Chip Design Meets AI

AI in the chip design flow, FreeCAD and KiCad demos using GPT-6 Astra, a tour of automated fish processing, and more.

Topics worth your time this issue: Asianometry on AI’s evolving role in semiconductor chip design, GPT-6 Astra’s FreeCAD and KiCad demos, a full tour of Shinkei’s automated fish processing, and mapping the commercial aviation supply chain.


Interesting Video: AI, EDA, and Chip Design

Asianometry is back with another video essay on the latest in AI EDA, specifically for semiconductor chip design, doing his best to separate hype from reality at a time when the two are increasingly difficult to distinguish. A realization I’ve only come to in recent weeks is that part of what makes semiconductor chip design (and the specific shifts happening within the industry) so appealing to audiences beyond engineering is because the industry sits upstream of the largest capital markets in the world. Take SemiAnalysis, Asianometry, or specific episodes of the Dwarkesh Podcast: all of them translate the technical minutiae of chipmaking into a view of where hundreds of billions of dollars are moving. As they say, the spice must flow.

Jon’s read on the latest developments from Hot Chips 2026 is that these advances won’t replace existing EDA chip design tools, but will more closely resemble large language models strapped onto an EDA design harness. (For those unfamiliar, a harness is simply software that lets a model operate other tools, read the results, and use that feedback to decide what to do next.) The specific intuition is that the biggest gains will occur in parts of the design process with strong feedback loops, for instance power, performance, and area (PPA).

For broader educational resources on actually going through the full EDA design flow, check out Tiny Tapeout (both the website and paper).

Asianometry refers to the period after tapeout (when a chip design is sent to the foundry for manufacturing) as “90 days of glory” before the silicon comes back. It’s interesting to observe that each engineering industry holds the same universal truth - a design can look perfect in the abstract, but the real work begins in verification and resolving the bugs that manifest in the real thing.


More From Around The Web

  • Two highlights from the GPT-6 Astra launch were its use of KiCad for board layout (component placement and trace routing) and FreeCAD to generate a concept model of an automotive transmission. Where it exists between a demo and product, we’ll find out in the next few weeks.

Watch the video in the original issue.


Interesting Diagram: Mapping the Commercial Aviation Ecosystem

A holistic view of the supply chain involved in commercial aircraft. Parts suppliers feed aircraft manufacturers, manufacturers supply airlines, and airlines move the people/cargo.


Manufacturing & Startup News

Keep reading

All issues

Great! You’ve successfully signed up.

Welcome back! You've successfully signed in.

You've successfully subscribed to Hardware FYI.

Success! Check your email for magic link to sign-in.

Success! Your billing info has been updated.

Your billing was not updated.