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Claude — I had my hedge fund team stress test Kronos. It failed on many levels.

gigaqian · 2026-05-12T21:27:39.000Z · in AI Saves, Vol. 7
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100k ft — What is this?

Claude — I had my hedge fund team stress test Kronos. It failed on many levels.
skillB-tier

50k ft — Why care?

This video is designed to make it so absolutely anyone can build their own automated AI system with Kronos integratio... — @gigaqian; uses Claude, Hugging Face; demonstrates code generation.
LLMarchitecturearchivessoftware developmentvideo production

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5k ft — Tools & techniques

Claude, Hugging Face code generation

1k ft — Deep-dive / try it

This video is designed to make it so absolutely anyone can build their own automated AI system with Kronos integration. It covers the basics for getting started with an LLM and learning along the way. This way, you can do this with zero experience! Certain processes are oversimplified (artifacts, “tarballs,” etc.) so that we can accomplish this in a short video. Feel free to ask questions! I want us all to succeed together and am taking comments suggesting I set up a community somewhat seriously. It could be useful to have thorough guides for what we cover on this channel. Best of luck! 😄 #learnai #quanttrading #learncoding #learnoninstagram #gigaqian des_w_woodruff   12w I had my hedge fund team stress test Kronos. It failed on many levels.
Transcript excerpt
If you ended on this video, go ahead and save it because you're going to want to watch it again and again. That's because I read the research for a Chinese AI model that can make money while you sleep, and in the process of explaining how it works, I let it slip that I personally use it, and now everyone's asking, how can I use it? The good news is you don't have to be technical at all to build a spectacular system. All you need is a computer and this video. And yes, I'll show you how to get started actually using cronos. I'm Gigachin, and I hope you all remember this video because I bet at least one of you will be very successful with it. Now that we're going hands-on, it's important to get something out of the way. Cronos is not just a model that you train and then unleash. It's zero-shot, meaning it's built to handle markets that's never seen before. It's better than other models with volatility, which means it's good at risk management and options pricing. And it especially excels at generating synthetic data so you can test your strategies. Always pay for trade your strategies first. Don't just test an idea with real money. Now for the moment you've been waiting for, how to actually get started with this. Go to your favorite top tier LLM and start discussing a system you want to build. We're going to use Claude for this example because it's awesome. Oh, and it generates artifacts. In extremely simple terms, an artifact is just a standalone file you can use, like a…

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Collection: AI Saves, Vol. 7