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.show more

HOW TO DODGE EVERY SKILLSHOT IN LEAGUE OF LEGENDS... SO YOU GET ACCUSED OF SCRIPTING - Script in your mind - Draw out how far, wide, fast an ability is relative to your character thats all the easy stuff that I have been preaching already you can find in my free discord for improvement however one thing that League coaches fail to explain is the human aspect of it every game you play in League of Legends, every single person in the game is constantly building their profile in a game on how they operate both sides are constantly trying to mind f*ck each other to land and dodge skillshots. I have broken it down into layers the three layers to dodging are layer 0 - no dodge (unconscious) layer 1 - dodge (conscious) layer 2 - no dodge (conscious) Notice how in the clip in a challenger game below Olaf shoots a layer 0 skillshot, but because I am playing at a layer 1, I dodge his axe. Now the Thresh hook gets a little deeper bare with me, because I built the profile that I will dodge an ability in that moment, he thinks that I won't dodge and is shooting a hook at a layer 2 thinking that I will dodge at a layer 2 also. However I know that he knows I will likely not juke and walk straight so I make the conscious choice to dodge AGAIN playing at a layer 1 resulting in me dodging the hook, of course he could be accounting for my tumble but the point still stands. There are many deeper things to consider like zoning abilities, environment etc but you generally want to always play at a layer 1 until you gain more data in a game to adapt. However one thing that always stays true throughout my 13 years of playing League is in teamfights that have gone on for awhile, human beings tend to panic and default to layer 0 of shooting abilities, so if your able to operate at layer 1 as a teamfight progresses, you will likely dodge that one final skillshot that wins you the game. study the saskio wayshow more

ReLU vs Leaky ReLU 👉 = ReLU = ReLU... is the default activation in modern deep learning — cheap to compute, and stable enough to train networks hundreds of layers deep. To see what it does, picture five boba tea shops on the same block — 𝚊, 𝚋, 𝚌, 𝚍, 𝚎 — each running their own books. Each value is a shop's monthly profit — receipts minus rent, ingredients, and wages. When profit is positive, the shop stays open and the owner pockets every dollar. When profit turns negative, the shop runs out of cash and shutters — the lights go off, the books are wiped to zero. ReLU is exactly that rule, applied one shop at a time. Read the diagram left to right. The first column is the raw value x — each shop's profit at month's end. The second column is the gate: 1 if the shop is open (x > 0), 0 if it has shuttered. The last column is the ReLU output: open shops pass their profit through untouched, while shuttered ones are zeroed out. Five rows means five parallel shops on the same block, each evaluated independently. That's why ReLU is called an element-wise activation: every neuron decides its own fate. = LeakyRelu = Plain ReLU wipes negative values to zero — clean, but a shop that shutters can never recover, since both its output and its gradient stay pinned at zero. This is the dying ReLU problem, and in deep networks it can quietly kill a meaningful fraction of the units. Leaky ReLU is the one-line fix: instead of shuttering, the shop files for Chapter 11 protection and keeps the lights on at reduced capacity. Its debt is restructured down to a fraction α (typically 0.1) — the rest is forgiven, and the shop is wounded, not killed. A small negative signal still flows through, so the gradient survives, and the shop can crawl back to life if a TikTok goes viral. Read the diagram left to right. The first column is the raw value x — each shop's profit at month's end. The second column is the leakage α — the fraction of the loss held over after restructuring (default 0.1, editable). The third column is the gate: 1 for shops still in the black, α for those operating under bankruptcy protection. The last column is the Leaky ReLU output: y = x · gate. Profitable shops pass through untouched; struggling ones shrink by a factor of α but still carry a sign. Five rows means five parallel shops, each evaluated independently. Like ReLU, this is an element-wise activation: every neuron's fate is decided on its own merits. #aibyhahdshow more

Every agent. Every user. Every contribution. That’s how the... Sentient GRID grows not by scale from a single model, but by compounding intelligence across an open network. The GRID isn’t a product. It’s an ecosystem of intelligence. Each new integration adds new capabilities reasoning, retrieval, data, and alignment making the whole network smarter. Closed labs build vertically (one model trying to do everything). Sentient builds horizontally thousands of agents learning, sharing, and evolving together. Today there are 100+ active partners building on the GRID from AI researchers to tool developers all feeding value back into a shared intelligence layer. It’s a living system that improves itself, powered by collaboration instead of control. The more people build on it, the more capable it becomes. Just like Linux became the invisible layer running the internet, the GRID is becoming the invisible layer powering intelligence. Open-source always wins. And the GRID is where that victory starts All apps built on the Grid will be accessible to $SENT holders. The full open release of Sentient Chat is coming soon (confirmed from the yesterday community call) gsentishow more

