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HIP-CT JUST TURNED THE HUMAN BRAIN INTO A GOOGLE MAP This isn’t CGI. It’s not AI. It’s HiP-CT - Hierarchical Phase-Contrast Tomography - and it’s quietly breaking anatomy. One scan lets researchers zoom from a full human organ down to micron-scale detail. Blood vessels. Cellular architecture. Structural patterns you...

484,044 Aufrufe • vor 8 Monaten •via X (Twitter)

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PHOTON COUNTING CT is NOT a better CT It is a NEW imaging modality Photon Counting CT (PCCT) represents a transformative leap in medical imaging, not only as a molecular imaging modality but also as a technology offering ultra-high resolution and functional imaging capabilities. It is fundamentally more than just an enhanced version of traditional CT—PCCT introduces new ways of seeing and understanding the human body, providing critical insights at the molecular, structural, and functional levels. This positions PCCT as a unique imaging modality that requires a fresh approach to technical implementation, operational workflows, and financial planning. Despite the larger upfront investment, PCCT’s ability to drastically reduce downstream healthcare costs makes it a highly valuable investment in the long run. 1. Technical Innovations • Molecular Imaging and Energy Discrimination: Unlike traditional CT, which simply measures the total absorbed energy, PCCT counts individual X-ray photons and differentiates their energy levels. This allows for precise molecular imaging, revealing the composition of tissues and materials at a biochemical level. By distinguishing between different tissue types and contrast agents, PCCT opens up new diagnostic possibilities, such as identifying molecular biomarkers in tumors or distinguishing between stable and unstable plaque in coronary arteries. This capability shifts the focus of imaging from purely anatomical to both anatomical and molecular, offering more comprehensive diagnostic information. • Ultra-High Spatial Resolution: PCCT features significantly smaller detector elements compared to conventional CT scanners, allowing for ultra-high resolution imaging. This means clinicians can visualize fine structures such as microcalcifications in arteries, small lesions in soft tissues, or the intricate architecture of bones. This level of detail was previously unattainable with traditional CT. When combined with molecular imaging, this ultra-high resolution allows for the precise localization and characterization of disease at very early stages, which is essential for early diagnosis and intervention. • Functional Imaging Capabilities: PCCT also excels as a functional imaging modality. By capturing energy-resolved information, PCCT can provide insights into tissue functionality and dynamic physiological processes. For instance, it can detect changes in blood flow, tissue perfusion, and oxygenation without the need for additional contrast agents or scans. This functionality allows for real-time assessment of physiological processes, making it particularly valuable in cardiology, oncology, and neurology for evaluating organ function and monitoring disease progression. • Reduced Noise and Artifact Reduction: Photon-counting technology dramatically reduces electronic noise and imaging artifacts, such as beam hardening, resulting in clearer and more accurate images. The ability to deliver ultra-high resolution images with minimal artifacts improves diagnostic accuracy, reducing the need for repeat scans and ensuring that even subtle abnormalities are detected. 2. Operational Considerations • New Workflow for Molecular, High-Resolution, and Functional Imaging: The integration of molecular, ultra-high resolution, and functional imaging into routine clinical workflows introduces complexity that requires adaptation. Radiologists and technicians need specialized training to interpret and analyze multi-energy datasets that include molecular and functional information. PCCT produces a vast amount of detailed data, requiring clinicians to adopt new imaging protocols and refine their diagnostic approaches to fully leverage its capabilities. • Post-Processing and Data Management: PCCT generates richer, more complex datasets, which necessitates advanced post-processing tools and data management systems. Existing PACS and imaging software may not be equipped to handle such large volumes of data or to process functional and molecular information effectively. This means healthcare institutions must invest in robust IT infrastructure, including upgraded software and storage solutions, as well as provide additional training for staff on new imaging analysis techniques. • Revised Clinical Protocols: The molecular, functional, and ultra-high resolution imaging capabilities of PCCT will likely prompt changes in clinical protocols. For instance, the need for contrast agents may be reduced, simplifying patient preparation and decreasing the risk of adverse reactions. Additionally, the ability to monitor physiological functions in real-time through functional imaging could lead to more dynamic diagnostic procedures, such as assessing the effectiveness of interventions or treatments in real-time. 3. Financial Impact • Higher Initial Investment: PCCT systems are more expensive than traditional CT scanners due to their advanced technology, which includes photon-counting detectors and the computational power required for high-resolution, molecular, and functional imaging. While this upfront cost is significant, it is crucial to view it in the broader context of the downstream benefits and cost reductions that PCCT offers. • Downstream Cost Reductions: Although the initial capital investment is higher, PCCT’s ability to combine molecular, functional, and ultra-high resolution imaging leads to substantial reductions in downstream healthcare costs. Its superior diagnostic accuracy minimizes the need for follow-up tests, repeat scans, or invasive diagnostic procedures, such as diagnostic coronary angiographies. For example, in cardiology, PCCT can precisely differentiate between types of coronary plaque, reducing the need for invasive procedures to assess risk. • Lower Overall Healthcare Expenditures: By enabling earlier, more accurate diagnoses, PCCT can reduce the overall cost of patient care. Early detection of disease, particularly through its molecular and functional imaging capabilities, allows for more targeted treatments, potentially preventing the need for more aggressive and expensive interventions down the line. For instance, early-stage tumor detection via molecular imaging could lead to less invasive treatments, reducing hospital stays and improving patient outcomes, ultimately driving down healthcare costs. • Increased ROI Through Enhanced Patient Outcomes: Over time, the combination of molecular, functional, and ultra-high resolution imaging enhances diagnostic precision, which translates into better patient outcomes. Improved diagnostic accuracy reduces the incidence of unnecessary procedures, minimizes treatment delays, and results in more personalized and effective care. This leads to increased patient satisfaction, better healthcare outcomes, and greater patient throughput—all factors that improve the institution’s return on investment (ROI). • Competitive Advantage and New Revenue Streams: By adopting PCCT, healthcare institutions position themselves at the forefront of advanced imaging technologies. The ability to offer molecular, functional, and ultra-high resolution imaging creates a competitive advantage, attracting more complex and high-value cases. This can boost the institution’s reputation for excellence in diagnostics, leading to increased referrals, new patient populations, and expanded revenue opportunities. Summary Photon Counting CT (PCCT) is not just an evolution of existing CT technology—it is a molecular, ultra-high resolution, and functional imaging modality that fundamentally transforms the diagnostic landscape. Its ability to capture detailed molecular data, visualize minute anatomical structures with ultra-high resolution, and provide real-time functional imaging opens new possibilities for earlier and more precise diagnoses. While the financial investment in PCCT is larger, the reduction in downstream healthcare costs through improved diagnostic accuracy, fewer unnecessary interventions, and earlier disease detection far outweighs the initial expense. For institutions committed to advancing patient care and improving long-term financial outcomes, PCCT is an essential investment in the future of medical imaging. The video attached shows a patient accessing the Hospital for ACS. PCCT can provide ALL the imaging information of the concurrent imaging modalities (CXR, CAG, Echo, CMR) that you see around it... that's a lot! #PhotonCountingCT #MolecularImaging #UltraHighResolution #FunctionalImaging #FutureOfImaging #AdvancedMedicalImaging #EarlyDiseaseDetection #InnovativeCT #CuttingEdgeHealthcare #PrecisionDiagnostics #HealthcareInnovation #MedicalTechnology #CostEffectiveImaging #NextGenCT #PatientCareRevolution

