Today I am announcing META-Bench, the first pure intelligence benchmark for AI. It leverages the hit auto-battler strategy game, TFT. I SWEAR I AM NOT TROLLING let me explain. The industry suffers from labs overfitting and giving us models that score high despite being fundamentally low IQ. Over the years there have been many attempts at benchmarking AI with competitive gaming. I am going to explain the failure points, and why META-Bench is truly the first of its kind. Chess. When picking a game to benchmark with, chess is the obvious first choice. It has clear rules, large player base, and a well defined elo system. The issue with static rule games though is that the best strategies can be figured out ahead of time and baked into the model during the training process. Too easily hacked. Memorizing more strategies is not a proof of intelligence. Dota2/ League. We’ve all heard of OpenAI Five. The issue with benchmarking on a MOBA is that reaction speed is a meaningless metric. We do not need our highly intelligent AI to be able to respond at the speed of top human pro players. And truth be told, we are years away from a LLM that is able to play MOBAs at the highest levels off of vision alone, even though the problem is seemingly solved years ago. What we need is a game that: - Has defined rules but cannot be results hacked during the training process - Large ecosystem of human players - Clear cut results and an elo system - Results that is not reaction time dependent There is only ONE game in the world that meet all the requirements needed for this benchmark. Teamfight Tactics. For those unfamiliar, TFT is a strategy based auto-battler created by Riot Games with ~100 million monthly active players worldwide. It is a highly competitive multiplayer turn based game. It’s as if Chess and League of Legends had a baby that’s born to be an AI benchmark: - There is a new set released every 3 months. - Time limitations in the 10-40 second range rather than the milliseconds required for MOBAs - Skill based enough for esports yet uncertain enough to require reasoning over hard scripts “Can’t labs just train models to be good at TFT?” Nope and the reason why it’s unhackable comes down to how the benchmark itself is set up. Due to the fact that the entire game is changed every 3 months and patched every 2 weeks, any data on a previous TFT set is effectively useless when it comes to raw pattern recognition. Strategy wise, there are core concepts that carries over from set to set. That’s why we have the same players hitting the highest elo every season even though each set is so different. Any efforts at overfitting here can be fully negated if the benchmark harness used for all models has every core strategy built in. You are never going to beat a carefully curated harness layer with strategy training at the model layer. By presenting the models in the harness with the same core strategic concepts, the only difference in outputs will be its ability to reason across the different scenarios of each game. The luck elements of TFT already ensures that no 2 games will be the same in the reasoning required. Run the models against each other enough times and you will have a clear winner. Aka, the world’s first true IQ test for AI. I really, really want to know which AI model would win this. So I am going to build this. Not too sure how I’m going to fund it yet so if you would like to invest HMU. I’m also looking to put together a small team of individuals who are both high elo in TFT and highly experienced with agentic AI. And if you are even remotely curious on the results, like and help share this post 🫡

LAUNCH 🚀🚀 I coulda been a fuck nobody who got screwed over and fired, struggling to find a job rn.  Instead, I am about to make the generational MONEYMAXXING run that goes down in history. The only difference is the insights I have on hand. Insightmaxxing. Standard practice for corporations is investing in a truckload of numerical data, and hiring for roles such as “Data Analysts” to find these insights.  That’s the way it’s always been done. Numbers SUCK at driving ACTIONABLE INSIGHTS though. Charts, dashboards, the most they can tell you is where to look, but they still need analysts to turn it into a format that drives key decisions. What if we were not limited to numbers? There is no way for a human to read enough to get coverage on large datasets without certain abstractions. Excel was invented for this very purpose. A human can’t. LLMs CAN. The very fact that we now have intelligence at the cost of nothing unlock new paradigms of data analysis. We are no longer bound by the limitations of having to work with numbers. We can work with data in their much more optimal, original forms. Texts. Images. Videos. For example, if you make a post on X, a high like count can tell you that it is successful. But you will not know WHY it’s successful. The WHY is information that you can get by looking at the non-numeric data. What exactly did you post about? How is it different from other posts? What did the comments say? If a business launches a new product, positive social media sentiment and an increase in revenue can tell you that you are doing something right. That information is valuable. What is infinitely more valuable is knowing EXACTLY what you did right, and any feedback on how it could have been even better. Today, I am launching my first, public product. It is the first Insights tool of its kind that follows this new paradigm I’ve described. Know exactly what your competitors are doing. What is working for them? Why is it working for them? How can it work for you? Know the exact issues with your offerings as they occur. Bugs, complaints, valuable user feedback. How can it be better? Know all the opportunity spaces you might not be aware of. You cannot possibly read everything. Insightmaxxing will do it for you. I truly believe it is a tool every single company can benefit from using.

