Hey guys, it’s my birthday! But more importantly, thank you for all the new subscribers and rightful criticism. It has made me realize that the way I’ve been doing things is pretty sloppy and untrustworthy. For context, I’m 17 (as of today) and started working with Python and finance this summer. I’m still learning, but I take this seriously and want the work to stand on its own, not be excused because of my age. I welcome all feedback and want this project judged by the same standards as anyone else. I want people to have confidence what I’m showing is genuine and unbiased; I will always post the results whether good or bad. Right now it is going abnormally well, and by no means is this a real investing strategy or advice. Because it’s only one portfolio, obviously luck has attributed to the gains so far. For transparency, I will be making the following changes from now on: Logs of all chat logs going forward Post all past and future deep research prompts Compare it to the S&P500 rather than Russell 2000 and XBI File detailing everywhere I’ve messed up and how I will do better Add risk adjusted returns like Sharpe Ratio Ensure all prompts and structure are consistent and repeatable Logs of all chat logs going forward Post all past and future deep research prompts Compare it to the S&P500 rather than Russell 2000 and XBI File detailing everywhere I’ve messed up and how I will do better Add risk adjusted returns like Sharpe Ratio Ensure all prompts and structure are consistent and repeatable I wish I could give a timeline for these changes, but a few fixes should be in at least by the end of the week. Also, if you have any advice or notice an error, PLEASE reach out. I want this to be accurate as it can (minus fees), and can’t do that without your help. Thank you to everyone who subscribed and cared enough to leave justified criticism, it seriously means the world to have so much support and feedback. Love all of you guys, Nate

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