# AI Is Coming for Your CAD Skills. Let It. Will AI deskill hardware engineers? Yes, the way calculators deskilled long division. The CAD clicks go away. Deciding what to build and judging if it works become the job. Written by [Matthias Wagner](https://www.flux.ai/natarius) Published Oct 2026 - 6 min read ![AI Is Coming for Your CAD Skills. Let It.](https://www.flux.ai/p/assets/blogs/ai-deskilling-hardware-engineers/main.webp) AI will deskill hardware engineers the way calculators deskilled long division. Good! The job was never clicking in CAD. The job was deciding what to build, and making sure it works when it is built. ## “Calculators deskilled long division” This week, a post argued that AI is not replacing site reliability engineers. It is deskilling them. When the AI handles most of the incidents, the engineers get less practice on the hard ones. The Hacker News thread ran to hundreds of comments. One reply said it best: > “Calculators deskilled long division! ... who gives a damn about long division? The real task is your taxes.” I think this is exactly right, and it is even more true in hardware. Most hardware engineers I talk to spend most of their week on long division. Very little of it is the real task. ## The long division of hardware Look at a normal week on a device team. A lot of the time goes into work like this: - Route 400 traces by hand, then rip up half of them after a review comment. - Find a replacement for a part that went out of stock, and update the BOM. - Chase design rule violations, one marker at a time. - Move a connector 5 mm, then fix the opening in the enclosure to match. - Model the same screw bosses, ribs, and fillets again for the next housing. - Check by hand that the board clears the enclosure walls. - Export Gerbers, drawings, STEP files, and pick-and-place files, and send them out for quotes. This is skilled work. It took years to learn. But it is not why anyone became a hardware engineer. Nobody will miss it, the same way nobody misses long division. In Flux, you tell the AI engineer what to do in one sentence. “Route this board.” “U3 is out of stock, find a replacement with the same footprint.” “Change the mounting hole pitch to 50 mm on the board and in the enclosure.” Flux does the work on the electronics and the mechanical parts together, in one project. ## The real task is deciding what to build When the long division goes away, what is left is the work that was always the job. And it gets a lot more of your time: - What should this device do, and for whom? - Which architecture? One board or three? Aluminum or molded plastic? - What can you give up on cost, size, battery life, or heat? - What can your manufacturer build, and at what volume? - Does it work? How do you know? These questions decide if a product succeeds. They used to get the last few hours of the week, after the CAD work was done. Now they get the whole week. The skill does not disappear. It moves up. From operating the tool to deciding what to build and judging the result. That is a better job! ## “But you need long division to catch the calculator's mistakes” That was the strongest reply in the thread, and I agree with it. You need to know when an answer is wrong. An AI that only generates designs, with no one able to judge them, is dangerous. But look at what that skill actually is. It is not routing traces by hand. It is knowing what a good result looks like, and asking the right questions about it. That is engineering judgment, and engineers with AI get to use it on every design instead of only at the end. And a hardware AI engineer must check its own work before you do. In Flux, the agent does exactly that: - It reads the datasheet of every part and checks the design against its pinouts, ratings, and limits. - Electrical and manufacturing rule checks run on every schematic and every board. - It checks every design against your layout rules and your manufacturer's capabilities. - It runs circuit, electromagnetic, and thermal simulation, reads the results, and changes the design. - It checks fit and clearance on the assembled board, enclosure, and brackets. You review a device that has already been checked, and you ask why. “Why this regulator?” “What is the thermal margin at 60 °C?” That is how you [judge an AI-designed board](https://www.flux.ai/p/blog/how-to-evaluate-ai-pcb-design): by whether it works when it is manufactured, not by how it was drawn. It is also why [choosing what to simulate](https://www.flux.ai/p/blog/hardware-simulation-scoped-approximations) is a skill that matters more now, not less. ## Make the CAD disappear I have been building AI for hardware for seven years. The goal was never AI-assisted CAD. The goal is to make the CAD disappear. Software went through this first. Developers stopped writing every line by hand. They describe what they want, review the result, and ship more than ever. Nobody calls the best of them deskilled. Hardware is next! The engineers who win the next ten years will not be the fastest at clicking in CAD. They will be the ones who know