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Shundan Xiao's avatar

Hi Sam! Aside from being a POTD Premium subscriber, I’m also a machine learning engineer. I’ve experimented with many ways to use LLMs to support my poker study, and quite a few of them haven’t worked.

For example, I tried having an LLM consume all my study notes and build a personal poker knowledge base. However, giving it more poker-related material never fully solved the hallucination problem. I think the underlying issue is that much of the available poker content to train LLM is inherently noisy. LLMs have also learned from poker discussions on online forums, twitier, etc, where the analysis is not always accurate or precise.

However, I’ve found one application that works surprisingly well, and I’d love to share it with you: using the LLM as a “poker student.” Its primary role is to read what I’ve written and ask questions as a student, rather than generate poker strategy itself, where hallucinations are much harder to avoid.

Here is an example of a study session I had with my LLM poker student. I assigned it the role of a skeptical peer student:

https://github.com/sherryxiao1988/poker-student/blob/main/CLAUDE.md

I then asked it to read a poker principle I had written:

https://github.com/sherryxiao1988/poker-student/blob/main/study-sessions/2026-05-11%20-%20Bet%20size%20signals%20range%20polarity%20in%20practice/Bet%20size%20signals%20range%20polarity%20in%20practice.md

Here is the complete study session:

https://github.com/sherryxiao1988/poker-student/blob/main/study-sessions/2026-05-11%20-%20Bet%20size%20signals%20range%20polarity%20in%20practice/2026-05-11%20-%20Bet%20size%20signals%20range%20polarity%20in%20practice.md

During the session, the LLM challenged an example I had used in another referenced principle—one involving betting large with a linear range. Working through its questions helped me understand the underlying concepts more clearly. I eventually crossed out the incorrect example and added a better one:

https://github.com/sherryxiao1988/poker-student/blob/main/study-sessions/2026-05-11%20-%20Bet%20size%20signals%20range%20polarity%20in%20practice/Range%20polarity%20and%20sizing%20are%20distinct%20equilibrium%20dimensions.md

You might be able to do something similar with POTD — have an LLM read the content and ask thoughtful, skeptical questions about it. :)

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