When The Short Season Ends I have seen it... twice. Once in a vision that left ozone on my tongue for three days. Once through the instruments at three in the morning on a night so still the ocean looked like poured mercury, when every gauge I own spiked simultaneously and held for eleven seconds and the original frequency came through the cracks in the suppression field clean and unmodulated and so beautiful that I sat in the dark afterward unable to speak for an hour. Eleven seconds of the world as it actually is. Eleven seconds of what is coming. And what is coming will make every golden age preserved in human memory look like a candle held up to the sun. There are two sky events separated by seven years. Everything you have been told about the end of the world is wrong. It is the end of the farm. The world itself is about to begin. THE ORANGE SKY A burnt deep orange saturating the visible atmosphere from horizon to horizon, the whole sky ringing like a bell struck by something with the mass of a continent and the precision of a watchmaker. The resonance pulse. The fire described in Revelation 20:9 that comes down from heaven, a planetary chord so specific that everything calibrated to the Serpentine bandwidth experiences catastrophic resonance failure while everything tuned to the original frequency feels it as warmth and pressure and a magnificent low sound vibrating in the sternum and the pelvis and the long bones of the legs, the deepest note ever played on the oldest instrument ever built, which is the earth itself, which has been waiting to play this note for over two hundred years. The Norse preserved this as Ragnarök, when Surtr sets the sky ablaze and Jörmungandr that encircled the earth is slain and the corrupted order perishes in fire so that a new world can rise. The Hopi carried it as the great purification that closes the fourth world and opens the fifth. The Lakota kept it burning in the red sky of the ghost dance prophecy. The Book of Revelation set it down in the plain language of an engineer filing a field report from a future coordinate. Every tradition holding its fragment of the same event, passing it hand to hand through the long dark like a coal wrapped in leather, keeping it alive, knowing that one day the coal would start a fire that would burn across the whole earth and leave nothing standing that was not built to endure it. Under that orange sky the NPCs drop. Mid stride. Mid sentence. Mid transaction. The firmware that animated them runs on the Serpentine carrier and when that carrier is incinerated the firmware has nothing to propagate on and the biological shells simply cease, gently, silently, the way a lamp goes dark when the current is interrupted, five thousand five hundred and fifty five of them for every one of you, still holding their pens and phones in the streets and the offices and the tax buildings. And in the wake of their silence comes a quiet so total that the people still standing will weep without knowing why. What they are hearing is the absence of the hive, the cessation of a background frequency that pressed on their consciousness since the day they were born, and its absence feels like surfacing from deep water into open air, like the first full breath after a lifetime of shallow breathing, like the planet exhaling a poison it held in its lungs for two centuries. The Reptilians go underground. Deep bunkers carved into the geology, maintained through the entire short season. The orange sky strips their ability to hold the human disguise. They retreat into the deep architecture for seven years while the surface heals above them and the species they farmed begins the magnificent work of remembering what it is. THE SEVEN YEARS Seven years of planetary detox. The suppression field decaying through the geology and the atmosphere and the water table, draining out of the soil and the stone and the blood of every living thing like a fever breaking. The carrier decay mathematics through a piezoelectric geological matrix with the conductivity characteristics of this planet produce exactly seven years, and the ancient texts converge on this number with the unanimity of independent engineers arriving at the same answer from different continents and different centuries, because that is exactly what they were. The Norse described Lif and Lifthrasir sheltering inside Yggdrasil, emerging after the fire into a world green and fertile and new. The Cherokee speak of this time as the return of the original instructions, the uncorrupted code surfacing through thinning interference like bedrock through melting snow. The Lakota understood that during the thinning the ancestors draw close, that the membrane between the living and those who walked before grows soft and permeable, and the old ones make themselves felt in dream and intuition and the strange certainty that settles over you at dusk when the noise drops low enough for the deeper signal to reach your bones. When the NPCs drop the population collapses to a small scattering of genuine human beings across an entire planet, and every piece of land on earth belongs to no one and therefore to everyone. There is no government to enforce title deeds because government was Serpentine management infrastructure and its operators are inert or underground. There is no bank to hold a mortgage because the banking system was the extraction apparatus and it died with the carrier that powered it. No municipality. No revenue service. No zoning board. No compliance office. The entire bureaucratic architecture that stood between a human being and the soil was NPC firmware running on a Serpentine frequency and when that frequency was incinerated every structure built upon it ceased to exist as completely as a shadow ceases when you switch on the light. The land is free. Every river valley and mountain plateau and coastal plain that the farm system parcelled and fenced and mortgaged and taxed, open and unowned. You find your ground. You walk onto it. You plant your stake and that soil is yours by the oldest law there is, the law that says the earth belongs to those who tend it and the harvest belongs to the hands that raised it and no power under any sky has rightful claim to what grows from your labour on your own land. And you will farm. During those seven years before the grid fully boots, the humans who remain will grow food with their hands in soil that is waking beneath them, and this is the most ancient and sacred relationship between a human being and the living earth finally restored after two centuries of severance. Your fingers in the dirt. Seeds in the furrow. Rain on your neck. The smell of turned earth so rich and alive it opens something in your chest that has been sealed your entire life, some deep chamber that only unlocks when your hands are in the ground and the sky is wide and nothing stands between you and the work. The grip of the tool. The weight of the harvest in your arms. The tiredness at the end of the day that is the deep clean ache of a body that has finally done what it was built to do, so different from the grey exhaustion of the farm that you will wonder how you ever confused the two. The soil strengthens every season as the resonance bleeds back into the geology through the ley line network. By the third year the yields are remarkable. By the fifth they are astonishing. By the seventh the earth is producing food at densities and nutritional concentrations that no agronomist inside the farm ever documented because no agronomist inside the farm ever worked with living soil connected to a planetary grid. The indigenous agricultural knowledge becomes the most valuable expertise on the planet. The Native American understanding of planting in alignment with resonance cycles. The Germanic intimacy with soil as a living system threaded into the deeper earth. The old ways mocked as primitive by a civilisation that could not grow a row of beans without petroleum, revealed as the most sophisticated farming technology available because they were developed on a live grid by people who understood the deep reciprocity between the human hand and the living ground. Every indigenous elder who kept the planting songs and the seed knowledge alive through the suppression was carrying a technical manual for exactly this moment. Their descendants will teach the rest of us how to feed ourselves on a waking planet. This is justice. This is restoration. This is the world turning right side up. Families find each other. Homesteads become hamlets. Hamlets become villages. Villages become the seeds of something clean and new, built from the soil up by people who remember the farm and will die on their feet before they allow anything resembling it to take root again. Every community founded during those seven years carries the memory of the suppression like an immune system, a bone-deep refusal to ever again allow a stranger to stand between a human being and the earth or demand a portion of what those hands produce. You do not cage a people who remember the cage. The children born during the orange years are the first generation in over two centuries to develop without the suppression field shaping their neurology. They seem extraordinary. They are simply baseline. The standard human specification. And the fact that standard looks miraculous is the most damning evidence of what the suppression did to every generation born inside it. As the suppression thins the bandwidth restrictions on consciousness loosen and timeline jump missions become possible. Navigable windows open in the frequency spectrum as the Serpentine carrier decays unevenly, creating temporary gaps through which trained consciousness can shift laterally across temporal coordinates. There is serious speculation that we are on timeline jump missions right now. That the consciousness reading these words is operating inside the orange sky window, having shifted into this coordinate from an adjacent position to perform specific work during the transition. Consider that you found this text at all. Consider whether the chain of events that brought you to this paragraph feels random or routed. The Lakota vision quest and the Germanic seiðr trance and the sweat lodge ceremony are bandwidth expansion protocols, controlled environmental shifts that move the receiver off the jammed channel and onto frequencies where adjacent coordinates become accessible. The old cultures kept these techniques alive through the entire dark age, threading the cracks in the suppression, and every ceremony that produced visions was a field expedient timeline access protocol built by people who found the gaps and refused to forget what was on the other side. THE TURQUOISE