Karpathy's "autoresearch" broke the internet
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Top Comments (10)
Great ideas in this video! One clarification though — the NVIDIA GPU requirement only applies to Karpathy's original autoresearch repo, which trains a small neural network from scratch. That's an ML research tool. For all the business use cases you described (email optimization, landing pages, ad creatives, lead scoring, etc.), you don't actually need a GPU at all. Those use the autoresearch pattern — the iterative loop of hypothesis → test → measure → keep/discard — but the "intelligence" comes from calling Claude or GPT via API, not from training a model. You just need: (1) an LLM API key, (2) an API for whatever platform you're optimizing (Instantly, Shopify, etc.), and (3) a scheduler like GitHub Actions or cron. The first video guy (cold email optimizer) actually built this and runs it entirely on GitHub Actions — no GPU anywhere in the stack. So your audience on MacBooks can absolutely do all 10 of your business ideas without renting cloud GPUs. Just wanted to clear that up since it might be holding people back from trying it!
I think I have to watch this 2 or 3 more times to fully understand the scope and impact...brain exploding
The video starts and ends at 2:58
loving the solo sessions!
looking forward to hearing your thoughts about this episode, next episodes, any question you have for me below! hey everyone!
Awesome episode! Please expand on it and show us your experiments!
Greg I'm curious how you actually got so many good ideas in this video. What did you do to get those ideas? Is it really from your own experience and thoughts or it's a mix from AI or fully from AI?
Very cool, Greg! Thank you! I have been wondering if you have been doing any cool new stuff with Coda. Keep us posted about too... Cheers!
Hey Greg, I enjoyed this video of you tell us what's up. I think mixing up your video with you doing these types of topics solo with your guest is a great format! Thanks for all you do on keeping us educated!
First time watching. Good job. Q: How much is it to rent a GPU? Maybe consider doing an episode walking through the actual setting up a looped research project. I have a research idea that I could share on mapping the entire supply chain of critical minerals and rare earth elements, if you wanted to experiment with it. We would simply have to agree on a few things before I shared my IP as I don't want to give it away to the world obviously until I've built it out. Just waiting for the right moment and this could be it. :)
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Top Comments (10)
Great ideas in this video! One clarification though — the NVIDIA GPU requirement only applies to Karpathy's original autoresearch repo, which trains a small neural network from scratch. That's an ML research tool. For all the business use cases you described (email optimization, landing pages, ad creatives, lead scoring, etc.), you don't actually need a GPU at all. Those use the autoresearch pattern — the iterative loop of hypothesis → test → measure → keep/discard — but the "intelligence" comes from calling Claude or GPT via API, not from training a model. You just need: (1) an LLM API key, (2) an API for whatever platform you're optimizing (Instantly, Shopify, etc.), and (3) a scheduler like GitHub Actions or cron. The first video guy (cold email optimizer) actually built this and runs it entirely on GitHub Actions — no GPU anywhere in the stack. So your audience on MacBooks can absolutely do all 10 of your business ideas without renting cloud GPUs. Just wanted to clear that up since it might be holding people back from trying it!
I think I have to watch this 2 or 3 more times to fully understand the scope and impact...brain exploding
The video starts and ends at 2:58
loving the solo sessions!
looking forward to hearing your thoughts about this episode, next episodes, any question you have for me below! hey everyone!
Awesome episode! Please expand on it and show us your experiments!
Greg I'm curious how you actually got so many good ideas in this video. What did you do to get those ideas? Is it really from your own experience and thoughts or it's a mix from AI or fully from AI?
Very cool, Greg! Thank you! I have been wondering if you have been doing any cool new stuff with Coda. Keep us posted about too... Cheers!
Hey Greg, I enjoyed this video of you tell us what's up. I think mixing up your video with you doing these types of topics solo with your guest is a great format! Thanks for all you do on keeping us educated!
First time watching. Good job. Q: How much is it to rent a GPU? Maybe consider doing an episode walking through the actual setting up a looped research project. I have a research idea that I could share on mapping the entire supply chain of critical minerals and rare earth elements, if you wanted to experiment with it. We would simply have to agree on a few things before I shared my IP as I don't want to give it away to the world obviously until I've built it out. Just waiting for the right moment and this could be it. :)