Karpathy’s autoresearch could make scientists of us all
Azeem Azhar's Exponential View
EPIIPLUS 1 Ltd / Azeem Azhar
5.0 • 1.1K Ratings
🗓️ 1 April 2026
⏱️ 21 minutes
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| 0:00.0 | Today, I wanted to talk about a little tool that I came across about a month ago that has |
| 0:04.4 | really changed the way that I do some of my work. And that was a tool released by Andre |
| 0:10.3 | Carpathie. Now, what did Carpathie release? He released this thing called Auto Research. It's a |
| 0:16.1 | piece of open source software. It's only 600 lines of Python code. It's already had 57,000 stars on GitHub. |
| 0:24.2 | And what auto research does is it enables AI systems and you running an AI system to automatically |
| 0:32.7 | conduct research. I said, look, this could probably work outside of the machine learning domain. Could we |
| 0:41.3 | find some other way of defining the objective, right? Why does it have to be the loss function in an |
| 0:47.8 | ML product? Couldn't we define a business objective? So my new setup is this new version of auto research. |
| 0:57.0 | And what that allows me to do is run this iterative loop, this scientific loop, |
| 1:02.0 | hypothesis-driven testing automatically on all sorts of commercial, intellectual, |
| 1:08.1 | academic, theoretical, theoretical problems that are relevant for us. |
| 1:11.3 | This is a reduction in the cost of the scientific method. |
| 1:15.0 | You know, I'm applying this scientific method now to questions that benefit from it |
| 1:19.3 | where it would have been too expensive previously. |
| 1:22.4 | And science is the best method we have found for producing knowledge. |
| 1:26.8 | And we have given that method now to |
| 1:29.5 | LLMs at very, very low cost, and I get to choose what they investigate. |
| 1:35.2 | Well, I mean, for now. |
| 1:43.1 | I want you to zoom back and understand what this is about. |
| 1:49.0 | This is about addressing the best strategy that we as humanity have for producing knowledge. |
| 1:56.0 | That strategy is called science. |
| 1:59.0 | And science is the act of coming up with some kind of hypothesis |
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