Day 1 of MONEYMAXXING. Disclaimer: I am not looking for a job. I’m pretty deadset on never working for an employer again. Not saying that there is zero chance of me being bought out, but it would need to be an absurd amount of cash, and I highly doubt anyone would offer the amount I’d break for. Idc how good your culture or mission is, not doing that shit again. (See last tweet for context) I am also not looking to raise money. It is my belief that many young founders have killed their potential by taking VC money when they don’t need it, when they were better off pivoting and staying flexible. Not saying there is a zero chance I raise, but the terms would have to be ridiculously good for me to not be convinced I should be bootstrapping rn. That said, here is my thinking process - 1. Immediate step I need to capitalize off my post from yesterday. I knew there was a good chance of it going viral, which is the main reason why I gave up on the 15k exit amount. It would have prevented me from talking about it. The immediate way to capitalize is to post again, which I’m doing right now. 2. Establishing trust and expertise. Most of you don’t know me or the extent of my skills, and is probably doubtful that I know what I’m doing. So I’ve made the decision to open source the pitch deck that got me fired, after some modifications of course. It’s now targeted at Enterprise companies in general instead of a custom Riot deck. Before I get comments telling me how I’m opening myself to legal issues, lemme clarify. Even though I was in talks with transferring over to a high impact AI role, my official title and role at Riot at the time of my termination had nothing to do with AI. There is zero overlap in scope. The ideas in the pitch deck themselves are not Riot property, they are my ideas, and the original pitch deck was made on off work hours. I had mentioned a Riot internal project in a couple of my sentences in the original. Which is my bad, I agree and I’m not denying it. But there was no leaks and damages afaik, and I think it is royally fucked up that they just sat on the information for over a week without telling me to take down the site, then fire me for it. Should have been at most a warning under any empathetic company with morals. All of which to say, I am confident that my open sourcing the ideas now is not going to get me into any legal troubles, so I might as well do it to establish my expertise in the industry. I’d consider it pure gold in value for enterprise companies, go check it out it’s linked down below. 3. Direction. People have been telling me that I overshare on the internet. To be honest, I have what most people would call a gambling addiction. My latest gamble is that myself, in my truest, most open form, is already the most appealing version to my target audience. There is no need to hide the fact that I’m a drop out, that I have a boyfriend, that I have severe ADHD, etc etc. The people that I actually want to reach wouldn’t care, and I have confidence that the more they find out about me the more they would want to follow along on my journey. Given the above, building b2c makes the most sense. And for some reason, all the talent in the Applied AI field that I would consider above me in skill level, decided to ALL go into AI coding agents. I mean, I love it, I directly benefit from their work, and good for them they are making billions there. But I will be over in the easiest market possible where there’s no real competition, and market to normies. I have a couple markets I’m thinking of already. Most of this next week will be me talking to people to get an even better sense of where the opportunity spaces are before diving in. 4. Consulting. I consider today to be my first day as a true entrepreneur. Due to the influx of requests of people asking me for advice, it would be foolish to not consider part time consulting. I genuinely believe my insights can bring both companies and individuals a ton of value, and now I am putting my time up for grabs. Besides the insights, I’m also down to build out custom high value tools for you/ your company. Rates will depend on your case, feel free to ask me for a quote. For the people that have yet to start their careers, whether you are a 15 year old thinking about the future or a new grad, I’m happy to answer any questions you might have. But please, describe ur exact question in detail. I’m down to spend a chunk of time here and respond to everyone. It’s just that half the questions rn are the most vague thing, which makes it incredibly hard for me to give you an answer for. I’ll make a free resources site for you guys soon, since I was going to pull together things for my sisters anyways (ages 15 and 16). It’ll cover the common questions such as “How do I get started?”. 5. Stocks and Options. I do not claim myself to be an expert in this field by any means. And I strongly do not recommend anyone getting into this if you are not ok with your net worth going to 0. That said, I believe I’ve recently crossed the threshold in skill of being able to be profitable in the long term. I’m deadass up like 100k in the last week. Now, part of it is luck, and I’m not gonna pretend otherwise. Luck’s been on my side. But the way I view it is, it’s exactly like solo queue. You’re gonna have a dogshit winrate when you first start, but that doesn’t mean you can’t have a positive win rate if you get good. And making the right decisions will not always result in a win, and vice versa. I was Iron when I first started, was down like 50k+ at one point. Rn I’m prolly around low Diamond. I am willing to put my own money on the line and get even better at it still, since it is one of the best moneymaxxing strategies if done right. That said, I’m not trying to give out stock advice on the timeline. Frankly, most of you will not be able to make the right decisions after seeing your net worth drop to half of what it is, and I do not want that tied back to me. I’m only saying this here since I’m taking yall along on my crazy ride. If you want a legit financial guru, my good friend @IKeepItTaco is the absolute GOAT. It is my belief that if you want achieve real wealth, you cannot get there without taking on a series of calculated risks. There are obvious ones you can take, like stonks. There are also less obvious ones that seem stupid on the surface to a casual observer. For example, I consider my decision to drop out of college one of my best decisions in life. At the time though, it was heavily opposed by my Chinese PhD parents. A more recent example is the stuff I pulled yesterday. To any casual observer, it is monumentally stupid to give up 15k to tell the internet you got fired. But was it really, though? What did I have to gain? To lose? To my haters, it’s fine to think I’m monumentally stupid still. I invite you to follow along on my journey regardless. You can point at me and laugh when I fail. Now, for the sole purpose of VIRALMAXXING, let’s play a little game to kick off this speedrun. My current net worth is around 200k, give or take. On April 9th of next year, I will post the exact net worth I am at then. Put your predictions down below in the comments, I will send the person with the closest guess 15k in cash.