Anthropic pays engineers $750,000 a year to understand how AI models actually work.
Stanford just put the same knowledge on YouTube.
2 hours. Completely free.
This is the lecture that teaches you what most AI courses skip entirely.
Not how to use the tools.
Why they work the way they do.
The engineers who understand the why build things the people who only know the how cannot even conceive of.
The gap between those two groups is $750,000 a year.
You can close most of it in an afternoon.
Bookmark this before you scroll past it.
Watch it this weekend.
Not eventually.
This weekend.
Mark Cuban just described the largest wealth transfer of the AI era.
Almost nobody understood what he said.
Cuban: “There are 33 million companies in this country. Aren’t going to have AI budgets. Aren’t going to have AI experts.”
Not tech startups.
The shoe store. The regional trucking outfit. The accounting firm with 12 employees.
The businesses that actually run the physical economy.
They know AI is coming. They have no idea what to do with it.
Cuban: “You’ve got the head of Microsoft saying software is dead because everything’s going to be customized to your unique utilization.”
Software is dead.
The SaaS era ran on one rule. Build a generic product. Force millions of companies to bend their workflows around it. Charge rent forever.
AI ends the contract.
The business stops bending to the software. The intelligence bends to the business.
But customized by whom.
The third-generation manufacturer cannot tell Claude from Gemini. The county hospital is staring at a reactor asking where the light switch is.
Cuban: “Who’s going to do it for them?”
That question is worth more than the frontier models themselves.
Hundreds of billions are being burned to build the foundation. The smartest engineers alive are locked in a bloodbath over who owns the base layer.
Let them fight.
Let them burn the capital. Let them drive the cost of raw intelligence toward zero.
Because the wealth does not collect where the brain is built.
It collects where the brain meets the business.
Every ambitious kid in college right now thinks survival means a seat at OpenAI or Anthropic.
Cuban is staring at the other 99 percent of the economy.
Learn the models. Then learn the messy, unglamorous reality of how a 50-person company actually operates.
Walk through the door. Understand their problems. Wire the intelligence directly into their revenue.
That is not a job title. That is an entire economic class being born.
You do not need to build the brain. You need to build the nervous system.
The biggest winners of the electricity era were not the engineers who built the generators. They were the ones who walked into dark factories and showed the owners where to plug in.
33 million companies are standing in the dark right now.
Silicon Valley is racing to build the god. The fortunes will belong to whoever teaches him a trade.
1. Hit the gym consistently
2. Work on your money and purpose
3. Talk to other girls and keep your options open
4. Maintain your hobbies and social life
5. Keep growing as a man
"..lesson is not that money is irrelevant, but that creativity, persistence, and smart deal structuring can reduce how much capital is needed. Many successful businesses start by minimising risk, controlling costs, and focusing on cash flow rather than owning everything from day one"
every school should teach how Richard Branson started an airline with no money:
to launch a transatlantic service, you need a Boeing 747... that's hundreds of millions of dollars.
Branson started Virgin Atlantic with nothing.
here’s what he did:
he called Boeing's main switchboard and asked if they had a 747 sitting around that nobody was using. they hung up on him. he kept calling. eventually someone transferred him to the head of commercial sales to "get rid of him properly".
head of commercial sales: "in every country, we have one customer. in the UK, it's British Airways. there's nothing to talk about."
Branson's reply: "just humour me. do you have an old 747 lying around?"
"...actually, yeah, we do."
"what would you lease it for?"
"about $200-300k a month."
Branson convinced them to lease him that 747 because it was sat there doing nothing.
then he structured the whole thing so he never needed to invest cash upfront:
> customers buy tickets months before the flight
> fuel gets paid 30 days after the plane lands
> lease payments in arrears
if you can start an airline with no money, you can start anything with no money.
you just have to replace capital with creative thinking.
& that's what we should be teaching our kids.
This is how I would save Australia:
- Crush communists and Islamists, Lee Kuan Yew style crackdown on crime, social decay.
- Completely redesign NDIS, save $30 billion a year. Use savings to:
- Build 150 subway stations across the five major Australian cities. Bring the Paris/London/NYC metro to Sydney, Melbourne, Perth, Brisbane.
- Build high speed rail down entire eastern seaboard. Brisbane to the Gold Coast in 15 minutes. Sydney to Melbourne in 1.5 hours.
- Build 50 nuclear power plants like France - decarbonise our entire energy grid while making ourselves completely self sufficient in energy for the next 100 years.
- Drastically lower migration, redefine national identity to emphasise that we are a Western country.
Per capita GDP $130,000. Significantly cheaper energy, housing and transport. Decarbonised electricity grid and way less travel emissions but we refuse deindustrialiation and we refuse far-left efforts to dissolve the nation.