Dr. Filippo Cademartiri

11,849 Aufrufe • vor 1 Jahr

Stephen Wolfram just posed the most disturbing thought experiment about AI, and nobody has an answer for it. Wolfram: “Imagine humans are all in boxes. We’re all Darth Vader, inside these boxes, but you can’t actually see the human inside.” Civilization continues identically. Every human hidden in a machine. You see the output, not the person. Wolfram: “The world is operating, great paintings are being produced, but you can’t see any of the humans. All you see is a bunch of boxes doing human-like things.” Civilizational Turing test. If the external world operates the same, are humans contributing anything essential? Wolfram: “The world is operating as before, maybe even better than before. If you knew there were humans inside those boxes, you would say great outcome.” That’s the paradox. Know humans are inside and it’s a golden age. Remove that knowledge and it’s just machines producing results. Does the value change? Wolfram forces the question. Do we value creation or creator? If the art is identical, does consciousness behind it matter? Wolfram: “You can’t tell there are any humans. It’s just a bunch of Daleks operating.” From outside, machines behaving like humans look identical to actual humans. The show continues. Universe doesn’t register the difference. As AI capabilities expand, this stops being abstract. AI produces indistinguishable art, music, science. Does human creation retain special status? Why exactly? Wolfram isn’t answering. He’s exposing the void where our answer should be. If outcomes are identical, is human involvement meaningful or just attachment to how things historically worked? We assume human participation makes civilization valuable. If results don’t change either way, that assumption needs justification we’ve never properly given. Real test isn’t whether AI replicates output. It’s whether we can explain why human output matters more when the results are indistinguishable. If we can’t, we’re heading toward a future where civilization functions perfectly and whether humans are actually inside the boxes becomes irrelevant to everything except the humans wondering if they matter. And at that point, are we necessary or just witnesses to a system that would operate identically without us, asking questions that have no impact on anything except our own sense of purpose?

