Connect the Dots: Designing for the Future of Manufacturing Reality—Solder Mask and Legend
Target Condition: An Exploration of Flooding PCB Layers
Happy’s Tech Talk #47: Automation for Complex Multilayer Fabrication Stackups
Automating the Repeatable Parts of Hardware Design
March 12, 2026 | Kyle Dumont, AllSpice.ioEstimated reading time: 1 minute
Despite working on some of the most sophisticated technology in the world, many hardware engineers still rely on spreadsheets, tribal knowledge, and sometimes, quite literally, pen, paper, and a highlighter. Delivering new hardware products on schedule often comes down to finding a needle in a haystack disguised as a 900-page specification or datasheet.
AllSpice.io set out to automate the repeatable parts of hardware design: the well-defined, rules-based tasks that make sure nothing gets missed and everything lines up. That kind of work technology is well-suited for engineers who shine in system-level design, informed judgment, and creative problem solving. In an ideal workflow, they spend their time on the decisions that shape the product, while technology handles the rest.
AI systems have tremendous value because, rather than replacing engineering judgment, they handle first-pass review work, surfacing potential risks early and directing attention to what matters most. As one example of this approach, we’ve built DRCY, an AI-powered agent designed specifically for hardware design.
The Power of Native Data Access
A hardware-specific AI differs fundamentally from a general-purpose AI solution for design analysis.
When you export a schematic to PDF or take a screenshot for an AI chatbot, you throw away most of the information that matters. An image shows shapes and text, but it does not necessarily understand that a specific line is net VCC_3V3, that it connects to pin 7 of U4, or that U4 is a voltage regulator with specific input/output requirements. Compound that with more complex ECAD data objects—busses, multi-channel sheet hierarchy, and design rules— and you end up with an ECAD-specific logic to reason out before an agent can start analyzing design intent. That adaptor layer is where AllSpice specializes.
To continue reading this article, which originally appeared in the February 2026 edition of I-Connect007 Magazine, click here.
Share on:
Testimonial
"Your magazines are a great platform for people to exchange knowledge. Thank you for the work that you do."
Simon Khesin - Schmoll MaschinenSuggested Items
Microchip Earns IEC 62443-4-1 ML2 Industrial Automation and Control System Certification
04/08/2026 | MicrochipAs connected systems spread across residential, industrial and commercial environments, the need for independently verified cybersecurity assurance is becoming a core requirement.
onsemi Powers Sineng Electric’s Advanced Solar and Energy Storage Solutions
04/08/2026 | onsemionsemi announced that its hybrid power integrated modules (PIMs) will be featured in Sineng Electric’s next-generation 430 kW liquid-cooled string energy storage systems (ESS) and 320 kW utility-scale solar inverter.
Wire Harness Taking a Step in the Right Direction
04/08/2026 | Nolan Johnson, SMT007 MagazineTo fully understand the modernization of wire harness design and assembly, we met with members of the Innovation Advisory Team for the Wire Harness Manufacturer’s Association (WHMA) to outline the current challenges facing wire harnesses and the specific steps to implement a digital data flow from OEM to manufacturer and back. In some ways, the wire harness industry is moving from 19th-century to 21st-century technology. But in the meantime, the real challenge isn’t building the harness—manufacturers are very good at that.
Make the Smart Move
04/07/2026 | Stephen V. Chavez, Siemens EDAIt’s incredibly easy to become fixated on shiny new EDA software, the latest high-speed routing algorithms, or the most advanced fabrication techniques. New tools and technologies are creating sophisticated simulation platforms that automate routing, check design rules, and simulate performance. However, they cannot replicate the nuanced judgment, imaginative solutions to space constraints, or collaborative spirit that define printed circuit engineering excellence. That is your most significant return on investment.
Ann Fairchild Named President and CEO of Siemens USA
04/03/2026 | SiemensSiemens announced the appointment of Ann Fairchild as president and chief executive officer (CEO) of Siemens USA, the company’s largest market globally.