For manufacturers, the research identifies two related challenges.
Dassault Systèmes has introduced blue token subscription to pay for AI usage across the 3DExperience platform.
Incremental deployment is fine, but serious organizations will use it as a bridge to deeper process redesign.
DEVELOP3D speaks to CEO Ali Tamijani about the company’s AI-driven, reverse engineering for additive manufacturing software
Rescale Advanced Modeling and Simulation automates the digital engineering lifecycle, reduces operational complexity, and creates the foundation for accelerated innovation in the AI era.
Watch how Dyad's AI agent builds a complete thermal model from just an image! This video demonstrates Dyad's agentic workflow by recreating a coffee cup cooling model
Artificial intelligence in CAD enhances productivity, accelerates time to market, and drives innovation by automating design processes, optimizing workflows, and enabling generative design.
PTC’s Creo 13 delivers innovative technologies integrated into a best-in-class parametric 3D CAD system. AI, real-time simulation, advanced manufacturing, MBD, and more are just a few clicks away to deliver your best designs in less time.
JuliaHub tested the latest frontier models gpt-5.6-sol in its agent, on five modeling and simulation problems of varying difficulty. See the results here.
The adoption of advanced simulation tools is accelerating in the automotive sector, but some tasks risk getting stuck in the slow lane.
JuliaHub is the enterprise platform behind the Julia language ecosystem, trusted by engineers and scientists building high-performance, production-grade models across aerospace, automotive, energy, manufacturing, and semiconductors.
Watch how AI-powered agentic workflows in Dyad revolutionize model-based systems engineering. In this demonstration, we build a complete friction brake system model—including mechanical dynamics, thermal analysis, and vehicle integration—in just minutes instead of days.
Math Education needs to evolve and adapt to the new AI reality.
Large language models have already transformed software engineering. Now, large physics models are also starting to transform design engineering.
Design and Simulation Week 2026 offers an inside look at how AI is transforming engineering software.
AI is not the transformation; it’s the instrument revealing where transformation is needed.
Intelligence Center X connects industrial data, workflows and AI agents in one governed system.
Learn how leading teams are shifting to AI-first engineering by connecting simulation data, AI Physics workflows, and agentic automation.
Hundreds of AI agents are now embedded across shop floor and logistics operations, reshaping how teams detect and respond to problems.
Redefine Productivity and Efficiency with Agent-Accelerated Innovation
Companies share how they’re incorporating AI into their additive manufacturing product solutions and the challenges they’re working to overcome.
Are you sure the latest shiny AI model is the best tool for the job?
Overcome Exploration Limitations with AI-Enhanced Simulation
AI operating systems are coming for manufacturing, whether you are ready for them or not.
Instead of an easy win pilot, manufacturers should test agents on the ‘gnarliest’ problem first.
We’re gathering insights from engineers and designers to understand how generative design, including emerging AI-powered Generative Design tools, is being used today and where adoption is headed.
It’s been a year since the first preview, but the AI Assistant is now ready for action. That and more engineering software news.
Efficiency, openness, and rapid iteration reshape the global race for artificial intelligence.
MIT researchers enhance obstruction-penetrating sensing with smarter reconstruction models.
Dyad, the world’s first-to-market agentic AI platform for hardware engineering, brings physical AI to complex systems design and testing, compressing R&D time from months to mere days.
Why AI can’t replace the PLM ecosystem...at least not yet.
AI Companions embed artificial intelligence directly into SOLIDWORKS, guiding ideas, crafting geometry, fixing issues and accelerating decisions across design, simulation, manufacturing and beyond.
This post demonstrates a single acausal thermal model of a three-zone commercial office building in Dyad, which is run in steady state as well as transient modes.
PTC’s broader strategy involves connecting AI capabilities across the entire product lifecycle.
This release introduces the Ansys GeomAI AI platform for geometry, a breakthrough that learns from reference geometries and produces new concepts grounded in real engineering constraints.
AI is helping engineering teams generate 4X the number of design variants, and provides a 2.8X speedup in processing simulation requests, according to SimScale's new report.
The digital baseline required to start is lower than most people assume.
JuliaHub is the enterprise platform behind the Julia language ecosystem, trusted by engineers and scientists building high-performance, production-grade models across aerospace, automotive, energy, manufacturing, and semiconductors.
Engineering requires human judgment and communication and critical-thinking skills. Can AI replicate those skills in complex real-world scenarios?
This course aims to present a highly topical selection of state-of-the-art AI applications across physics, chemistry, biology, and engineering.
Rescale is the digital engineering platform for AI-first product development, trusted by leading teams in aerospace, automotive, energy, life sciences, manufacturing, government, and semiconductors to run their most advanced R&D workloads.
