There are many projects in the works that are having success with writing somewhat formal English language specifications and generating working software. One

There are many projects in the works that are having success with writing somewhat formal English language specifications and generating working software. One of my favorite recent projects is called Parsel: Parsel: A (De-)compositional Framework for Algorithmic Reasoning with Language Models https://arxiv.org/abs/2212.10561 https://arxiv.org/abs/2212.10561 Here's a notebook with an introduction: https://github.com/ezelikman/parsel/blob/main/parsel.ipynb https://github.com/ezelikman/parsel/blob/main/parsel.ipynb And here's a GUI interface the author has been developing: http://zelikman.me/parsel/interface.html http://zelikman.me/parsel/interface.html I've been working on an augmented large language model that given these few-shot exemplars can build the below fully-functional ToDo App: == https://github.com/williamcotton/transynthetical-engine/tree/main/src/augmentations/browser-builder/exemplars/third-order https://github.com/williamcotton/transynthetical-engine/tree... https://www.williamcotton.com/articles/junie-browser-builder-transynthetical-engine-analytic-augmentation https://www.williamcotton.com/articles/junie-browser-builder... All of this is still very rough around the edges, prone to errors of various kinds, and generally not ready for prime time, but anyone is welcome to play around with what is there!