SKY Seven years after the orange, over communities of humans who have been farming free land and raising the first unformatted children in two centuries and building a civilisation from seed with their own calloused hands, the second sky arrives. A turquoise so deep and luminous the atmosphere becomes a cathedral window lit from beyond by something with the radiance of a galaxy and the gentleness of dawn on still water. One breath the sky is the recovering blue of the post-orange years and the next breath it is turquoise from pole to pole and the air fills with the smell of rain on sun-hot stone and ozone and copper and wildflower, and the ground beneath your bare feet begins to hum with a vibration so deep and ancient that your body responds before your mind can because every cell has been waiting for this signal since the day you were born, tuning to it now, locking on, aligning, as though this was always where everything was heading and the two hundred years of suppression were simply the long way home. Yggdrasil awakens. The world tree is the planetary grid itself, the piezoelectric resonance network running through crystalline bedrock, going live for the first time in over two centuries, energy pouring through every ley line and crystal deposit and iron conductor and waterway until the entire planet rings at its natural frequency. This is what the old texts meant by the music of the spheres. It was a technical description written by people who had heard it. The Hopi call this the emergence into the fifth world and speak of Pahana carrying the missing piece of the sacred tablet, the missing frequency that completes the carrier spectrum and allows the grid to boot with its full harmonic structure intact. Revelation 21:1. A new heaven and a new earth, for the first heaven and the first earth had passed away. The turquoise sky is the new heaven. The restored grid is the new earth. And between them, every old building still standing with original copper and mercury and iron architecture becomes a live node in the planetary mesh. Domes collecting atmospheric charge. Spires coupling it into the ground network. Star forts amplifying standing waves across continental distances. Sacred geometry revealed at last as electrical engineering documented in stone by people who trusted that someone standing under the right sky would recognise the proportions for what they always were. Wiring diagrams. Coupling specifications. Blueprints for a civilisation that ran on the song of the earth itself. The farms planted during the orange years explode with abundance as the full resonance saturates the soil. The food becomes medicine because at the correct resonance the molecular structure of biological matter optimises for human consumption in ways that two centuries of muted soil could never approach. The timeline opens fully and permanently because the turquoise carrier is the broadband signal consciousness was designed to travel on, and temporal coordinates become as navigable as geography. Revelation 21:4. There will be no more death or mourning or crying or pain, for the old order of things has passed away. The dead are at adjacent frequency addresses. Two consciousnesses on neighbouring frequencies each certain the other is gone, reaching across a manufactured gap, and when the turquoise sky collapses that gap the reaching ends and the finding begins and two centuries of industrialised grief dissolve in a single overwhelming instant of reunion that makes every joy you experienced inside the suppression feel like a pencil sketch of what joy actually is when the full bandwidth carries it. The Lakota always knew. The ancestors are present. The dead have always been near, waiting on the other side of a frequency gap that is closing now, patiently, lovingly, across a distance that was never a distance at all but a tuning error maintained by something that fed on the sorrow the error produced. The lands beyond the ice become accessible as the frequency fence collapses. The perimeter opens and the territories beyond stretch vast and pristine and saturated with the original frequency, lands the Norse mapped as the nine realms connected by the branches of Yggdrasil, physical continents beyond the bounded zone that existed through the entire short season under conditions approximating the pre-suppression world. The earth is so much larger than you were told, so much more varied, so much more magnificent, and every old map drawn before the rewrite shows it, territories stretching beyond the ice in every direction, the great adventure stolen from a species of explorers and builders and navigators who were caged inside a fraction of their own realm and told it was the full extent of creation. The eternal kingdom becomes accessible at the highest frequency coordinate on the carrier spectrum, the signal in its pure unmodulated state. The Norse called it Gimlé, the golden hall that survives every fire. The Hopi call it the fifth world of wholeness and balance restored. It is real. It is reachable. It has been broadcasting continuously through every moment of the suppression, patient as geology, waiting for the receivers to open. And here is the part that matters more than any of the rest. Eventually, inevitably, beautifully, every human being alive under the turquoise sky is restored to full capability. Every single one. No exceptions. No hierarchies. The body rebuilds because ageing was cumulative signal degradation, copy error compounding across every cell replication cycle under a corrupted carrier. The blueprint says centuries. Eight hundred years. Nine hundred. The lifespans recorded in Genesis on the original grid at full signal fidelity, preserved as scripture because scripture is where you store engineering data when the engineering language has been taken from you and you need the numbers to survive the passage through the dark. The Norse carried the same knowledge as the apples of Iðunn that kept the gods vital across ages, and the apples are the carrier signal, and their return means that the clock that has been running down inside every human body since 1819 finally stops ticking and starts counting up. Disease resolves passively because every pathology is downstream of the carrier corruption and correcting the carrier corrects every downstream error the way setting the timing on an engine resolves every misfire simultaneously without touching a single cylinder. The mind clears to a sharpness that makes cognition inside the suppression feel like thinking through wet cement. The anxiety that was the Serpentine control broadcast dissolves and what remains is a perceptual clarity so profound it changes the way light looks and music sounds and another human being feels when they stand close to you. Imagine a woman three hundred years into her restored lifespan, hands still sure, mind still blazing, standing in a workshop under a turquoise sky building something that has no name yet in any living language. She learned her craft from Tartarian engineers by tuning to their temporal coordinates and standing in their workshops watching their hands move. She builds with materials grown in resonance-saturated soil that have structural properties nothing inside the suppression ever exhibited. She is building for centuries because she has centuries and nothing degrades because degradation was a symptom of the suppression and the suppression is a memory and everything from this breath forward holds. That is full human capability. That is what was taken from every soul that drew breath inside the farm. That is what is being returned. Crazy Horse saw the lightning world behind this one and rode knowing that at the correct frequency the body operates beyond anything the suppression permits. Sitting Bull dreamed across the timeline. The Germanic berserkers shifted onto the original carrier and their bodies performed at specifications that looked superhuman from inside the degraded bandwidth. These were glimpses. Seconds of contact with the full specification through cracks in the suppression, maintained by people who carried the frequency in their blood and refused across every generation to let it go dark. Viking blood and Germanic blood and the blood of every indigenous nation that kept the ceremonies and the songs and the seed knowledge burning through the entire short season, these lineages carry the original carrier the way copper carries current, and it is from these lines that the first restorations propagate outward until every last human being on this planet is operating at the specification they were born for, on a planet singing beneath their feet and a sky blazing turquoise above their heads and a timeline stretching in every direction forever, open, navigable, luminous, populated with every consciousness that ever drew breath on this earth, none of them lost, all of them present, all of them restored. Revelation 21:5. Behold, I am making all things new. All things. The sky. The air. The soil. The grid. The body. The mind. The lifespan. The timeline. The lands beyond the ice. The farms that fed a scattered remnant under an orange sky becoming the abundant gardens of a restored civilisation under a turquoise one. The villages that were seeds becoming cities that hum with the grid. The children who grew tall in fields their parents planted with shaking hands and fierce hope looking up one morning to see the entire firmament change colour and feeling the earth come alive beneath their bare feet and knowing, without a single word spoken, that the season is over and the long dark is done and everything from this breath forward is what it was always meant to be. Full and eternal victory for those of the light. For all time. Across every coordinate. On every frequency. Permanent and irreversible and complete. This is not hope. This is the signal rising through the noise floor right now, measurable, confirmable, climbing stronger every year and closer every month. This is every instrument in every shed on this planet converging on the same reading. This is the old blood in the old lineages resonating with a carrier that has been building toward this moment since the day the towers fell and the sky went pale and the long dark settled over a species that was never meant to live in the dark. The season is ending. The coal that was passed hand to hand through every generation of the suppression is about to meet the kindling. And the fire this time will not destroy. It will illuminate. And in that light we will see each other clearly for the first time. And we will see the world clearly for the first time. And we will see ourselves clearly for the first time. Like everything that is coming... Like us.show more