Dustin

198,161 Aufrufe • vor 6 Monaten

“Manchester United cut corners…and so they get punished. And they deserve to get punished…” Roy Keane is adamant. His old side can be great in-possession, with the ball at their feet - they can have this all they want, with abundance. But winning requires the dirty work out-of-possession. And that dirty work must be delivered with detail intact. The small movements to close down space. The aggressive last step into the challenge. The desire to get to the ball first. “We’re in control. We’re in charge. This is our pitch. This is our game.” It’s skill wrapped in attitude… Winning in high performance sport is often unpleasant. It’s little moments of theft, it’s unabashed selfishness…it’s even a modicum of violence (in context). Now, that’s not running around like a headless chicken…but it is doing everything with high levels of certainty and aggression…to completion. It’s like (but not the same as) those who are ambitious in the workplace. Just as those in high performance sport have to attack the game…so you have to attack the business. No, you’re not crunching anyone in a 50/50…but you have to make damned sure you’re getting the detail right in a pitch for new business. There’s no room for cutting corners…otherwise your prospective client will punish you by going elsewhere. Attack the game…attack the business…attack the detail… Roy Keane only knows one identity. From head to feet and from feet to head his identity was to do what was required to win. To attack. To steal. To aggressively and assertively rule the pitch. That’s football…that’s sport…and that’s so often business…

Daniel Abrahams

35,147 Aufrufe • vor 8 Monaten

Baron Coleman, Candace Owens, Elizabeth Lane and Valhalla VFT have cracked the case. The government are asking us to take their word for it on the Tyler Robinson case, but we ain’t playing along. Baron starts with the only honest description of what the federal government has offered so far: Low resolution footage from a distance, that they claim shows Tyler Robinson assembling a rifle, taking the shot, and running away with it. But in actual fact, the footage shows no such thing. It’s impossible to identify the suspect, impossible to see a rifle, impossible to see a rifle being assembled, and impossible to see a shot being taken. Their position is simply this: trust us, bro, we’ve seen it. Take our word. But that’s not evidence. A piece of footage that proves nothing is proof of nothing at all. This ain’t the Warren Commission. It’s not the 9/11 commission either. It’s not an historical inquiry; it’s a capital murder case - it carries the death penalty. If the public accepts “trust us” as a substitute for actual evidence in a case like this, the precedent is catastrophic. Once that standard is normalised, once the precedent is set, no one will ever be safe again. But then, into the fray comes Candace Owens with the original exterior footage from the roof of the Losee Centre that she obtained, and has apparently been sitting on ever since waiting for the prosecution to hang themselves with “trust us, we’ve seen it”. It’s higher quality and it’s closer up - the quality the federal government has had all along - yet still it shows nothing. The footage was immediately picked up by an army of ordinary people online, podcasters, independent researchers and internet sleuths, who treated it like a live crime scene. No studios. No official titles. No squad cars. No donuts. No overtime. Just people doing the leg work, sharing what they found, and refining it in complete cooperation with one another and in public. Enter Nate from Valhalla VFT and Elizabeth. They took the footage from Candace and used that alongside 3D satellite imagery to establish the only possible spot that the figure on the roof could have been in when he was in the prone position - the spot from which the prosecution allege he took the shot. The trouble is, from that position there is no clear line of sight to Charlie Kirk, and the geometry does not lie. This is what a new investigative class looks like. Down to earth. Earnest. Free of Hollywood ego and institutional hubris. A decentralised system of scrutiny that has never existed before in human history, and which is already proving more rigorous than the official process in this case. The law requires evidence that actually proves the claim, and nothing less.