This video introduces the Dyad Agent: what it is, how it works, and where it fits into modern model-based engineering workflows.
AI agents can handle physics-based modeling complexity while engineers focus on design judgment and tradeoffs.
This introduces an approach to building Large Physics Models (LPMs).
Dyad AI enables users to model, simulate, and validate designs using physics-grounded reasoning loops.
There’s been a lot of hype over AI in the last few years, but lately something has shifted, and it’s a good time to pay attention.
Check out these upcoming webinars and workshops from JuliaHub.
What the new industrial AI platform means for engineering design, simulation, and manufacturing execution.
In this recorded live session, we explore how to use Dyad’s agentic AI to build and simulate a quadcopter model with real-time interaction using Makie.jl.
Some are already in beta, and all will be ready by summer. Plus a sneak peak at some even cooler AI features in development.
Now that language models have pervasively shown value throughout humanity, it is natural their adoptions will continue into the engineering sciences, affecting how products are designed and manufactured in our everyday life. Enjoy this podcast from an expert on this topic.
Digital tools are reshaping system design, operation, and optimization with AI managing renewable sources, microgrids, and prosumers with real-time data analysis.
Discover AI tools that can serve as helpful assistants in data analysis, design, documentation, coding, inspection, manufacturing, and much, much more.
Artificial intelligence in CAD enhances productivity, accelerates time to market, and drives innovation by automating design processes, optimizing workflows, and enabling generative design.
This synthetic podcast is based on Youngsoo et al.’s important paper, which strives to clarify use cases for ML surrogates in the ‘pre-trained’ versus’ foundation’ conversation.
Patent lawyer weighs in on AI-powered generative design.
As agentic AI gains momentum across forward-thinking enterprises, agents specifically built for modeling and simulation teams are demonstrating early wins and big potential to supercharge productivity.
New AI-based tool suggests machining strategies and can learn from past data. That and more design and simulation news.
Geometry generation is getting better on the AI platform.
Generative AI turns natural language questions into instant answers from historical simulation work and other unstructured data sources.
We’ve seen them in previews, betas, and initial releases, but in 2026 these AI features will be in every major CAD program.
Physics-informed virtual sensors are shifting condition monitoring from isolated pilots to scalable, physics-based intelligence across assets. Here’s how SciML can help engineers get there.
As AI moves to operational reality, PLM leaders are prioritizing faster decision cycles and agentic intelligence integration over traditional system-of-record approaches.
This live stream demonstrated how agent-driven modeling enables rapid iteration from academic prototypes to more realistic systems without sacrificing clarity or correctness.
AI generative design helps engineers explore thousands of design alternatives, delivering 30-50% faster time-to-market, 10-50% weight reductions, and up to 20% cost savings.
Massive acquisitions, major milestones, and AI everywhere all at once made 2025 an exciting year for design and simulation.
Make the case for integrating AI chat agents into internal systems like knowledge bases, CRMs, and dashboards. Show how conversational interfaces enhance accessibility, minimize training time, and empower teams to do more, faster.
Generative AI shifts digital engineering from reactive iteration to predictive exploration.
How does automation impact professionals in the process of developing better products? Will it reduce job opportunities for engineers, and how will it change job profiles? These key questions are discussed in this blog post.
New AI features are here to help you save time, reduce manual effort, and improve design accuracy. Explore hundreds of user-driven enhancements in SOLIDWORKS 2026.
Product data isn't new, but it's taking on a whole new meaning as the backbone of AI-driven transformation for manufacturers and product companies.
Engineering teams are increasingly turning to high-performance computing, cutting-edge graphics processing units, and AI-augmented simulation workflows.
Orchestration, custom models, and strategic guidance.
This webinar showcases how this generative design accelerates design processes, reduces material usage, and inspires innovative solutions to complex design challenges.
Learn how Mitsubishi Electric used Dyad workflows with ML to develop a non-invasive state estimation approach. Leveraging pressure and temperature data can predict hard-to-measure system variables with high accuracy, achieving errors of less than 2%.
Part 1: Tool-native AI and enterprise integration.
This video tutorial demonstrates how AI-assisted development can accelerate your Dyad modeling workflow in Julia.
Discover the key differences between causal and acausal modeling approaches and learn why acausal modeling unlocks superior reusability and flexibility in system design.
Learn how to leverage Dyad's model discovery capabilities to automatically identify and complete missing physics in your engineering models using Scientific Machine Learning (SciML) and Universal Differential Equations (UDEs).
At JuliaCon 2025, Aayush Sabharwal presented a talk about the growth of ModelingToolkit over the past couple of years, highlighting new features, improved workflows and documentation and plans for the future.