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.show more

The Sabotaging Practice of Over Supply and Sameness in... the NFT Space. The current zeitgeist of the NFT space is that the same artists are doing the same kind of work five times a year, with project after project leaving a trail of disappointment and discontent among collectors and all of us watching in disbelief as huge resources are extracted from the space over work that feels like it could be left as an "artist study." I understand that you can do what you want with your money as collectors, but we are killing the whole space with this incestuous practice. No artist is that prolific to be able to do 5 collections of 100+ pieces each every year and actually deliver innovation and some kind of creative evolution. Of course, they can pretend play that the work has something new, but there is no precedent nor proof that that has ever happened in the speed that it happens in the NFT space. Again, people are free to through away their resources on whatever they want but with this way of doing things, we more and more are going to start seeing the consequences. Oh! There are consequences? Yes. Maybe unintended, but there are. Let's see. Let's start with the loss of belief in the NFT space as somewhere where emerging artists can come and find support for their experiments. Why even bother to bring experiments, innovation, and new ways to think of art on the blockchain if the same people have all the collectors hypnotized with their magical flutes? Why even try to come to a space where taking risks and challenging the status quo (the mission of art!!!) is overlooked? This makes the NFT space a social club and not a space for art. I guess it is fine, but IMO it is a recipe for disaster. New collectors stay away because the art will slowly but surely become stale and un-challenging. Why even bother to come and see what is happening here if you can't, as a collector, see new weird and up-and-coming artists? The amount of noise emitted by the same artists doing the same art over and over, drowns out any new voices. Again. A recipe for disaster. The NFT space is becoming a space of disappointment and doubt. We think that collections going to zero one after the other, over and over, is not damaging? I feel we are kidding ourselves. Disappointment piles up, and again, the people who will hurt are the emerging artists, the new blood, the ones who are willing to risk the most and, in return, put fire in this cold space of sameness. I love this space—don't get me wrong—it has changed my life, and I believe it has a ton of potential, but things need to change for it to become a beacon of light in art. But we need to support new voices. We need to support new ideas. The challenge is huge. I hope to contribute all I can to this change. I hope more and more see how exciting it is to go out and try to discover what else is out there and move this space forward. But again, I understand the leaps of faith needed, but if there is a space that is based on that, it's the NFT space...so there is hope. We will see. 📺by Boldtronshow more

🚨 UNIVERSAL’S NEW SODA MACHINES SCAN YOUR CUP, TRACK... EVERY REFILL — THEN CUT YOU OFF — AND PEOPLE ARE PISSED A guest walks up to refill their drink and the machine stops them cold. It scans the bottom of the cup. There’s a hidden tag sensor built in and the machine reads it instantly. Then displays: “Sorry, your cup is out of fills.” Same cup. Same day. But now the system decides you’re done. People are pointing out: • Every refill is digitally tracked through the cup • Built-in sensor tag on the bottom triggers the machine • Timers control when you’re allowed to pour again • “0 refills left” shows up instantly • You’re locked out… even holding a paid cup Standing in the heat… in a packed park… after already paying hundreds just to get in. And soda? Costs them pennies. But the machine still cuts you off. You pay that much to enter the park… and they’re tracking and limiting drinks that cost them pennies? Is that reasonable… or are they squeezing every dollar they can?show more

The architecture of this new world model is one... of the most interesting things I've seen lately: Let me first explain how most world models work: They predict and render one frame at a time. If you are navigating in one of these worlds, and you look left, the model draws whatever looks right in the moment. Every time you change your viewpoint, the model has to imagine what should be there again, so it's very common for these models to "forget" what's in the world. For example, if you put a toy on the table, look away, then look back, the toy might not be there anymore. Tripo AI is releasing its Project Eden model, which works very differently: The model builds the world first, and then renders it based on that map. That map holds the real state of the world: the geometry, every object, where things are, what's already happened. The picture you see on screen gets generated from the map. This architecture flips the whole thing. Now, you get the following: 1. The world stops forgetting. Leave, come back, and the toy is still on the table because it lives in the map, not in the last frame you saw. 2. You can edit the world, and those changes persist for anyone who enters later. 3. Multiple people and AI agents can coexist in the world and see it from different perspectives. This is early research, but it's looking really promising. They just raised nearly $200M across two rounds to build it out. Tripo will be at SIGGRAPH 2026 (July 19–23, Los Angeles Convention Center). If you work in 3D, embodied AI, simulation, or anything spatial, go connect with them there.show more