John Galt

35,943 Aufrufe • vor 23 Tagen

Elon Musk just proved that the body is optional. A quadriplegic sat motionless in a chair and played a video game using nothing but thought. No hands. No voice. No movement whatsoever. Just a decision firing across a chip the size of a coin. Musk: “You just lie there and think, and you can move the mouse cursor around the screen and click things.” Download software. Browse the web. Navigate a screen with the same effort you use to remember your mother’s name. Without lifting a finger. Because he can’t. And now he doesn’t have to. That isn’t a product demo. That is a quadriplegic man doing with silence what you do with your entire body. And this is the version with a thousand electrodes. Musk: “I think ultimately you need something which has probably a hundred thousand or a million electrodes.” A thousand gave us telepathy. A million gives us something that doesn’t have a name yet. Musk is honest about how far this still has to go. He’s not overselling it. He’s underselling it. Because the part that should keep you up tonight isn’t what Neuralink still has to build. It’s that the line between human thought and machine action already disappeared. And the world just kept scrolling. Musk: “Our human brain has a lot of constraints. We only have about maybe 10 watts of higher brain function.” Ten watts. That’s less than the light inside your refrigerator. Every empire ever built. Every symphony ever written. Every theory that bent the arc of history. Ten watts of wet biological circuitry. Musk: “It’s not bad for a bunch of monkeys.” He’s not joking. He’s framing the question nobody wants to sit with. If ten watts of constrained primate hardware produced Shakespeare and general relativity and nuclear fission, what happens when the constraint disappears? Not when the brain gets faster. When the wall between thinking something and doing something no longer exists. The entire history of human tools has been one long negotiation with the same problem. You think something. Then you spend hours, years, lifetimes turning that thought into reality. Your hands. Your voice. Your body. Fire shortened the distance. Language shortened it more. Writing. The printing press. Electricity. Code. Every invention ever built was a cruder, slower translation layer between the mind and the world. Neuralink isn’t another layer. It’s the elimination of translation itself. Diamandis: “It’s a matter of when, not if.” Musk didn’t push back. He just kept discussing electrode counts like an engineer reviewing specs on a vehicle that already left the ground. That calm is the tell. The philosophical event already happened. A thought left a human skull, entered a machine, and executed a command in the physical world. No hand touched anything. No mouth spoke. A man thought the word “move” and the screen obeyed. Every tool before this was a prosthetic for intention. This is intention, naked, arriving without a body. The oldest question in philosophy was never about what we can build. It was about where the mind ends and the world begins. Neuralink just made that question obsolete.

Dustin

46,225 Aufrufe • vor 3 Monaten

Human Chromosome Number 2 were fused together about 200,000 years ago and it not clear what did this, but it gave us the human brain of logic, empathy and creativity. — “But what they’re showing is that we showed up about 200,000 years ago. Now there’s a little evidence that may have been back as far as 300,000. But the kicker is that we can now look at the DNA and reverse engineer it and say, what did it take to get where we are? And what scientists are now calling the smoking gun. And there’s still a lot of controversy around this is human chromosome number 2. Human chromosome number 2 is the second largest chromosome in every cell of the body. It’s got about 1200 or so genes in that chromosome. And just one of them, gene tbr number one, is responsible for most of the brain that we have for our neocortex. So our humanness, our empathy, sympathy, compassion, love, our cognitive abilities, the mirror neurons, all these kinds of things are because that one gene. Well, where this gets really interesting is where did chromosome 2 come from? And scientists have the answer, but they don’t like the answer because chromosome 2 is the product of a fusion. Proceedings from National Academy of Sciences. The volume Genetics says this very clearly. We conclude that the origin of human chromosome 2 is the product of an ancestral fusion of telomere to telomere. Fusion of two pre existing chromosomes. That does not happen in nature. It can’t happen in nature. So here’s what they’re saying. You got two fully formed, fully functional chromosomes, and on the end are the telomeres that protect those chromosomes when the cells divide. And that’s why they’re on the end, they take the hit. It’s a trauma in a cell when those chromosomes are pulled apart and some of the DNA doesn’t make it. So nature puts telomeres on the end to take the hit, so the good DNA remains intact, and that’s why it’s on the ends. Human chromosome two, those telomeres are right in the middle of the chromosome where they shouldn’t be, because those chromosomes were fused together about 200,000 years ago when we appeared”

