It’s a very long story and honestly not something I can fully put into a single tweet.
Someday, I’ll host a Space dedicated to students on this exact topic because balancing Pharmacy School and trading was one of the hardest things I’ve ever done.
But if I had to summarize what helped me into 3 things, it would be:
Discipline - I learned very early that motivation comes and goes. There were days I was exhausted from classes, tests, and practicals, but discipline made sure I still showed up to study, journal, and improve my trading.
Proper Time Allocation - I stopped trying to do everything at once. When it was time for academics, I focused on academics. When it was time for trading, I focused on trading. Giving each responsibility its own dedicated time prevented both from suffering.
Having the Right Study Friends - This is highly underrated. The people around you can either accelerate your growth or distract you from it. I surrounded myself with friends who were serious about their goals, shared knowledge freely, held each other accountable, and made learning easier during difficult periods.
Looking back now, I don’t think I balanced trading and academics perfectly.
I just refused to quit on either of them. And over time, consistency compounded. ❤️
Everyone wants autonomous agents.
Very few are asking what happens when those agents fail.
Most people talking about AI agents in crypto are focused on the exciting part.
Automation.
Cross-chain execution.
Agents managing liquidity or optimizing yield without human input.
@Heis1X@EdwardXLreal Will bookmark this post for future reference. I always say don't defend a flop system u don't know it's sophistication or devs because it pays u currently. Using @solana for question, @toly respond to major issues as this, talk more of a prop firm. 'Be respectful' got me thinking
@billionair_code Often wonder what's accountability and common sense. A company can't be accountable to show what's copy trade. No demo proof of the system working to show how it discovers a copy trade, what's the sophistication of this system & their margin for error. Nobody asks this questions
@EdwardXLreal@PropFirmMatch Often wonder what's accountability and common sense. A company can't be accountable to show what's copy trade. No demo proof of the system working to show how it discovers a copy trade, what's the sophistication of this system & their margin for error. Nobody asks this questions
@sodium_fx@kingposhi@GoatFunded@iamdakejr@EdwardXLreal .I once wonder what's accountability and common sense. A company can't be accountable to show what's copy trade. No demo proof of the system working to show how it discovers a copy trade, what's the sophistication of this system & their margin for error. Nobody asks this question
1. Goatfunded is not interested in denying your $xxxx payout. And this is not me saying it to undermine your money (of course its hard to make money from fx). its alright for you to think it , But thats not the way it is. I have worked with the firm for 3 years now, i make very much money for myself for a fact, i would not be at Goatfunded if it was a shady prop.
2. There are hundreds of payouts being approved everyday at goatfunded. These things are also reviewed by humans. You cannot expect a 100% accuracy with it. So if you get rejected and feel it wasn’t supposed to be, the next step should be to contact someone directly. Now certainly there would be mistakes at some point. Im sorry you happen to fall into that category. However, it can still be resolved.
3. I don’t think anybody who puts a case out here wants to receive replies and in that light, i have never gotten myself involved. However i would love to state that there is nobody who has ever dm me that didn’t get their issue resolved. In some cases, i give account to these people because the breach was justified, yet their sadness is also supposed.
4. I hope you all have a great day.
Your salary increases, but your lifestyle increases faster.
New phone. New car. New rent. New “flex”.
Stop it!!!
Live like your salary is 30–40% lower than what you actually earn. Save and invest the difference aggressively. That one decision will change your financial destiny in 5 years.
Discipline > Income.
So you know the company that makes Claude, the AI you’ve probably used?
They just built something so dangerous they refuse to release it to the public.
It is called Claude Mythos, and here is the insane part:
Anthropic did not train it to be a hacking tool, the capabilities just appeared on their own as a byproduct of making it smarter.
They looked at what it could do and said we cannot let anyone have this.
What can it do?
It found thousands of previously unknown security vulnerabilities in every major operating system and every major web browser.
Including a 27-year-old bug in OpenBSD, one of the most secure operating systems ever built, that the entire global security community missed for nearly three decades.
An Anthropic engineer with zero security training asked it to find a remote code execution vulnerability before going to bed, woke up the next morning and had a complete working exploit waiting.
Over 99% of the vulnerabilities it found were still unpatched at the time of the breach.
So instead of releasing it, Anthropic gave access to 40 companies including Apple, Google, Microsoft, and JPMorgan under Project Glasswing, backed by $100 million in usage credits.
The idea being: let defenders use it before attackers get something similar.
Then unauthorized users got in anyway, on the exact same day it was announced, exploiting a contractor's credentials and making educated guesses about the model's location.
The U.S. Treasury Secretary called an emergency meeting with Goldman Sachs, Citi, and other big banks specifically because of Mythos.
Mozilla used it to find and patch 271 Firefox vulnerabilities in weeks.
The UK's AI Security Institute confirmed it is the first AI model to complete a simulated full network takeover.
And OpenAI announced a similar model just one week later.
We are in a completely different era with this stuff and most people have no idea.
Source: Anthropic, TechCrunch, Bloomberg