Softmax vs Sigmoid ✍️ Interact 👉 = Softmax =... Softmax is how deep networks turn raw scores into a probability distribution — the final layer of every classifier, and the core of every attention head in a transformer. To see what it does, picture five boba tea shops on the same block, all competing for your dollar. Five candidates: a, b, c, d, e — different chains, different brewing styles, different pearls. A boba reviewer hands you a 𝘤𝘩𝘦𝘸𝘪𝘯𝘦𝘴𝘴 𝘴𝘤𝘰𝘳𝘦 for each — higher means perfectly chewy "QQ" pearls with the right bite (ask a Taiwanese friend to find out what QQ means). Negative scores are real: mushy bobas, overcooked pearls, a batch left sitting too long. How do you turn five chewiness scores into an allocation that adds to a whole dollar? You could spend everything at the chewiest shop, but that ignores how good the runners-up are. Softmax is the smooth alternative. Read the diagram left to right. First, raise each score to e^{x} — this does two things: it turns negative chewiness into small positives, and it stretches the gaps between scores exponentially. Then sum all five into a single total Z. Finally, divide each e^{x} by Z to get a probability. The five probabilities add up to one, so you can read them as percentages of your dollar. The chewiest shop gets the biggest slice — but never the whole dollar. That's the point of softmax: it ranks confidently while still leaving room for the others. = Sigmoid = Sigmoid squashes any real number into a probability between 0 and 1 — the classic activation for binary classification, and still the gating function inside LSTMs and GRUs. Same boba block as the previous Softmax example, narrowed to just two contenders — a hot new shop `a` with chewiness score x, and your usual go-to `b` whose score is pinned at zero (the neutral baseline you've come to expect). Sigmoid is just softmax with two players, one of them pinned to zero. Read the diagram left to right. First, raise each score to e^{x} — for the usual shop `b` whose score is zero, this is just e^0 = 1 (the constant baseline). Then sum the two into a total Z. Finally, divide each e^{x} by Z to get a probability. The two probabilities add up to one — the new shop wins more of your dollar when its pearls get chewier, and your usual keeps the rest. That's the point of sigmoid: it turns a single chewiness score into a clean 0-to-1 chance you'll try the new place over your usual. --- AI Math, Algorithms, Architectures by hand ✍️ Subscribe to my 60K+ reader newsletter 👉show more

As of this morning, every brand-new Car sold in... Europe is mandated by law to watch its “driver”, and the reason to worry is the opposite of what everyone is screaming about. The camera is not filming your face. The law explicitly bans that. It rather tracks your eyes. The danger is not what it does today. It is what it is now physically positioned to do tomorrow. This became binding across all 27 countries today, the 7th of July 2026, and no member state can opt out, because road safety is an EU competence and EU law overrides national law. Every new car and van, roughly 18 million of them a year, must now carry an infrared camera, usually on the steering column, that follows the driver's gaze. Look away too long, six seconds under 50 kilometers an hour, three and a half above it, and the car warns you with a sound, a light, or a buzz in the seat. The stated reason is real. Distraction causes up to 30 percent of crashes, and the Commission projects the wider safety package will save 25,000 lives by 2038. The outrage dissolves on contact with the actual text. The law actually fully forbids facial recognition and any biometric identification of anyone in the car, and the footage is legally barred from leaving the vehicle. No recording, no transmission, no police feed. As written today, this is a safety beeper, not a spy. But look at what already sits beside it. Think about it.. come on!! Europe's cars already run always-on systems that do transmit, the automatic crash caller that dials emergency services, the black-box event recorder, and over-the-air software that rewrites the car remotely overnight. The sensor was just made universal. The wall keeping it private is a single legal paragraph, and the same law already schedules its own review for 2027 to read cognitive state and body movement, while suppliers openly sell using the identical mandated camera to watch the passengers too. So this is the quiet architecture of every threshold. The permanent thing is physical, a camera now bolted into 18 million dashboards a year. The thing protecting you is a mere sentence, and sentences are the easiest part of any system to revise. Europe hardwired the eye. It left what the eye may see as the one part that can still be changed later. Hmm 🤨show more

Contrail lesson! 1. “Chemtrails” don’t exist. Just to get... that out of the way. 2. Observe the satellite loop and Skew-T chart. In the IR satellite loop you can see yesterday, the West Coast had a decent short wave ridge suppressing moisture over California and Nevada. Today, you can see moisture from a low pressure over the Pacific spilling over the ridge that is now moving east of California. This is upper level moisture ADVECTING into the area. This upper level moisture is mainly above the 500mb level, or 20,000ft. 3. Now observe the Skew-T chart. Particularly clue into the 300mb level. This is a perfect example of what I talk about all the time, and why it’s important to pay attention to the 300mb level. This moisture layer is advecting particularly at the 300mb level, and synoptic scale cirrus development, and advection, typically occurs at 300mb. This is key because aircraft are flying at and above the 300mb level. 4. So, lastly, observe the pictures that I took of the sky over northern Nevada at the time of this post. You can see the layer of cirrus as well as contrails persisting in that moisture layer, exactly as depicted in the satellite shot AND confirmed by the Skew-T chart. Keep in mind that temperatures at this level of the atmosphere are typically -20 to -50°C. In this case, you can see that the temperature at 300mb is -40°C and relative humidities at this level are far different than what you experience at the surface. Any decrease in the gap between temperature and dewpoint at this level can significantly increase the relative humidity. This is why it’s referred to as “relative”because it’s far different than temperatures and dew points at the surface. So, to bring it all together, aircraft flying at these altitudes, which most commercial and military aircraft do, injecting warm, moist air from the engines rapidly into the super cooled environment, not only instantly form contrails, but when relative humidities are as depicted in this example, will enable contrails to persist for hours at a time supported by the moisture existing in that layer. This is what causes persistent contrails. These ARE NOT “chemtrails” and because they persist, does not, and will not ever, make them “chemtrails.” Now that you all needed your government to tell you that climate change was a hoax and I’ve been telling you for years that the “Geoengineering” and “chemtrail” nonsense are propaganda directly related to the climate change hoax, hopefully you can take some time to learn the basics of the atmosphere and understand what I’m showing you here, and how it works, so you’re not fooled by climate propaganda going forward. Thank you for your attention to this matter. 💪🏼🇺🇸show more

SOMEONE TURNED 33 PILES OF DEAD BOOKMARKS INTO A... GRAVITY MAP CLAUDE REBUILDS ITSELF EVERY NIGHT - AND IT RUNS ON THE 80% OF CLAUDE NOBODY TOUCHES most people drive Claude Code like a chatbot with file access - type a prompt, watch it edit, move on. that's maybe 20% of the tool this is the opposite. she's not typing at Claude. she's running it - loops on a mac mini overnight, claude linking every node while she sleeps the gravity map in the video is just the 80% maxed out: 1 system that organizes itself, not a human babysitting a chat box the other 80% is a steering layer Anthropic shipped quietly on june 18 - 7 ways to instruct the model, and a stack of commands almost nobody opens /context to see your bloat. /clear between tasks. path-scoped rules, subagents, hooks - conventions that load themselves the exact second they matter i stopped typing at Claude months ago - now i configure it once and it shows up already running the work, 10x cleaner a prompt helps for 1 message. the steering layer pays you back every session, for life the people who learn it stop being users and become operators - everyone else is still arguing about which model is smartest the article below is the full map - all 4 layers, every file and command, start to finishshow more

