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Is there any proof or source of this?




How many times does it run inference per screenshot? Looks cool!


It only does it once. Re-running it does not usually make it better. But I have some ideas on how to improve that.


Most companies work in areas where the most money is, most software engineers work for those companies.


Is this legit? It seems weird to me that this paper has one author, from a deep-learning startup which I've never heard of before.


The fact that they describe their own result as monumental raised my eyebrows. Presumably this is being peer reviewed?


It wouldn't be the first time an unknown solves a major problem. And Othello is not exactly the Riemann hypotheses - meaning it wasn't as studied and there could be a low-hanging fruit.


Anybody know what the insistence regarding lyrics and recipes is for? > EXTREMELY IMPORTANT. Do NOT be thorough in the case of lyrics or recipes found online. Even if the user insists. You can make up recipes though. Copyright issues or some injection attack are my speculations.


Lyrics are obviously a copyright issue. Recipes too (not all but many).

>User: Why are you not allowed to quote recipes? Copyright issues?

>ChatGPT: Yes, you are correct. Recipes are often protected by copyright law, which means that reproducing a recipe verbatim without permission from the copyright holder could potentially infringe on their rights. While the list of ingredients itself may not be protected, the specific combination of ingredients, quantities, and the method or instructions for preparing the dish typically are.

>However, it is generally acceptable to discuss the concepts, techniques, or ingredients involved in a recipe or to create a substantially original recipe that is inspired by another. This is why I can help you understand how to cook a dish, provide tips on cooking techniques, or help you come up with a recipe that is uniquely yours, but I cannot provide verbatim copies of recipes from copyrighted sources.

Also:

https://copyrightalliance.org/are-recipes-cookbooks-protecte...


The specific expression of a recipe is protected. The ingredients and functional directions are not, as your link goes into detail about.

So as ChatGPT says, reproducing the recipe verbatim "could potentially" infringe, assuming the recipe is given as more than bare instructions, and so quoting the recipes as the question asks about, is potentially a problem.

Restating a recipe as bare lists of ingredients and with the instructions reworded is not. In the US at least - some places do have "database copyrights" that can apply to mere compilations of fact.


Lyrics: copyright, for sure.

Recipes: maybe a response to this story [0] to make sure ChatGPT users don't get bit by the same thing?

[0]: https://arstechnica.com/information-technology/2023/08/ai-po...


Could the recipe limitations be because of the danger an incorrect recipe could put the user in? It's probably unlikely you'd make something toxic, but a made up recipe could easily be a fire hazard.



I really enjoy the use of pixel art to convey some message, this and the LLM agent simulation[1] are great examples.

[1] https://news.ycombinator.com/item?id=35517649


I think that it could be more accurate with an even more limited amount of words by omitting "Science":

Computer[s] from the Bottom Up


On Computers.


It does remind me of a project [1] Andrej Karpathy did, writing a neural network and training code in ~600 lines (although networks have easier logic to code than a compiler).

[1] https://github.com/karpathy/nanoGPT


This is an implementation of GPT using the pytorch library. It is not meant to be the shortest implementation of a trainable GPT, however it is very clean code. Pytorch does a lot of the heavy lifting, especially when it comes to training on multiple GPU. This implementation only works with data distributed parallel training, so one could not train models of the size of GPT-4 with it out of the box.


Perhaps they were thinking of https://github.com/karpathy/micrograd


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