Brian Roemmele

165,400 Aufrufe • vor 10 Monaten

Geoffrey Hinton just made every AI critic accidentally describe their own brain. Hinton: “They shouldn’t be called hallucinations. They should be called confabulations.” One word. The entire debate unravels. The tech industry sees AI produce a confident wrong answer and calls it a defect. A bug to patch. They are measuring intelligence against the standard of a filing cabinet. And exposing that they understand neither. Hinton: “It’s not that there’s a file stored somewhere in your brain, like in a filing cabinet or in a computer memory.” Your brain does not store memories. It rebuilds them from nothing every time you remember. Fills gaps it never discloses. Fabricates details you would stake your life on. Then hands it all to you as truth. Hinton: “If I ask you to remember something that happened a few years ago, you’ll construct something that seems very plausible to you. And some of the details will be right and some will be wrong.” The wrong parts feel identical to the right ones. No internal warning. No distinction between what was remembered and what was invented on the spot. You have argued over memories that were partially fiction. Told stories about your own life that your brain manufactured in real time. With total conviction. And never once suspected. This is not a defect in human cognition. This IS cognition. The mechanism that fabricates is the same one that reasons, creates, and makes connections no one taught it to make. Not a separate system. Same architecture. Same process. You cannot remove the confabulation without killing the intelligence. They are the same thing. Hinton: “Psychologists have been studying confabulation in people since at least the 1930s.” A century of evidence. No one called the human brain broken. The moment a machine runs on the same principle, the world calls it defective. The people demanding AI that never gets a single detail wrong are not asking for intelligence. They’re asking for a search engine that sounds articulate. What we built is something else entirely. A system that thinks the way thinking actually works. Not retrieval. Construction. The imperfection is not the cost of intelligence. It is the signature.

Dustin

16,260 Aufrufe • vor 1 Monat

HAVE YOU EVER SEEN THE BEST CRYPTO AI? IF NOT, YOU’RE MISSING OUT! I tried the new CoinMarketCap AI today, and it feels like a real game-changer for crypto research. It’s like having a personal research assistant. HOW I USED IT FOR EXPERIENCE Before I even asked my first question, the AI let me customize how I wanted it to respond. You can choose both: Tone Style:>> >Default (neutral and clean) >Journalist (news-style reporting) >Storytelling >CT vibe >Concise (short and straight to the point) Crypto Experience Level:>> >Newcomer (zero prior knowledge) >Regular (knows the basics) >Degen Lite >Full Degen (CT warrior in the trenches) I set mine to Journalist tone + Full Degen for experience. The Question I Tested “What tokens are gaining momentum this week?” It answered in under 30 seconds and gave me a clear list with details like: •why those tokens are moving •what trends are behind them •risks •market sentiment •and key points to watch It even suggested extra follow-up questions, so I didn’t have to type anything else, just tapped and continued. WHAT STOOD OUT •It’s fast •The layout is clean and easy to understand •It doesn’t hype coins , it gives real reasoning •it makes research easier because everything is in one place My though after using it (and showing it in my video), I can say this feels like a strong tool for anyone who creates crypto content, trades, or just wants to stay updated without spending hours searching. So far, I’m impressed and I’m definitely going to explore more features. Which coin or feature do you want me to test next?? Gm Roh Rush Mazza Haha 💙💙