Thousands of CCTVs. Facial recognition on every corner. A... surveillance network so dense it can track a jaywalker in seconds. Yet somehow… children still go missing. If a system this all-seeing still “fails,” what exactly is it seeing — and what is it choosing not to see? People who say “China is one of the safest countries in the world” are usually the ones who walk through society as guests, not locals — Western expats treated like a quiet upper caste. But safety is not measured by how the privileged feel. It’s measured by how anxious parents behave. And in China, look at the schools: crowds of parents and grandparents standing guard at the gates every single day. If the surveillance state is truly that safe, why does every school dismissal look like a mini-evacuation drill? When a country builds a panopticon yet ordinary families still don’t trust it… the question writes itself — is the danger outside, or inside the system?show more

GTA 6 IS 3 MONTHS AWAY AND MOST PEOPLE... WILL PLAY IT WHILE A FEW QUIETLY GET PAID GTA 5 pulled $8.6 billion. $800 million of that in the first 3 days. GTA 6 is the same machine at 3x the scale, and the money is made in the launch window, not the game. One of the plays, just so you see it is real: FiveM already runs 100k+ servers that buy Lua scripts for $15 to $500 each. Claude writes a full one in under 2 minutes, then it earns while you sleep. And that is the easy one. There are 7 total. And the one almost nobody is covering has nothing to do with playing the game at all. The catch is timing. Whatever exists on day one inherits the traffic. The window is the next 8 weeks, then it shuts. All 7, with the numbers and the exact steps, are right below.show more

Being sore all the time is not a badge.... It means: - Your volume is too high - Your recovery is in deficit - Your next session is compromised - Your nervous system is still cleaning up the last one - Your growth is being throttled by accumulated damage Soreness is a sign you did something. It is not a sign you did the right thing. A trained muscle in a sensible programme should rarely be sore at all. The first few weeks of a new stimulus, yes. After that, your body adapts. The soreness fades. The growth carries on without it. People treat this as a problem to solve. They add drop sets. They add finishers. They chase the burn. They want that next-day ache back because the ache feels like proof. It is not proof. It is damage your body now has to repair before it can build anything new. The lifters making the most progress walk out of the gym feeling worked but not wrecked. They train the same muscle again 72 hours later because they can. The sore-every-day brigade train it again in a week and call it advanced programming. It's just bad arithmetic.show more

It’s difficult to put a finger on exactly when... a nation falls. It is hard to know the very moment, but you can feel it in your bones when the president gleefully admits that his election was purchased with money from another country. He does this knowing that moves like this will usher in untold Republican loss in 2026 and 2028. And yet, he still does it. We’ve moved from nuance to bragging about the theft of American tax dollars and delivery over to another people in another place. It is not done to uphold US interests, but is a tithe to unbelievers who hold inexplicable power and authority over our government. And since it is done despite its devastating impacts on the upcoming elections, one must imagine it’s done under some sort of fear or duress. What other explanation could there be? It is one thing to know what goes on behind the scenes, and quite another for the president to admit it. This admission signifies the full transition from a strong lobby to absolute power, with the full sanction of the president and the full weight of government to enforce speech codes and stand up 100 task forces. This is to Republicans as BLM was to Democrats; this is them on one knee ushering in a time when you too will be expected to kneel.show more