In this video, you will learn the basics of Dyad and set up your first project. This tutorial takes you through creating a component library, running simulations, and analyzing results.
More rounds of layoffs are hitting tech companies, and some CEOs openly admit AI is allowing a leaner workforce.
Automation is accelerating faster than reskilling. Engineers sit at the fault line between capability evolution and displacement.
Generative design is a 3D CAD capability that uses AI to autonomously create optimal designs from a set of system design requirements.
Designcenter Solid Edge 2026 includes several new features.
PTC announced that Onshape AI Advisor, the support chatbot for its cloud CAD platform, is now integrated directly in Onshape.
Here’s what you missed from Bentley’s Year in Infrastructure 2025 event in Amsterdam, plus more engineering software news.
In the future, users will be able to create editable CAD geometries using generative artificial intelligence (AI) in Autodesk Fusion and Forma.
Learn about an AI agent that designs PCBs (maybe) and (yet) another that assists mechanical engineers.
Find me a ball bearing with a 25 mm inner diameter, a lifespan of 10,000 cycles, and a speed of 8,000 RPM
Plus news about Leo AI’s mech E copilot, Hestus’ AI-based Sketch Helper, simulation democratization, and much more on today’s Engineering Paper.
Did you miss it? Explore these video sessions on next-gen user experience, crash & safety simulation, AI and ML applications, advanced modeling techniques, and real-world engineering applications from the experts.
PTC's Arena AI Assistant delivers real-time, context-aware expertise rooted in best practices for PLM and QMS workflows helping users navigate engineering change orders, manage corrective and preventive actions, maintain traceability and compliance.
PTC is expanding the scope of its collaboration with NVIDIA, the world leader in accelerated computing.
Why AI simulation is the biggest growth opportunity for businesses.
By the end of the year, NX X Manufacturing users will have access to an AI assistant to help them quickly program parts.
Comparing the characteristics of SLMs to LLMs for digital transformation projects.
Nvidia VP touts the value of AI as it enters the physical world of industrial automation during an Automate keynote.
Global State of Smart Manufacturing Report finds cybersecurity is top external concern after economic conditions.
Opportunities for applying AI in industrial software
Dyad, the world’s first-to-market agentic AI platform for hardware engineering, brings physical AI to complex systems design and testing, compressing … Continue reading JuliaHub raises $65M Series B and launches Dyad 3.0, bringing Agentic AI to Industrial Digital Twins
Geometry generation is getting better on the AI platform. Plus, Siemens launches Digital Twin Composer and more design and simulation … Continue reading Neural Concept launches AI Design Copilot at CES 2026
For decades, progress in engineering, from aerospace to materials science, has been driven by Computer-Aided Engineering (CAE). Traditional numerical solvers … Continue reading AI-Aided Engineering
Siemens, the leading industrial technology company, has unveiled the latest significant updates to its Simcenter™ X software, a cloud-based environment … Continue reading Siemens brings unified multiphysics and optimization to the cloud with Simcenter X
General Motors and NVIDIA announced at NVIDIA GTC 2025 that they are collaborating on next-generation vehicles, factories and robots using AI, simulation and accelerated computing. … Continue reading General Motors and NVIDIA Team Up on AI for Automotive
Siemens is showcasing its vision for the future where data, AI and software-defined automation will converge to enable unprecedented flexibility, … Continue reading Siemens unveils breakthrough innovations in industrial AI and digital twin technology at CES 2025
Neural Concept, the leading end-to-end 3D AI platform that transforms product development and design with Engineering Intelligence, will be exhibiting … Continue reading Neural Concept to Demonstrate Accelerated AI-Driven Product Design at CES 2025
CoLab, a technology company building collaboration solutions for mechanical engineering and hardware development teams, has launched new artificial intelligence (AI) … Continue reading CoLab Launches AI Solution
Siemens has signed an agreement to acquire Altair Engineering Inc., a leading provider of software in the industrial simulation and … Continue reading Siemens strengthens leadership in industrial software and AI with acquisition of Altair Engineering
CINCINNATI, OH; SEPTEMBER 5, 2024 – Revolution in Simulation (rev-sim.org), the global engineering simulation industry collaboration and technology alliance, has … Continue reading New Rev-Sim Learning Program on the use of Artificial Intelligence in Engineering Simulation
Esteco has acquired Turin-based Optimad Engineering, a company specialising in advanced engineering solutions, Reduced Order Modelling (ROM) and computational fluid … Continue reading Optimad Engineering acquired by Esteco for enhanced CFD AI
Siemens Digital Industries Software today announced the latest updates to its NX™ software from the Siemens Xcelerator portfolio bringing new … Continue reading Siemens brings new immersive collaboration, electro-mechanical workflows and new AI-enabled design capabilities to NX
For all the artificial intelligence (AI) news coming out every day, a large portion can be dismissed as irrelevant to … Continue reading New partnership brings AI to MRO
Siemens announced today that it will deepen its collaboration with NVIDIA to help build the industrial metaverse. Siemens is bringing immersive … Continue reading Siemens and NVIDIA expand collaboration on generative AI for immersive real-time visualization
aiolas is an artificial intelligence (AI)-powered direct question search that has indexed the entire NAFEMS resource center, so, according to NAFEMS, “you could say it … Continue reading NAFEMS Experiments with AI-Powered Search Feature
Siemens and Amazon Web Services (AWS) are strengthening their partnership and making it easier for businesses of all sizes and … Continue reading Siemens and AWS join forces to democratize generative AI in software development
One of the issues with artificial intelligence (AI) that often goes overlooked is just how expensive it is to build … Continue reading NVIDIA Introduces Bespoke AI for Enterprises on Microsoft Azure
Artificial intelligence (AI) is rapidly emerging as a key enabler of innovation. What does this mean for design, particularly when … Continue reading Can AI Boost Design for Additive Manufacturing?
