ANTHROPIC PAYS $750,000 A YEAR FOR ENGINEERS WHO CAN BUILD LLM ARCHITECTURES FROM SCRATCH.
Stanford taught the entire subject in one hour.
And put it on YouTube for free.
The engineers at Anthropic, OpenAI, and Google DeepMind who design the models powering every AI product you use did not learn this from a bootcamp or a YouTube influencer.
They learned it from university lectures exactly like this one.
Here is what makes this Stanford lecture different from every other AI explanation on the internet.
Most content teaches you how to USE large language models.
This teaches you how they are actually BUILT.
The transformer architecture from first principles.
Why attention mechanisms work and what they are mathematically doing.
How tokenization shapes everything that comes out the other side.
Why scale changes model behavior in ways nobody fully predicted.
The training dynamics that determine whether a model becomes capable or collapses.
Every concept powering GPT-5, Claude, and Gemini is in this lecture.
Not at a surface level.
At the level Anthropic interviews for when they offer $750,000 packages.
The people who watch this tonight will understand AI at a depth that most people with AI job titles do not have.
The people who skip it will keep using AI without understanding why it works.
One hour.
Free.
From Stanford.
Bookmark this before they realize they are giving away a $750,000 education for nothing.
Follow @cyrilXBT for more elite resources that build real depth the moment they drop.
Mel Gibson: "I have 3 friends. All 3 of them had stage 4 cancer…and all 3 of them…don't have cancer right now at all."
Rogan: "What did they take? Ivermectin and Fenbendazole?"
Mel Gibson: nods "yes"
Peter Jackson’s Lord of the Rings trilogy still looks better than most modern blockbusters. Shot over 20 years ago, its mix of practical effects, NZ landscapes & early digital mastery makes it feel timeless. Weta set a standard few have matched since.
MY LAST TWEET
Learn to trade not invest 🗝️
Trading is being in present moment 🗝️
It’s OK to think about the future 🗝️
But focus on the NOW is 🗝️
#TheSecret 😷
Understand I shared with you between 6144 - 5505 something phenomenal 🌎
Not scalping all day nor making for huge positional plays
Rather the middle way: #SwingScalping
Present, focused, relaxed 👁️
While many were stuck on predicting the future and others had no vision at all calling shots in the dark on hopium
#TheOrder 🗝️ continued to be visionaries with scalper-like precision yet without being overly biased, early nor late and with swing victories 🔮
Without fear and without greed.
As a result, we captured 639 points of downside in front of all of you live 🩸
456+ points of upside bounces in recent weeks (#S1 and #UNLOCKS 🔓) and the additional 200 point 🍑 from 5500ish #S2 🍑 zone into partials/runners into our low-mid 5700s zone 🎯🚀
Do the math. ✅
That’s almost the equivalent of a 2022 bear market captured. In one month. ✅
Simple. Predictive. Unlocking. S1/S2ing. Executive. ✅
Runners intact. 🏃
Instead of thinking “what next?” because you want to maximize GREED
Or thinking “I’ll stay still and won’t execute because could go lower or could go higher” aka FEAR
Staying stuck in stagnation;
All of your issues could be solved by applying what I have taught U and showed U LIVE
What stopped U from pulling the triggers at visible, visceral pinpoint reactions to my zones with ZERO MAE or deviation? 🤔
What stopped you from climbing on board with #unlocks 🔓 presenting themselves along the path? 🧐
What stopped you from taking the plunge and using the price action, smell and risk management I showed you to navigate TRADES the way you were showed REAL-TIME? 🤷♂️
Once you understand these Qs, you finally understand #trading in all its glory I promise you
I am distilling my decades of wisdom for you into a single X 🤲
As fascinating as my ability is to uncannily predict market 🍑 and 🩸 to the tick and give it to you LIVE
Without balls, even the smartest of you cannot execute it (including me)
So we need balls, we need to grab 100 point moves, we need to watch it to move into partials, or add into the middle and take a bite, we then see ~200 points off the lows and can go into runners (ATR aligned) and not invest 🍒
We don’t need anything else. The future then comes to US and we do not chase it 🗝️
Because we are not tied to its outcome 🧘♂️
This is the true secret. #OD 😷
After serving you so much for so long so freely, I hope this final message serves you. Everything else has been given. The rest is within YOU 🤲
#1000PlusPointWinterServed ❄️
This completes an extraordinary (if you strive to understand it) #MarchMotivation 🌸 from
- The $SPY King and your humble servant 👑🦄: @CallMeShylo
Your Greatest Edge Is Knowing You Have None
If you’re right in the wrong environment, you’re still wrong.