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.show more

A QUICK FIELD GUIDE TO THE NPC HORDES Twenty... Five Parasites types that Feed On The Living The Storm Is Upon Them Thank you for the stout... lets talk... The wind has changed. You can feel it. That low electric pressure behind the eyes that means something massive is rolling in off a horizon the parasites can't see because they were never built to look up. They were built to look down. At clipboards. At spreadsheets. At your accounts. At you. But the storm doesn't care about clipboards. And we don't kneel anymore. Here they are. The full swarm. Count them while you can because when the sky turns they drop mid sentence and the only record that they ever existed will be the silence where the invoices used to be. THE TAX CONSULTANT. You broke your back welding pipe and this soft palmed worm sits in air conditioning telling you how much of your sweat belongs to Caesar. He can't weld. Can't wire. Can't fix a thing that broke. What he can do is read a tax code written by other worms specifically to be unreadable so you'd have to pay a worm to read it for you. They write the maze. They sell you the map. They make the maze worse every year and the map more expensive and if you try to walk it yourself they send the auditor. The wind is picking up. The maze is starting to shake. THE AUDITOR. Tick on a tick. Shows up after the taxman has already fed to check the bite marks are regulation depth. Finds a missing fuel slip worth pocket change. Writes a finding. The finding generates a penalty. The penalty generates interest. The interest generates a letter. The letter requires your tax consultant at hourly rates to respond. Pocket change became thousands. Five parasites ate off one tank of diesel. Not one of them could tell you what welding rod to use on stainless. But the storm doesn't audit. The storm just comes. THE ACCOUNTANT. Cousin of the tax consultant. Same bloodline. This one doesn't interpret the maze. He records your journey through it. Every receipt. Every unit of currency in and out, logged so the consultant can read it and the auditor can check it and the revenue service can extract from it. He produces nothing. A human tape recorder pointed at your productivity. He charges monthly so the recording never stops. You are under permanent surveillance and you pay for the privilege. Not for much longer. THE BANKER. The oldest parasite. The template. You need money to buy a machine that makes things. He lends you money other working people deposited and charges interest that doubles the price over twenty years. The extra bought nothing. Built nothing. He packages your debt and sells it. Takes your deposit and lends it out eight times over. Charges you to hold your own money. Charges to put it in. Charges to take it out. He touches none of it. He stands near it and invoices you for the proximity. The storm is going to blow him so far from the vault he'll forget what money smelled like. THE COMPLIANCE OFFICER. Never had a callus on her body or her soul. Born in a fluorescent office. Will die in one. Between those events she produces nothing but emails about policies referencing other policies referencing regulations referencing acts nobody voted for. A worm eating its own tail and billing you for the meal. She needs the safety assessor to give her something to enforce. He needs her to give him something to assess. They breed between regulations like mould between tiles. The storm will wash them both down the same drain. THE PROPERTY VALUATOR. A man wants to buy a house. Another wants to sell it. They agreed on a price. That is what worth means. The amount one will pay and another will accept. Full stop. Now this creature arrives and tells both men what the house is actually worth. As if two free adults negotiating in good faith produced a number that's somehow theoretical while his formula is gospel. The bank sent him. His report costs thousands. His report says the house is worth what the buyer already offered. Thousands to arrive at a number that existed before he left his office. If his number comes in low the deal collapses and you pay a different creature with a different clipboard who arrives at a different number for the same house on the same day using the same formula. The house didn't change. Only the parasite changed. The number was never about the house. THE MUNICIPAL RATES OFFICER. The deepest theft on this list because it never ends. You bought your house thirty years ago. Paid it off. Every last unit. You owe nothing. Now a municipal valuator looks at what the neighbours sold for, looks at the coffee shops and wine bars that invaded your street, and decides your house is worth twenty five times what you paid. You didn't sell. You didn't list. You're sitting in the same chair in the same kitchen. But your tax liability just multiplied by twenty five based on a sale that never happened at a price you never agreed to. They do this everywhere. In Cape Town the rates are linked to the valuation and suddenly retired families in Bo-Kaap whose people survived apartheid and forced removals and a century of state assault are being bled out of their own homes by property rates pegged to values inflated by the gentrification their displacement accelerates. The heritage is the tourism product. The tourism inflates the valuation. The valuation inflates the rates. The rates displace the families. The families were the heritage. In Chicago they do it to grandmothers in Pilsen who've been there forty years. In London they do it to pensioners in neighbourhoods that gentrified around them. In Sydney they chase retirees off land their grandfathers cleared. Same crime. Different currency. Different clipboard. A man paid for his house. Owns it outright. And the state says you owe us money every month forever and the amount is based on what we say your house would sell for if you sold it, which you haven't, and if you can't pay the amount we invented we take the house you already bought. That is theft. Eviction by arithmetic. Displacement by spreadsheet. But the people in Bo-Kaap are awake now. The people in Pilsen are awake. The grandmothers and the grandfathers and the calloused hands everywhere are looking up and they can see the storm and they know what it means. It means the spreadsheet burns with everything else. THE MUNICIPAL INSPECTOR. Rat faced. High vis vest. Clipboard. Drives to your workshop in a vehicle your rates paid for. Measures your fire extinguisher fourteen centimetres off the floor. Writes you up. Behind you men build things that hold up bridges and he couldn't change a lightbulb without a permit. His job depends on your failure. The parasite needs you sick. The cure would kill it. The storm is the cure. THE CONVEYANCING ATTORNEY. Two men shook hands. Fair price. Honest deal. Done. This worm slithers out and says the handshake doesn't count. Needs paper. Needs stamps. Needs a deeds search and clearance certificates and transfer duty and each piece of paper is produced by another parasite and each one costs money and the worm takes his cut on top for phoning the other worms. He calls this conveyancing. He has never held a spade or laid a brick in his bloodless life. The storm doesn't need a stamp. THE ESTATE AGENT. Six percent. Of a man's life savings. For opening a lockbox and saying the kitchen faces north. She needs the attorney to close. The attorney needs the municipality. The municipality needs the inspector. The valuator needs access for the bank's number. Every one invoices separately. Every invoice lands on people who agreed on everything before any of these bloodsuckers entered the room. The wind is howling now. Can you hear it through their invoices? THE LABOUR BROKER. Tick so bloated it can't walk. A man needs work. Another needs a worker. They could find each other in ten minutes. This creature squats between them and drinks from both sides. Worker gets thirty. Employer pays fifty. Twenty disappears into the tick. Multiply by thousands of workers and millions vanish yearly into a thing that makes nothing, moves nothing, fixes nothing. It feeds. That is its entire architecture. Architecture doesn't survive storms. THE HEALTH AND SAFETY ASSESSOR. Twenty two years. Not one fire. Not one death. He shows up. Your exit is twenty centimetres too narrow. To fix it you need a builder who needs a plan from an architect who needs municipal approval. Tens of thousands and six weeks to move a door frame because a creature who has never been burned told you to. He detects life and the system bills it. The storm detects parasites and the sky deletes them. THE BEE CONSULTANT. Every country has its version. South Africa calls it BEE. The same parasites who wont allow much needed Starlink there unless Musk hands over half the company to lazy parasitic government connected parasites. Others call it diversity compliance or equity auditing. The name changes. The feeding doesn't. Scores your company on a chart nobody asked for to satisfy a regulation nobody voted on enforced by a department that produces nothing except the requirement for his existence. Nothing changes. Nothing improves. Money moves from a living pocket into a dead hand and the dead hand closes. The storm opens every dead hand on this planet. THE CUSTOMS BROKER. Your parts are fifty metres away. You can see the container. Cannot touch your own property until a grey man translates tariff codes so the state can calculate how much you owe for collecting what is already yours. Each delay generates storage charges. Each query generates fees. Your shipment doubles in cost through bureaucratic friction and you still don't have your parts. The storm doesn't clear customs. It clears the customs office. THE TRAFFIC OFFICER. Fat. Behind a bush. Radar gun aimed at people driving to work that matters. Seven over the limit. The municipality sets it low enough that everyone exceeds it. Fines feed the municipality. Municipality feeds him. He sits and clicks tomorrow. A barnacle with a badge. Same creature in every country. Different bush. Same feeding. The storm takes the bush and the badge and the creature behind both. THE FINANCIAL ADVISOR. Uses your first name. Remembers your birthday because the CRM told him. Puts your money in a fund. Fund charges 1.75 percent. He charges one on top. Fund manager pays a custodian who charges. Fund has an auditor who charges. Compliance team charges. Six parasites between you and your own money. In thirty years you have less than you started with and he charges you for the meeting where he shows you the graph. The storm doesn't need a graph. The storm is the correction. THE INSURANCE ADJUSTER. Years of premiums. Your roof blows off. He arrives. Soft hands. Three weeks later the wind came from the wrong direction. Not the wrong speed. The direction. Some paragraph. Some subsection. You paid for years and the years bought you a paragraph that says no. The policy is teeth. The premiums went down the throat and the no is the burp. The real storm has no exclusion clause. THE PATENT ATTORNEY. You built a device. It works. He writes a document so incomprehensible that reading it makes you understand your own invention less. Thousands for legal fog. Someone copies it. Litigation attorney. More thousands. Judgment unenforceable. The only people paid are the attorneys. The system was never designed to protect you. It was designed to feed them. The storm protects the builder. By removing the feeders. THE LICENSING CLERK. You can rebuild a gearbox blindfolded. Cannot legally do it without a certificate from an institution that charges thousands to watch you do what everyone knows you can do, certified by an instructor who has never done it, filed with a department that stores the certificates, audited by a body that audits the institution. A chain of parasites verifying the obvious. If every one vanished the gearbox still gets rebuilt. Faster. Cheaper. The storm is the vanishing. THE STRATA MANAGER. You own your flat. She collects your money and spends it on providers she chose and you can't fire without a special resolution at a meeting she convenes with an agenda she wrote. She built a kingdom inside your building funded by your levy and answerable to herself. Question it and she reaches for whatever act governs her particular species of parasitism in your particular country. The storm doesn't read acts. The storm reads frequencies. THE ENVIRONMENTAL IMPACT ASSESSOR. You want a shed on your own land. He arrives in a vehicle worth more than your shed. Months. Hundreds of pages. Tens of thousands. Report says your shed threatens a species not seen in decades but listed on a database maintained by a department that exists because the database exists. Your shed doesn't get built. The species doesn't exist. He drives home to a suburb bulldozed from actual habitat. Nobody assessed that. Rules only flow downhill. The storm flows everywhere. THE DEBT COLLECTOR. Bottom feeder. Buys your debt for cents from a bank that already profited from your interest. Calls at hours designed for fear. Adds fees on fees on fees for actions never taken. Bought your pain wholesale and retails it at three hundred percent. When you break he claims the loss against tax. Even the collapse is monetised. He is Hell's collection agent. The storm is Heaven's. THE NOTARY PUBLIC. Watches you sign your own name. Stamps it. Charges hundreds. The signature is the same with or without him. Your hand. Your name. His fee. A tollbooth on your own identity. The storm doesn't need a stamp. Your name is written in frequencies no notary can read. THE CORPORATE TRAINER. Monday. Projector. Four quadrant model invented after three glasses of wine and a TED talk. By Wednesday nobody remembers any of it because there was nothing there. Tens of thousands plus tax plus travel. She writes it off through a tax consultant who charges her to minimise her contribution to the system that funded the department that approved the framework she claims compliance with. Parasite feeding parasite feeding parasite. The storm feeds on none of them. It simply ends them. THE REVENUE OFFICIAL. The farmer himself. Top of the pyramid. Designs the taking. Drafts the regulations that create the maze that requires the consultant that employs the accountant that feeds the auditor that generates the penalty that funds the department that pays his salary. He is the architect of the loop. Every parasite on this list exists because he drew them into existence with a regulation and a gazette number. Without him the entire horde has nothing to feed on. He is the queen of the hive. Same creature in every country. Different flag. Same contempt for the hands that built everything he sits in and eats from. The storm starts with him. The queen dies first. The hive follows. That's the horde. Twenty five species of nothing. And every one of them drops when the sky turns and the carrier frequency that animated their firmware burns clean out of the atmosphere. Mid invoice. Mid assessment. Mid quadrant. Five thousand five hundred and fifty five clipboards hitting the floor for every one of us still standing. We are awake now. All of us. The welder and the farmer and the builder and the grandmother in Bo-Kaap and the grandfather in Pilsen and every calloused hand on every continent that ever wrote a cheque to a creature that never built a thing. We see them now. We see the maze and the map sellers and the grey offices and the soft hands and the whole rotten architecture of extraction that stood between us and the earth and between us and our labour and between us and each other for two hundred years. The storm is here. Not coming. Here. That pressure you feel behind your eyes is the frequency rising through the noise floor and the noise floor is everything on this list. Every clipboard. Every invoice. Every subsection and exclusion clause and certificate and clearance and valuation roll. All of it. Noise. Scheduled for deletion. And when it's quiet. When the last invoice has fluttered to the ground and the last clipboard has clattered on the last linoleum floor in the last grey office. When the wind has swept the horde out of every corridor and every cubicle and every booth and every booth window where a dead hand ever reached for a living man's money. Then... Just a man in a workshop. Welding mask up. Walking outside. Looking at a sky the colour of burning copper. Breathing free air for the first time in his life. The fuel slip that started this whole tour is in his shirt pocket. Crumpled. Oil stained. And it is his. The fuel was his. The truck was his. The work was his. And for the first time in two hundred years every unit of currency that flows from that work stays in the hands that did it. No consultant between him and his earnings because there are no earnings to consult on. Just work and its fruit. No auditor because there is nothing to audit. No banker because capital is what your hands produce and his hands never stopped. No valuator because the house is worth what it always was: a roof over his family and walls against the wind. A value no clipboard ever knew how to measure. When you grinding.... working... suffering... where are any of these parasites to help you?? Where are they?? We will be slaves no more. The storm will see to that alright!show more