Some men have that killer instinct, they have that glow behind their eyes that only comes from a spirit brimming with aggression and vitality, some men have an appetite for war and some men engage in war as a means to an end, the man who enjoys competing will always dominate the psychological and actual landscapes of whatever he is doing, some men enjoy the ups and downs of pursuit as they're hellbent on aggressive expression, you need to love being a competitor above all else and strive to put more tools in your own armoury with the things you overcome and conquer, this is the way 🥂
For 99% of human history, the paranoid guy who couldn't sleep because he heard rustling outside the cave was the one who survived the night. The chill guy who couldn't be bothered got eaten by a leopard.
Natural selection rewarded hypervigilance, high cortisol, and an overdeveloped threat radar because in 10,000 BC, a false alarm cost you nothing but a missed nap while a missed threat cost you your life. So the genes that made it through are the ones wired to assume the worst.
You can see the same pattern everywhere. The people who could store fat efficiently survived the lean winters and famines, passed on their genes, and now those same genes in a world of cheap seed oils, endless processed carbs, and 24/7 food delivery make you pre-diabetic by 35. An adaptation that kept your ancestors alive for 200,000 years is now the leading cause of death in the modern world.
Or take intelligence for instance. For most of human history, being smarter meant better resource acquisition, better social status, more mates, more surviving offspring. But in the modern world, the correlation between IQ and fertility has completely flipped. Multiple studies across countries show a consistent negative relationship between cognitive ability and number of children. Higher IQ individuals delay reproduction, pursue more education, overthink the decision to have kids, and end up having fewer or none. The trait that was once the ultimate evolutionary advantage is now selecting itself out of the gene pool.
The takeaway here is that the stress response that kept your ancestors alive through ice ages and tribal warfare now fires because your Uber is 4 minutes late. Evolution built you to survive a world that no longer exists but nobody bothered to tell your amygdala.
When my wife whispers,
"Hurry reading the kids books & meet me in bed, I'll be waiting in my birthday suit!"
I feel 100 feet tall :)
If a guy routinely advances on his wife & she treats it like a chore & NEVER seems interested, he's going to get discouraged, look elsewhere & the marriage is in BIG trouble.
If you're married & NOT HAVING SEX you don't need to wonder if there's a problem...... there is.
*BOOKMARK this thread & let's fix that!
Men are absolutely capable of playing house, going on vacations, and acting like a devoted boyfriend for five years with a woman they already know, with 100% certainty, they will never marry.
Women usually date for the future; if a woman is with you for years, it's because she sees you at the altar. Men, however, are incredibly skilled at dating for the present. The lore dictates that a man will comfortably keep a "placeholder" woman around simply because she is warm, loyal, and makes his daily life convenient. He will give her boyfriend privileges, take her to his family's house, and say "I love you," all while secretly knowing she doesn't fit the specific archetype he actually wants for a wife. And the second his actual "ideal" walks into the room, he will dismantle that five-year relationship without blinking.
This is called the "Placeholder lore"
I spoke with 20 women who walked away from their “perfect” relationships and asked what was truly missing.
Their answers were not what I expected.
Not a single one mentioned money, romance, or even spending more time together.
Here’s what actually they said…
>A Catholic Bishop gets put on prime-time national television in the 1950s
>No script, no teleprompter, no celebrity guests, just him, a chalkboard, and the Gospel
>Hollywood completely writes him off as boring religious programming
>Proceeds to absolutely dominate the TV ratings, drawing 30 million viewers every single week
>Crushes the biggest secular comedians in the country to win the Emmy Award
>Accepts the Emmy on live TV by thanking his four writers: "Matthew, Mark, Luke, and John."
>Converted countless communists, atheists, and Hollywood executives to the Catholic faith
>About to be beatified in 2026
We need more men like this. Archbishop Fulton Sheen pray for us!
NEVER let go of your sharpness.
physical sharpness: athletic, good health, lean, well-dressed
mental sharpness: acting fast, speaking coherently, focusing
life sharpness: taking shit into your own hand, moving with conviction, always adventuring
the biggest psyop is that "one day you can relax".
fuck relaxation. relax when your asleep.
use your fucking time.
don't let yourself deteriorate in any fraction of life.
always keep evolving and learning.
there's nothing worse for a man than slowly dying.
keep it all up until you die a manly death one day.
100 to 0 just like that.
not rotting away slowly.
never lose the spark.
Most men lose respect because they chase closure too aggressively. They demand answers, demand reassurance, demand clarity, and their need becomes visible. Scarcity creates gravity. The man who can tolerate uncertainty looks higher status because he is not negotiating from fear of loss. Detachment is leverage.
the older i get the more i realize how much of life is just increasing your surface area for luck.
go outside more. travel when you can. try new cafés. wander into museums. take a different route home. hike a new trail. see a city you’ve never seen. bring a notebook. talk to strangers. ask better questions. start something small on the side.
in other words, give yourself more chances for something unexpected to happen.
you can literally just do things.
and strangely enough, the more you do, the more luck seems to find you.