what to build and who can tell if it works. Flux gives them an AI engineer that does the rest. ## FAQs ### Will AI deskill hardware engineers? Yes, in the same way that calculators deskilled long division. AI takes over the repetitive CAD work, such as routing traces, fixing rule violations, redrawing enclosure features, and exporting manufacturing files. The skills that matter more are deciding what to build, choosing the architecture and the tradeoffs, and judging if the device works. ### Will AI replace hardware engineers? No. AI changes what hardware engineers spend their time on. In Flux, the AI engineer does the design work in the project, and the engineer decides what to build, reviews the result, and makes the decisions. ### What skills matter for hardware engineers who work with AI? Product and system thinking, architecture, tradeoffs between cost, size, power, and heat, knowledge of manufacturing, and the judgment to tell a good result from a bad one. Writing a clear request in plain words is a skill too. ### How do I know if an AI-generated hardware design works? Check it the same way you check any design: electrical validation, manufacturability, fit, and cost. In Flux, the agent runs electrical and manufacturing rule checks, checks parts against their datasheets, runs circuit, electromagnetic, and thermal simulation, and checks fit and clearance in the enclosure before you review the design. ### Can AI do PCB layout and mechanical design? Yes. In Flux, you can ask the agent to place and route a board, change parts, and model the enclosure, brackets, and other mechanical parts in the same project. The electronics and the mechanical parts are checked together. ## Try it Skip the long division. Open a project and tell Flux what you want to build. For example: “Design a battery-powered soil moisture sensor with LoRa, in an IP67 enclosure that mounts on a stake.” [Start Free Trial](https://www.flux.ai/signup). ## About the author [Matthias Wagner](https://www.flux.ai/natarius) Founder & CEO at Flux Matthias is the Founder and CEO of Flux, a hardware design platform that's revolutionizing how teams create and iterate on circuits. Find him on Flux [@natarius](https://www.flux.ai/natarius). Let’s start building Build your big idea together with Flux. All you need to do is describe what you want to make, or what problem you want to solve. Flux will work with you to make it a reality. ![Close-up photo of a PCB made with Flux, with an ESP32 module, buttons, and a microSD slot.](https://www.flux.ai/p/assets/blogs/miscellaneous/sidebar-cta-pcb.webp) [Try it Free](https://www.flux.ai/signup) ## Related Content [ ![Teal isometric illustration of a robot arm joint with its exploded enclosure and motor controller board, connected to three cloud computers that show simulation results](https://www.flux.ai/p/assets/blogs/bring-your-own-software/main.webp) ### Bring Your Own Software to Flux 7 Min Read](https://www.flux.ai/p/blog/bring-your-own-software)[ ![Teal isometric illustration of a PCB, motor, bearings, and fasteners beside a parts bin draining chips toward a distant data center server rack](https://www.flux.ai/p/assets/blogs/component-shortage-ai-boom-bom/main.webp) ### The AI Boom Is Eating Hardware's Parts. Fix Your BOM in Hours. 5 Min Read](https://www.flux.ai/p/blog/component-shortage-ai-boom-bom)[ ![Flux, an AI hardware engineer pointing out the dos and don'ts when prompting.](https://www.flux.ai/p/assets/blogs/prompting-guide/main.webp) ### Prompting Guide: Working with Flux from Idea to Schematic 9 Min Read](https://www.flux.ai/p/blog/prompting-guide-working-with-flux-from-idea-to-schematic)[ ![Top 20+ Flux Copilot Prompts (Refreshed)](https://www.flux.ai/p/assets/blogs/top-copilot-prompts-3/main.webp) ### Top 20+ Flux Copilot Prompts (Refreshed) 8 Min Read](https://www.flux.ai/p/blog/top-20-flux-copilot-prompts-refreshed)[ ![What Makes a Perfect PCB Design Prompt](https://www.flux.ai/p/assets/blogs/how-to-write-a-perfect-pcb-design-prompt/main.webp) ### What Makes a Perfect PCB Design Prompt 8 Min Read](https://www.flux.ai/p/blog/what-makes-a-perfect-pcb-design-prompt)[ ![Technical isometric illustration in glowing teal on charcoal: an exploded device with an enclosure lid, a circuit board with a BGA and length-matched meander traces, and a base with a fan, linked by dashed lines to four tiles with a waveform, an eye diagram, a heat map, and a meshed bracket](https://www.flux.ai/p/assets/blogs/ai-agent-hardware-design-workflows-beyond-eda-cad/main.webp) ### Your AI Agent Can Outgrow Its Editor: Hardware Design Workflows Beyond EDA and CAD Features 10 Min Read](https://www.flux.ai/p/blog/ai-agent-hardware-design-workflows-beyond-eda-cad) See All (6) ## Let’s start building. Let’s build your idea together. All you need to do is describe what you want to make, or what problem you want to solve. Flux will work with you to make it a reality. [Try it Free](https://www.flux.ai/signup) ![Close-up of a Flux-designed printed circuit board](https://www.flux.ai/p/assets/homepage-v2/mission-visual.webp)