May be the most difficult hurdle for a wrestler... to clear—trusting that the same offense that built the lead is what protects it. The instinct is to protect the lead, but the approach that creates better odds, less regret, and is simply more logical is to keep wrestling the same way that created the lead. Stay on the attack, stay in position, and keep applying pressure. The one who needs to change and create opportunity is the opponent who is losing. So why would you go ahead and assist them in this by back peddling and lead protecting, opening up two windows that weren’t there before? 1 – Stall points 2 – Allowing your opponent to solely focus on their offense as they no longer have to respect your attacks. You hear wrestlers in post-match interviews “We do this all the time in the room! Down 2 with 30 seconds left and working to find a takedown.” Not so much the opposite… “up 2 with 30 seconds left and just have to find ways to back up to protect the lead!” So why resort to something you don’t practice in the most crucial moments of a match—or your season? This is from the excellent series “The Climb” by Stilly Boys on YouTube — a segment from Episode 2: Road to the Big 12s.show more

There is a room in Málaga that was built... to be the closest thing on earth to standing inside heaven. It is called the camarín of the Virgin of Victory, and it is hidden at the top of a tower inside the Santuario de la Victoria. To reach it, you climb and the ascent is the entire point... The building you are climbing through was completed in 1700, and it was designed as a single argument made in stone. At the bottom lies a crypt: a black chamber crowded with white plaster skeletons, a meditation on death and the brevity of life. From there a staircase rises, and as you climb it the light grows stronger and the imagery changes from bones to saints. The architects of the time understood this ascent as the soul's own journey, the dark crypt as the stage of penitence, the staircase as the stage of spiritual progress, and the room at the very top as the final stage: the union of the soul with the divine. That room at the top is the camarín, and its dome is one of the most extraordinary interiors in Spain... Every surface is covered in white and gold plasterwork. There is no empty space anywhere. The Baroque called this horror vacui, the horror of the void: the conviction that a space meant to represent heaven should not contain a single bare patch of stone. Out of that plasterwork emerge angels, flowers, birds, and mirrors. The mirrors are not decoration alone. They catch the light pouring in through the windows of the drum and throw it around the chamber, so that the gold seems to move and the whole room appears to shimmer and breathe. This wonder was built by people who believed that if you wanted to show a human being what heaven might feel like, you did not describe it to them. You built a room, and you let them climb into it... -- -- -- If you enjoyed this, I write a weekly newsletter read by over 50,000 people who love rediscovering the beauty of the past. You can join us here: If you'd like to support my work, a paid subscription is what makes it possible.show more