Comment by mikeayles
For AI designed schematics, you need to check out flux.ai (and quilter for layout), I don't have anything to do with this, i'm a little jealous tbh, but having used it, it's not for me (but i'm making fairly complex, FuSa, type approved stuff, for the sorts of boards that would go into phaestus, it would probably be adequate)
I'm pretty in the weeds when it comes to this stuff,
First of all, I made https://www.circuitsnips.com/ , which is like thingiverse for circuits, so users can get bits of designs and copy and paste them into their own designs, but the reception was lukewarm at best, it needed bootstrap data, for which I scraped GH, which could have been a mistake, either way, for the tens of people using it, I think it's pretty neat!
Circuitsnips Blog:https://www.mikeayles.com/#circuitsnips-com Circuitsnips GH:https://github.com/MichaelAyles/kicad-library
So, then I created a fork of TOON, called TOKN, which is token optimised KiCad notation, which successfully compresses kicad schematic s-expressions by 93%, and is able to regenerate schematics from it. With the intention of trying to generate schematics, one shot them using frontier models, or even post-train an OSS model to see if that works, however when I benchmarked it, I could get 100% syntax validity, but the models hallucinated the components, the pins etc, so they would need grounding.
TOKN Blog:https://www.mikeayles.com/#tokn TOKN GH:https://github.com/MichaelAyles/tokn
Which brings me onto my next, next, (next?) side project: An embedded documentation MCP server!, Load in your PDF's, it parses them and puts things into a sqlite db that the LLM can interact with more efficiently. I mainly use it for writing hardware abstraction layers for chips that have terrible vendor support (looking at you, NXP KEA128). Honestly, everything about this chip is awful, even the GPIO is laid out terribly, it's like the meme where everything gets put in the square hole. PORTB? nah, you need to do PORTA + 16. Anyway...
Bitwise-MCP Blog:https://www.mikeayles.com/#bitwise-mcp Bitwise-MCP GH:https://github.com/MichaelAyles/bitwise-mcp
And if you've read this far, here's a little treat: