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Every cycle comes with ups and downs. But the builders? Still here. Still shipping. That's what this pledge is about. A public receipt that you didn't quit when it got quiet. 16 projects already signed. Your name could be next. 👉 Built alongside AllScale · Asseto Finance · AWE...

14,118 views • 2 months ago •via X (Twitter)

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Elon Musk gave the entire entertainment industry its expiration date, and he is the one building the thing that kills it. Musk: “My guess is that we see the first compelling half hour, pure AI show next year.” Next year. A complete show generated entirely by AI. No writers. No actors. No cameras. No sets. No crew. No studio. Just a prompt and enough compute to render a reality that never physically existed. And shows are the easy part. Musk: “I say probably we’re maybe three years away from AI does the whole video game.” A show plays the same way every time. A game has to generate a living world that reacts to every decision in real time across every single frame. That is a fundamentally harder class of problem. And Musk put three years on it. Right now a single AAA title takes seven years and half a billion dollars across thousands of engineers and artists just to ship it. Musk is describing a world where one person types a paragraph and gets something comparable. The entire value proposition of a multi-billion dollar industry lives inside that gap. And it closes in thirty-six months. But the prediction is not the story. The person making it is. This is not an analyst speculating from the sidelines. This is the man building the largest AI compute clusters on the planet. The man who built xAI from zero in under two years. The man stacking hundreds of thousands of GPUs into facilities designed to do exactly what he is describing. When Musk says three years, he is not guessing about what someone else might eventually ship. He is reading you a delivery date off his own roadmap. Every media company on Earth is valued on a single assumption. That quality content is expensive and difficult to produce at scale. That one assumption is the structural foundation underneath every studio, every network, and every publisher in existence. Musk is dismantling it with raw compute. The studios still parading thousand-person production teams are not demonstrating strength. They are advertising the exact cost structure that one person with a prompt and a GPU allocation is about to make irrelevant. And it does not stop at entertainment. If AI can generate an interactive world that responds to human input in real time, it can generate anything. Advertising. Architecture. Training simulations. Product design. Every industry built on humans manually constructing visual experiences frame by frame is sitting on the same countdown Musk just read out loud. Now zoom out. Because this is not just an industry story. For the entire history of human civilization, the distance between imagining a world and actually creating one required thousands of people, millions of hours, and billions of dollars. That distance built Hollywood. That distance built the gaming industry. That distance made content scarce and studios powerful. Musk is collapsing that distance to zero. When the gap between imagining something and it existing disappears, every business model built on the difficulty of creation disappears with it. That is not disruption. That is a full inversion of how human beings create. Musk did not make a casual prediction on that podcast. He told you what he is building. He told you the timeline. And he told you which industries do not survive it. The entertainment industry is still debating whether this future is real. Musk is not part of that debate. He is building. And he just told you the delivery date.

Dustin

22,390 views • 26 days ago

This is what “rich” looks like I wake up everyday feeling like I hit the lotto. Not when I’m up on a trade or when I drive one of my cars, but in quiet moments like this. Just a few years ago, I was facing prison time. Broke. Delivering food on DoorDash to scrape together a few hundred bucks to fund my trading account. We shared a one-bedroom apartment with $500 to our name after bills. The journey from there to here wasn’t overnight. It wasn’t glamorous. It was a grind that broke me down before it built me up…but it made me the man I am today. Yes, I have the cars and watches now that people associate with success. But I can tell you with absolute certainty…they don’t compare to this. Building a life with someone who believed in you when nobody else did and winning the game of life Trading changed my financial situation, but gratitude changed my life. If you’re reading this and still in the grind, just keep pushing. I know it may seem like it will never work, but it will. You have to believe that. You have to be thankful for every little thing because without the bad there is no good. Without the bad you become weak. The most important thing is to remember what you’re working towards and make sure there is real meaning behind it. There’s nothing wrong with cars or a lavish lifestyle… But the only way you’ll have the hunger to get it and sustain it long term… Is by having a higher purpose that you constantly remind yourself of.

Casper

102,732 views • 1 year ago

A lesson for every Polymarket bot developer: I built a strategy that looked perfect on paper. Backtested it. Looked like a winner. Almost went live. Then i actually measured real costs. Strategy was dead before the first trade. And this is what bot building on Polymarket actually looks like. Here is what happened (and what you MUST know): Backtested mean reversion on crypto dips. SOL came back at +44% return and 70.5% win rate. Beautiful clean curve. Looked ready to ship. Then i measured real round-trip costs on SOL flash dips. Backtest assumed 0.45% in fees and slippage. Reality was 1.44%. Strategy stops working at 0.70%. Starting again. But the lesson was worth more than any profit the strategy could have made. Here is what i actually learned: Taking a dip with a market order means you eat the spread the dip just created. The volatility making your signal is the same volatility destroying your fill. You see the opportunity. You enter. You already lost. But resting a limit order below market and letting the dip come to you? You collect the maker rebate instead. Same thesis. Completely opposite execution. One bleeds money, one prints it. That one realization changed how i think about bot strategy entirely. 180 strategies tested to get there. 179 dead. That is not failure. That is how you find the 5 that actually work. Building a bot on Polymarket is not about finding a magic strategy. It is about eliminating every wrong answer until only the right one is left.

Oracle Boar

14,379 views • 3 months ago

Elon Musk just told you exactly how America loses. Not to a better algorithm. Not to a smarter engineer. To itself. Elon Musk: “When you’re dealing with the government, common sense doesn’t make sense. It’s like arguing with the DMV. It’s impossible.” America split the atom, put men on the moon, and built the internet. It is now losing a civilization-defining race because it cannot get out of its own way. Not because the talent is gone. Not because the capital dried up. Because we built a machine that processes instead of builds. Every decision climbs ten levels. Every level costs a meeting. Every meeting births a committee. Every committee buries the idea in a report. And somewhere in that report, the urgency dies. This is not bureaucracy as inefficiency. This is bureaucracy as a national security threat. China does not debate internally. Beijing does not convene committee reviews. They identify the objective. They resource it. They execute. While America is still scheduling the kickoff call, China is pouring concrete. Look at what Musk built. SpaceX landed an orbital rocket booster in eleven years. NASA has five times the budget and cannot get astronauts home. Tesla scaled a global manufacturing operation while legacy automakers were forming task forces to study the transition. xAI stood up one of the most powerful supercomputers on earth in 122 days. Not years. Not after the third approval cycle. 122 days. The difference is not money. The difference is not genius. The difference is that Musk runs his companies the way civilizations used to run themselves when they still believed impossible things were worth attempting. Flat. Fast. Ruthless about what matters. No ten layers of sign-off. No thirty-person approval chain for a decision one person should make. No process worship dressed up as due diligence. A small group of exceptional people. A clear mission. The authority to execute without asking permission. That model built the moon landing. It built the transcontinental railroad. It built every institution America now holds up as proof of what this country can do. Then we forgot how to run it. We replaced builders with administrators. We replaced decisions with processes. We replaced urgency with compliance theater. And now we are asking that bloated machine to win the most consequential technological race in human history. The AI war is not being fought in the code. It is being fought in the gap between when a builder decides to move and when the institution permits it. That gap is where civilizations end. America does not have a talent problem. America does not have a capital problem. America has a bureaucracy problem. And nobody inside that bureaucracy has a single incentive to fix it. Musk is not fighting China. He is fighting the version of America that forgot how to move. The country that pours the concrete first does not just win the race. It writes the rules everyone else spends the next century living under.

Dustin

32,090 views • 4 months ago

What the actual fuck is going on? To every single Congress member, podcaster, “former admin” grifter, and fake conservative who stabbed President Trump in the back thinking a post-Trump world was finally YOUR time to shine… 🚨Newsflash🚨you spineless clowns: We’re not going anywhere. MAGA is NOT a moment. It’s a MOVEMENT. You thought you could ride the wave, cash the checks, then jump ship the second the fake news got loud? You thought we’d just fade out and hand the keys to the same swamp creatures Trump spent eight years draining? Wrong. We remember every single name. Every podcast episode. Every floor speech. Every “anonymous source” leak. Every pathetic “I’m still a conservative but…” post. The American people who voted for Trump didn’t do it for a personality, they did it because they’re sick of your bullshit. They’re sick of open borders, weaponized government, and elites who treat them like garbage. You turned your backs on the one man who actually fought for them. Big mistake! Because the movement you betrayed is still here. Stronger. Louder. More pissed off than ever. And when Trump fires back, and he WILL, we’ll be right there with him. You? You’ll be the cautionary tale. The ones who sold out for five minutes of relevance and got remembered forever as the traitors who folded when it mattered most. MAGA 🇺🇸 forever. We don’t quit. We don’t forget. And we sure as hell don’t forgive. See you at the polls… and in the history books.

Tiffany Savage 🇺🇸

93,200 views • 4 months ago

The fact that I be on this lady mind is funny, but I love this I get paid for this ..Nicki how are you going to buy anyone’s catalog when you got liens on your publishing and your tour deal? You blew your advance from your last tour and now this tour is collateral, so you’re literally bout to tour for free cause you owe Uncle Sam money.. You wanna holler that people judge your disgusting ass husband because they’re not used to being “loved” but you know who is used to be loved exactly like you? Wendy Williams. He loved her pockets to the end, letting her do all types of drugs so he could keep digging in that purse while you sit up there looking like an ass.. That man is keeping you all drugged up and mixing your coke wit horse tranquilizers and ozempic so he can make you more stupid while taking your money and letting you look crazy. YOU HAVE TO BUY LOVE. You have no room to judge anybody on anything. You have no friends (hence why they got you out here looking like a complete maniac while they “yesss queen!” you to death just to keep their brownie points and your nasty ego under control) your brothers are pedophiles, your real dad is drug addict like you, and your lil sister is living in the projects. You might be “Nicki Minaj” on the surface but deep down inside you’re that hurt lil girl that your mom abandoned in Trinidad till you was five and that’s why you hate her, you want to take about apologizing to mothers like you didn’t hit your own mom and as it came out your own mouth you still haven’t forgiven her …Muah no family, no friends😘 just coke.

KenBarbie™

19,325,718 views • 2 years ago

I just built a Meta Ads diagnostic in Claude Code that tells you WHY your account broke, not just what changed 🤯 It spins up a team of agents that each investigate a different reason performance dropped, then argue against each other to kill the wrong answer before it ever reaches you. All inside Claude Code. Perfect for DTC brands and agencies who panic-kill creative the second CPA spikes. If you've watched ROAS fall off a cliff and opened Ads Manager with ten tabs going, you already know what happens next. Your gut says "creative fatigue." You kill your best-performing ad. A week later performance is still broken, because that was never the problem. Guessing wrong is the most expensive move in paid social. This workflow ends the guessing: → One agent investigates each competing theory — creative fatigue, budget and delivery changes, traffic quality, offer and seasonality → Each one is blind to the others, reasoning only from its own slice of the data so they can't bias each other → A refuter agent then attacks every surviving theory and tries to kill it → A theory only stands if the data can't disprove it → You get a ranked diagnosis: the real cause, the evidence for and against it, and the one move to make this week No anchoring on the first obvious answer. No killing winning creative on a hunch. No "here's what happened" reports that never tell you why. What you get: → Every theory tested in parallel instead of one biased guess → An adversarial pass that kills the wrong answer before you act on it → A ranked diagnosis with confidence levels and evidence both ways → A reusable workflow you drop next month's export into and re-run Built 100% in Claude Code with the new dynamic workflows. The first account I ran it on looked like textbook creative fatigue. The workflow disagreed, and traced the real cause to a budget change that had doubled spend and flooded delivery with junk traffic. I put together a full playbook with the exact workflow, the prompt, and how to run it on your own account. Want it for free? > Like this post > Comment "META" And I'll send it over (must be following so I can DM)

Mike Futia

12,746 views • 2 months ago

Full Fine-tuning vs. Freezing Layers. Interact 👉 and == Full Fine-tuning == A real network has many — three layers in this example, billions of parameters in a production model. What does fine-tuning look like when you update all of them? That’s full fine-tuning: continue training every weight in the pretrained network on your new task. Every layer’s W gets its own ΔW. Nothing is frozen — every parameter is in play. Think of an MLP as a chain of prerequisites leading to an advanced course. Layer 1 might be Linear Algebra, layer 2 Probability, layer 3 Advanced Machine Learning — each one building on what came before. Fine-tuning is what happens during graduate study: the foundations are already there from undergrad, so you’re not re-learning. Full fine-tuning is reviewing every prerequisite to see what new topics have appeared and what discoveries the field has made since the last time you sat through them. Effective — but exhausting. This diagram shows the same three-layer MLP twice, side by side. On the left, the pretrained network runs on input X: three weight matrices W₁, W₂, W₃, each followed by a ReLU activation. Full fine-tuning gives the model the most freedom to specialize. Every parameter can move — and every parameter that can move must be stored. But not every prerequisite needs revisiting. The further you go back in the chain, the less the material has changed since pretraining — the linear-algebra basics under your computer-vision course are largely the same as they ever were. The next page does exactly that: freeze the prerequisites that haven’t moved, and only refresh the advanced one closest to your specialization. == Freezing Layers == Full fine-tuning reviewed every prerequisite — Linear Algebra, Probability, Advanced ML — to refresh each subject with the latest topics. Effective, but exhausting. Then you realize something. The prerequisites haven’t actually changed that much. Linear Algebra is still Linear Algebra; the matrix decompositions you learned still hold. Probability is still Probability; the distributions and Bayes’ rule haven’t moved. Almost all the new material — the new ideas, the recent discoveries — lives in the advanced layer at the top. That’s freezing layers: keep the prerequisite layers fixed at their pretrained state, and only update the advanced one. In the diagram below, W1​ and W2​ — the foundational prerequisites — stay frozen. Only W3​ — the layer closest to your task-specific output — gets a ΔW.

Tom Yeh

27,587 views • 3 months ago

🚨🌃 MINSK AT NIGHT 🇧🇾 — THE SLAVIC CAPITAL EUROPE PRETENDS NOT TO SEE At night, Minsk reveals something increasingly rare in Europe: order, continuity, and historical confidence. This city is not a coincidence. It is the product of history — and of deliberate choices. Minsk is one of the most destroyed capitals of World War II. More than 80% of the city was wiped out during the German occupation. What followed was not random reconstruction, but a state-led rebuilding project that treated the capital as a symbol of survival, sacrifice, and Slavic endurance. Wide avenues, monumental facades, axial symmetry, and integrated public transport were not aesthetic accidents — they were political statements. The result is a city that still functions according to mid-20th-century urban logic: clarity, scale, and permanence. While many European capitals dismantled their historical cores through privatization, speculation, and “creative destruction,” Minsk preserved a centralized civic structure. Its metro, public spaces, and housing were built to serve residents first — not tourists, investors, or branding agencies. That is precisely why Minsk is controversial. Not because it is chaotic — but because it did not surrender its spatial identity after 1991. For critics, Minsk represents authoritarian stagnation. For supporters, it represents stability and sovereignty. For outsiders, it is uncomfortable because it contradicts the familiar narrative of post-Soviet collapse and disorder. The illuminated metro sign in the night is more than infrastructure. It is a remnant of a time when cities were built as long-term national projects, not short-term economic experiments. The monumental buildings along Independence Avenue are not nostalgia — they are reminders that Belarus chose continuity over rupture. Minsk does not ask to be liked. It does not rebrand itself every decade. It does not apologize for being Eastern, Slavic, or different. And in a Europe increasingly uneasy with history, memory, and statehood, that makes Minsk quietly subversive. These images are not propaganda. They are documentation. And what they document is a capital that still knows what it was built for. ⸻ Slavic Networks Independent coverage of Slavic regions, power, and identity. If you like what we are doing — like, share, subscribe, and invite your friends for more. Follow us also on Facebook: Slavic Networks Nirali VVeles SlavicFreeSpirit

Slavic Networks

60,822 views • 7 months ago

🚨 SOMETHING VERY BAD IS ABOUT TO HAPPEN ON MONDAY... The deal is about to break. The war is back. Markets have no idea whats coming next. This escalated faster than anyone expected. Three headlines. Three hours. Three separate signals. Everything is pointing in the same direction. Iran attacked 2 ships in the Strait of Hormuz. Last time they did that the US responded with strikes on Iranian drone facilities. The cycle is restarting and everyone who thought the ceasefire held is now looking at the same playbook repeating in real time. Then Bahrain. Multiple drone strikes, second ceasefire violation in 48 hours. Not a miscalculation, not an accident, a pattern. Iran is testing every boundary simultaneously and finding out where the response is. Then Rezaei. Iran's Supreme Leader's advisor going public calling out the US for violating the war-ending memorandum. That's not a negotiating tactic, that's a closing statement. When the other side's senior advisor starts publicly assigning blame for the collapse, the talks scheduled for tomorrow are already over. Insiders confirm it, the agreement can break at any moment. It already has. Now connect this to everything else happening simultaneously. Markets were priced for de-escalation. The oil drop happened on peace deal optimism. The risk-on rotation happened on ceasefire hopes. Every fund that reduced energy exposure and moved back into risk assets did so betting that the Strait stays open and diplomacy holds. That bet just lost. 20% of oil supply is moving through an active conflict zone with no ceasefire. No talks scheduled and direct attack on shipping happening in real time. Oil doesn't reprice this slowly, it gaps, it overshoots. And it stays elevated long after the initial spike because nobody knows when the next attack comes. Then layer everything else on top. AI bubble already cracking. MSTR down 81%. Gold and silver lost $12 trillion. SpaceX unlocks starting in weeks. The S&P 500 held up by eight stocks that are already showing cracks. And now the geopolitical risk that was supposed to be fading just came back harder than it started. There is no soft landing scenario left. Every single macro pressure point is active at the same time. Energy. Rates. Valuations. Liquidity. Geopolitics. When this many things break simultaneously the market doesn't find support at a clean level. It looks for a floor that doesn't exist yet. Smart money isn't waiting for confirmation. The rotation out of risk is accelerating right now while most of retail is still reading the headlines trying to figure out if this is serious. This sounds SCARY, but I will keep you updated on everything here When I rotate money, I will post my moves here so my FOLLOWERS can SAVE their money Follow me and turn NOTIFICATIONS ON, as I will share my strategy soon Many will regret not following me earlier...

ᴛʀᴀᴄᴇʀ

786,559 views • 1 month ago

🚨 WARNING: SOMETHING EXTREMELY BAD IS COMING ON MONDAY... Four things are breaking at the same time. Interest rate hikes by December is almost confirmed now. Not pauses. Not holds. HIKES. Everything priced on the assumption that cheap money returns just got repriced from scratch. Every leveraged position, every rate-sensitive asset, every model built on a pivot that isn't coming. Japan officially entered yen intervention, that sounds technical. Here's what it means in practice. Japan is burning through reserves defending a currency that's been collapsing for months. And to fund that defense they sell what they own. US Treasuries, at scale, Into a bond market that's already under pressure from every other direction. China hasn't stopped, while everyone was watching Iran and the Fed, China has been quietly and consistently dumping US Treasury holdings for weeks. No announcement, no fanfare. Just steady selling that shows up in the data for anyone paying attention. And the AI rally is dying in real time. The momentum that carried Nvidia, Microsoft, Google, and Meta to valuations that made no fundamental sense is reversing. Funds that loaded up on the AI narrative at the top are now the ones selling into every bounce. The multiple that drove three years of outperformance doesn't survive a rate hike cycle and a liquidity crisis simultaneously. Now put all four together. Rates going up, liquidity going out. The world's two largest foreign Treasury holders selling simultaneously. And the primary growth narrative of the last three years losing believers by the session. When liquidity disappears across multiple layers of the financial system at once markets don't correct. They don't dip, they don't give you a clean exit. They crash fast and they crash hard. Stocks. Bonds. Metals. Crypto. There is no rotation trade that works when everything is being sold to cover everything else. There is no safe haven when the people who need cash are selling whatever has a bid. Insiders are already out, funds are already cutting. The rotation happened this week while retail was still debating whether to buy the dip. By the time Monday's open confirms what's coming it's already too late to position. This sounds SCARY, but I will keep you updated on everything here When I rotate money, I will post my moves here so my FOLLOWERS can SAVE their money Many will regret not following me earlier...

ᴛʀᴀᴄᴇʀ

169,377 views • 1 month ago

The largest theft in history has already happened. The people behind it just cannot open what they stole yet. Right now, intelligence agencies and criminal groups are quietly copying the world's encrypted data, bank records, medical files, state secrets, private messages, and storing every byte untouched. They cannot read any of it. They are collecting it anyway, because they know the key is about to be invented. The strategy has a name, harvest now, decrypt later, and in 2026 it stopped being theory. Washington declared this the Year of Quantum Security in January, backed by the FBI, the NSA, and NIST. Canada ordered every federal agency to file a migration plan by April. Europe set its deadline for December. Governments do not impose operational deadlines on a someday problem. They do it when the clock is already running. Here is what moved the clock. Every password, every transfer, every secret on Earth is protected by one assumption, that a certain math problem is too hard to solve. Quantum computers solve exactly that problem. For years the machine that could do it looked decades away. Then in late 2025 Google's Willow chip cracked the hardest part of building one, and in March 2026 Google's own researchers estimated that breaking the encryption behind Bitcoin might take fewer than 500,000 qubits, down from 20 million, and could run in minutes. The day this becomes real has a name, Q-Day, and the latest estimates place it between 2030 and 2033. Now make it concrete. Roughly 6.5 million Bitcoin, about a third of every coin that will ever exist, worth close to 500 billion dollars, sit in addresses that have already exposed the very key a quantum computer needs. That includes the coins of Satoshi, the anonymous creator. On Q-Day they become, in the researchers' own word, trivially stealable. It would not look like a crash or a whale selling. It would look like half a trillion dollars of the most secure money ever built simply walking out the door. The asset designed to trust no one and no institution turns out to rest on a single unverified bet, that one math problem stays hard forever. This is what sits beneath the entire digital world. A bank balance, a Bitcoin, a classified cable, all of it is real only because of a proof you supposedly cannot forge. Quantum breaks the proof. Everything we call secure is true only until someone finally checks, and for the first time the check is visible on the horizon. You cannot know whether your data has already been copied. You cannot know the exact day the key arrives. The trust holding up the digital age is a clock counting down to a zero no one can see. The honest counter matters. No machine on Earth can break this encryption today, and serious cryptographers still argue the real threat is a decade or more away. The timeline is far from certain. Quantum-safe codes already exist, the migration has started, and Bitcoin can move its coins to safety before Q-Day if it acts in time. The danger is not that everything breaks tomorrow. It is that anything which must stay secret into the 2030s, a state secret, an identity, a private key, is being stolen today and is already on the clock. The breach is not coming. It is already here, sitting in storage, perfectly encrypted, waiting for a machine that does not exist yet to read it out loud. Research and opinion, not investment advice.

Shanaka Anslem Perera ⚡

185,481 views • 1 month ago

I’m less than 100 followers away from 10,000. That number might be arbitrary to some people… but to me, it’s not. Almost three years ago when I started this journey on X, I wrote “10,000” on a Post-It note and stuck it where I could see it every day. It was a goal. A milestone. A promise to myself. I’ve never used bots. Never joined engagement groups. Never done follow-for-follow. Never manipulated the system. For nearly three years, what you’ve gotten is just me, my creativity, my thoughts, my ideas, my humor, my critiques, my communities, my Spaces, my encouragement when I see you show up on the timeline. X is not an easy platform to grow on. In fact, I think it’s one of the hardest. Building something authentic here takes time, resilience, and thick skin. There have been ups and downs. There have been moments of doubt. Even these last 100 followers have felt like a climb. But I’m still pushing. Because I know I can get there. That Post-It note had other goals on it too. One of them was earning a living here. That hasn’t happened yet. But I still believe it’s possible. I just don’t know when. Through it all, I’ve stayed positive. Even when I’ve offered critiques, they’ve come from a place of love for this platform and belief in what it can become. I’m thankful for Elon. I’m thankful for the X team. But most of all, I’m thankful for you. My followers. My subscribers. My audience. My friends. When I’m lonely. When I’m tired. When I just need connection. I know I can open this app… and you’re there. Tonight, as I’m laying in bed thinking about how close this milestone is, I just feel gratitude. Thank you for walking this road with me. Peace out, everybody. Have a great night or a beautiful morning whenever this finds you.

Rich Silver

19,713 views • 5 months ago