleet into a single approach.
These systems also play better with people and equipment. They can navigate shared spaces and adapt to congestion or unexpected obstacles while maintaining throughput.
What separates working systems from demos
Navigation reliability under real conditions is the first test. Assess how successfully systems handle reflective surfaces, lighting changes, temporary obstructions, or new paths. But navigation alone isn’t enough. Fleet management software maturity is where hybrid systems can either deliver or disappoint. Look for platforms that coordinate mixed vehicle types as a unified fleet and optimize task allocation in real time. The best systems adapt quickly without shutting down operations or requiring specialized expertise.
Find it at Automate: Catch the latest mobile robot technologies at the AMR Technology Demo Area on the show floor. Featuring leading exhibitors in the space, you can see and hear about how these solutions are driving progress in logistics and warehousing applications.
Bio-Inspired Robotics
Bio-inspired robotics draws on how humans and animals move. They then translate those principles into engineering solutions that outperform rigid, conventional designs. The goal is to achieve compliance, adaptability, and dexterity in environments where traditional automation reaches its limits.
Why biology offers better answers for variable tasks
Traditional robots excel at repetitive, precision tasks but struggle with variation. Bio-inspired designs, however, are made to handle unpredictability without breaking or requiring exhaustive programming. For example, soft grippers that conform to irregular shapes or actuators that mimic muscle behavior are appearing in applications such as food handling and delicate assembly. They are also a large part of safer human-robot collaboration, where objects, surfaces, and conditions change constantly.
The main engineering challenge is translating biological principles into controllable, reliable systems. While early iterations were fragile or slow, current designs are now hitting the performance threshold for research labs to production lines.
Where Ideas Turn into Innovation
Most companies are looking for ways to improve their operations. Whether it’s harnessing data, boosting production, increasing efficiency, supporting employees, or all of the above. At Automate, we help you make it a reality.
You’ll find the latest automation tools and technologies used across industries. You’ll also find expert speaker sessions to help you understand what’s possible today and what’s coming tomorrow.
Automation is becoming more accessible — and more essential. We’re here to help you take the next step in your journey.
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