A little idea I got from playing with AI SWE Agents. Can AI help make sure we understand the code that our AIs write?
PR Quiz uses AI to generate a quiz from a pull request and blocks you from merging until the quiz is passed. You can configure various options like the LLM model to use, max number of attempts to pass the quiz or min diff size to generate a quiz for. I found that the reasoning models, while more expensive, generated better questions from my limited testing.
Privacy: This GitHub Action runs a local webserver and uses ngrok to serve the quiz through a temporary url. Your code is only sent to the model provider (OpenAI).
Comments URL: https://news.ycombinator.com/item?id=44726672
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Article URL: https://mitchhorowitz.substack.com/p/the-crisis-of-professional-skepticism
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Hi HN. I built a prototype AI physics tutor that can interpret, draw, and edit free body diagrams.
Lately I've been transfixed with generating diagrams with LLMs. If you pipe generated JSON thro
This is software for my headless, PC based oscilloscope, which is controlled entirely via commands similar to the Vim text editor. I built this because I liked the idea of headless oscilloscopes;
Article URL: https://pixieditor.net/blog/2025/07/30/20-release/