During SIGGRAPH, NVIDIA and Hugging Face announced a partnership that will make generative artificial intelligence (AI) supercomputing accessible to developers building large language models (LLMs) … Continue reading NVIDIA and Hugging Face Connect on Generative AI Supercomputing Integration
TROY, Mich., June 6, 2023 — Altair (NASDAQ: ALTR), a global leader in computational science and artificial intelligence (AI), released results from … Continue reading Altair Global Survey Reveals Significant Opportunities to Improve Efficiency, Scale, and Success of Enterprise AI and Data Projects
Press Release For Immediate Release CINCINNATI, OH (USA); MAY 15, 2023: Revolution in Simulation™ (Rev-Sim), created to accelerate innovation using … Continue reading Revolution in Simulation™ Expands Focus to Cutting-Edge Simulation
In this online discussion, a panel of experts fielded questions on the application of AI/ML technologies in Product Development and Simulation.
This panel discussion outlines strategic approaches for integrating AI/ML into CAE, with a focus on real-life experiences and insights from industry experts. Topics include CAE simulations, virtual animation data, and product design iterations and optimization.
Co-hosted by Rev-Sim, CIMdata, and Digital Engineering 24/7, this roundtable includes experts from Microsoft, Altair, and Neural Concept. Watch to learn their thoughts and see practical, real-world examples of the use of AI and Machine Learning to improve the simulation process while also highlighting the potential pitfalls of this approach.
This webinar highlights the benefits of using artificial intelligence in the design of vehicle crash structures as well as occupant kinematics in future autonomous vehicles.
This webinar showcases how Maya HTT clients are successfully utilizing data and enabling non-data scientists to leverage AI technologies. Those looking to understand what industrial IoT and AI can bring to an engineering organization are encouraged to view this webinar.
AZothBio used Rescale technology to simulate large-scale algorithms in the cloud, understand not only the R&D challenges but also cloud infrastructure, HPC, and configurations.
Reducing time on manually exporting and cleaning data and gaining insights on how to optimize product processes.
Acme Space’s three AI agents work together to generate new designs, analyze them, and make sure they’re manufacturable.
A leading drive manufacturer advances digitalization to streamline workflows and support sustainability efforts.
Machine Learning Models Built in Altair AI Studio Display Real-time Data in Altair Panopticon Dashboards
Delft University of Technology engineers use deep learning algorithms to back-calculate microarchitectures from desired properties.
Neural Concept Shape models were able to accurately predict the behavior of components during a crash, a highly non-linear phenomenon.
To meet the ever-evolving demands of the industry and customers Mitsubishi Chemical Group is committed to support their partners with material characterizations used as input data for highly dynamic crash simulations using Finite Elements Analysis.
TurboTides implemented the OASIS AI Optimizer in their suite of Turbo design software for compressor, fan, pump and turbine to aid their customers to find the best alternatives with allowable time and computer resources.
Researchers from Princeton University and the University of California, Berkeley are using supercomputers at the Argonne Leadership Computing Facility (ALCF), including the powerful Polaris supercomputer, to enable 3D supernova simulation.
The drive towards full electrification of the car is an opportunity but also a challenge. Certain elements of the drivetrain will disappear, such as exhaust systems. On their turn, components such as the battery are now becoming prevalent.
Orbital Stack, the CFD tool created by global leaders in wind engineering and microclimate analysis, RWDI, partnered with Engineering Intelligence firm, Neural Concept, in order to add the power of AI to their App for structural engineers. Orbital Stack makes climate-informed design easy, affordable, and understandable.
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