One of the fastest ways to blow up in trading is to confuse the outcome with the operator.
You made money, so you think it was you.
Your thesis. Your skill. Your timing.
But more often than not, it wasn’t. It was the environment doing the heavy lifting.
You were just lucky enough to be on the right side of it.
Humility is what keeps that distinction clear.
When you're humble, you understand that most of your performance is driven by where you are, not who you are.
You need stop looking at your PnL like a scoreboard and start treating it like a weather report. It tells you what's happening around you, not how good you are.
But when humility goes, delusion sets in.
Traders who lose touch with the environment start to believe they have something repeatable, something that works because they are executing it. And that’s where everything begins to unwind.
Because once you believe you have an edge, you stop adjusting. You think you're above the environment instead of inside it. You start trading on identity, not awareness.
That’s when you go blind.
Here’s the reality most people don’t want to hear:
A completely average trader in a euphoric, asymmetric bull run will always outperform a "highly skilled" one in a flat, efficient market. But you won’t accept that if your self-worth is tied to the idea that you're “better.”
And that denial is what kills most traders.
If you want to get better, stop trying to be right and start trying to be situationally aware.
Humility is what keeps you close to reality. It reminds you that your job is not to invent alpha, it’s to recognize asymmetry before everyone else does.
That means you don’t spend all your time optimizing entries or tweaking indicators. You spend your time scanning for environment changes.
That’s where the real edge is....if there’s one at all.
If I had to guess why I’m still here after all these years, it’s probably because I never believed I was better than the market. I’ve always assumed I’m one bad assumption away from blowing up, and that mindset only becomes possible once you admit you’re not the edge.
Stop trying to be the expert. Start acting like the observer. Obsess over context. Ask yourself, What environment am I in?, not How do I prove I’m smart?
Because if you're wrong about the environment, it won’t matter how “right” you think you are.
Your greatest edge is realizing you don’t have one.
The second you forget that, the market will humble you.
Sometimes.....Permanently.
Friday Trading Inspiration
"The Man Who Thinks He Can". - Walter D. Wintle
If you think you are beaten, you are; If you think you dare not, you don't. If you'd like to win, but you think you can't, It is almost a cinch you won't.
If you think you'll lose, you've lost; For out in this world we find Success begins with a fellow's will It's all in the state of mind.
If you think you're outclassed, you are; You've got to think high to rise. You've got to be sure of yourself before You can ever win the prize.
Life's battles don't always go To the stronger or faster man; But sooner or later the man who wins Is the man who thinks he can
A hill I'm willing to die on:
Simple strategies will outperform 90% of traders.
After backtesting 1000 strategies, the pattern is clear: the winners are embarrassingly simple.
Let me break down why complexity kills live results (and what you should focus on instead):
Naval Ravikant once said: Meditate 60 minutes for 60 days.
So I did.
But after 60 days, I was still struggling and falling asleep.
Just when I was about to give up... Things got CRAZY.
Here's the story of my Out-of-Body Experiences (and how you can do it too):
SHOCKING 🤯
In 1948, this woman discovered a code to bend "reality" at will.
She used it for 30 years with 100% success rate.
Her answer?
A "4-letter code" that breaks the matrix:
Warren Buffett who is currently the 7th richest person in the world worth $150,000,000,000.00 just sent out this letter explaining his thoughts on distributing his wealth after he passes away
A thread 🧵⬇️
I departed the courtroom feeling empty, trying to process the gravity of what I had just experienced.
1. Crypto has very real and colossal consequences. Judge Kaplan had also adjudicated cases involving: Trump, Prince Andrew/Epstein, and Al Queda terrorists. We’ve hit a scale where people’s life savings are on the line. It’s not just memecoins, fun, and games. Normalizing negligence out of ‘degen’ culture is reckless. If we want to power a global financial system bigger than the current day crypto-native casino, we cannot lose sight again this cycle.
2. Seeing the jury made me realize how far we have to go in educating and onboarding normal individuals. Blockchain UX is still a joke.
3. It’s unintuitive for humans to grapple with the true magnitude of finance at scale. Small % errors can lead to hundreds of millions in accounting discrepancies.
4. Bring business back on-shore through sensible regulation. Coinbase is a trailblazer in long-term thinking.
5. DeFi is the answer. Build trustless systems where accounting is open, transparent, and verifiable by external parties.
This thread will display the list of all the airdrops from decent upcoming projects (which have a higher chance of actually having some value by the time you claim).
If you found it useful, feel free to like/retweet and bookmark it to revisit later additions
👇