Few-Shot Spice Electronics Maker


April 4-20, 2025

Notebook Python Source code

Electronics learning and development are an underserved market for Generative AI. In a handful of tests, I determined that leaders in the market do not do a good job of creating valid circuits when the information is readily available on the internet. Generative AI has most of the capabilities necessary to achieve this substantial goal of generating valid circuits from description. In this code I use few-shot prompting with hand-written circuits tested by a hobbyist. The project also demonstrates the opportunity to use image understanding in the context without needing a different provider. Indeed in tests, we found it possible to get Gemini to generate a netlist based on an image.

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Duolingo 2

by Javantea
March 18, 2025

Duolingo has a lot of problems. I know this because I've spent 1232 days learning Portuguese, Spanish, and a little bit of Finnish and Klingon. I have a 1232 day streak and am in obsidian league. I'm hoping that the developers at Duolingo who are watching for negative sentiment find this post. Here's my duome if you want to see where I'm at.

Duolingo is for beginners. If you end up at day 400 in Duolingo, you might think that it is useful for intermediate and advanced speakers. This isn't true. The only argument that I have really accepted for why intermediate learners should accept Duolingo as a daily tool is that it's important to avoid losing ground in a language. By spending a few minutes you're able to avoid dramatic loss of vocabulary that often coincides with not using a language for weeks.

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Learning to Read and Write Kanji Row 7

I've been learning Japanese again. This is looking like it's going to be a series where I show my progress (see the bottom of the post for previous episodes). To show my progress, see the test below and the list of kanji is available below as well.

Kanji test row 7

何 京 上 黒 朝 晩 次 明 東 英 週 名 川 忙 土 村 百 毎 友 私 電 早 大 寺

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NLP Lecture 1

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