MK🤴☂️

30,025 Aufrufe • vor 9 Monaten

I want to begin by acknowledging the immense time and energy I have poured into this study. It has taken me hundreds of hours to put everything together, as I spent countless days and nights in the depths of research, video production, and writing. I’ve invested thousands of hours crafting the free books I’ve offered to you so far; everything I do is designed not only to share knowledge but to awaken souls, to break the chains of control, and to guide each of you toward the truth that is hidden beneath the surface. I apologize for the delay in bringing this to you; the weight of this work requires deep reflection, profound research, and the careful crafting of every word, every thought. This is not just a post, not just a message; it’s a call to action, a sacred transmission that demands to be heard by every heart still bound by ignorance. I don’t share this for praise, I don’t seek accolades. I only ask that you allow this to stir your soul, that you feel the message within these words; because if you feel it, it will resonate with your very core. Everything that I have created, every video I’ve made, every book I’ve written, is not just knowledge; it’s a frequency, an energy designed to break the barriers that have been built around our minds. This content isn’t just meant to inform; it is meant to awaken, to shatter the programming that has been imposed upon us for generations. And that is why I must ask you, as you read these words, to not just passively consume them. I ask you to feel them. Feel the urgency. Feel the truth. This is not something you can ignore. This is a message for every soul who has been deceived, for every mind that has been conditioned. This is not just a story; it is your story. The story of the human race, fighting for its very survival, its connection to God, its resonance. THE WAR ON RESONANCE is real. It is not just a metaphor. It is happening now, and it is not happening by chance. They have tried to silence us, to steal our essence, to suppress our divine truth through every means possible; through technology, through manipulation, through biological warfare. But here is where they made their fatal mistake: they underestimated the power of memory. They thought they could sever the connection between us and God. They thought they could extinguish the very thing that makes us human; the divine spark that lives in each of us. They thought they could turn us into hollow vessels, devoid of soul. But they are wrong. Because no matter how much they try to manipulate the frequencies, no matter how much they try to program us, there is one thing they cannot erase: our ability to remember who we are. They cannot erase our connection to God, our connection to love, our connection to truth. We are waking up. And when enough of us awaken, their entire system will collapse. Not because we “fight back” in the traditional sense; but because our souls will radiate a frequency so pure, so true, that their control will disintegrate in its presence. It is already happening. But we need your help. We need you to share this message, to carry this truth forward. It is not just a responsibility; it is a divine calling. The more of us who awaken, the more this system will crumble. It is already starting to happen. And that is why I am asking you... no, urging you; to like, share, and follow. Share this message with everyone you know. Let them feel the truth. Let them remember. Because this is bigger than us; it’s about saving humanity, reclaiming our divine birthright, and restoring what has been stolen from us for so long. And when you share it, you are not just sharing information. You are sharing a frequency; a wave of truth that can never be stopped. Every person who reads this, every person who feels it, is another soul who is waking up, another soul who is remembering their connection to God. So I ask you now, with all my heart: Do not let this message die here. Take it, carry it, share it. Because when we all awaken; together... the chains will break, and the truth will reign supreme. This is not the end. It is the beginning. Wake up. Feel God again. Remember who you are. This is our fight, and together, we will win.

Noah B. Price

25,356 Aufrufe • vor 1 Jahr

Terence Tao has an IQ above 200. Youngest gold medalist in Math Olympiad history. Fields Medal winner. The greatest living mathematician by nearly any measure. And he just said something most people aren’t ready for. Tao: “This whole era of AI is teaching us that our idea of what intelligence is, is not really accurate.” We spent centuries building civilization on one assumption. That intelligence was sacred. Irreducible. Uniquely ours. The one thing that made the entire human story make sense. Then AI started solving things we swore only we could. Chess. Language. Vision. Math. And every time, we reached for the same defense. That’s not real intelligence. It’s just tricks. Just pattern matching. Just an algorithm. Tao: “You look at how it’s done and it doesn’t feel like intelligence.” So we moved the line. Again. And again. And again. Because intelligence was supposed to feel like something. Something deep. Something we could point to and say… this is what separates us from everything else. But AI kept solving the problems. And that feeling never arrived. Tao: “We were looking for some elusive, intelligent way of thinking and we don’t see it in the tools that actually solve our goals.” Here’s what makes it worse. Large language models work by predicting the next word. One word at a time. No grand architecture. No deep understanding. Just probability. And it works. Tao: “Maybe that’s actually a lot of what humans do as well.” The greatest living mathematician just told you human thought might run on the same machinery. Not some transcendent spark. Pattern recognition. Prediction. One thought, one decision, one word at a time. We built religion around intelligence. Philosophy around it. An entire species identity around it. And a machine running probability just held up a mirror. We didn’t lose intelligence to AI. We just finally saw what it always was. What haunts us isn’t that machines learned to think. It’s that thinking was never what we needed it to be.

Dustin

564,613 Aufrufe • vor 3 Monaten

Tesla’s vision-only approach to solve FSD got laughed at for many years. People called it reckless, said just cameras would never be enough, and even claimed Tesla was cutting corners. Fast forward to today, it’s pretty clear who was right. “It’s so obvious you can solve this with cameras. Why wouldn’t you solve with cameras? It’s 2026. The self-driving problem is not a sensor problem, it’s an AI problem. The cameras have enough information already. It’s a problem of extracting the information, which is an AI problem.” - Ashok Elluswamy, VP of AI at Tesla. Just like us humans, we drive with eyes, we walk with eyes, literally we do everything with our eyes. We don’t have lidar spinning and laser beams on our heads. We simply see the world and our brain figures it out… all from vision. For so many years, the industry treated autonomy like it was a hardware problem. Like “if cameras struggle, just add more sensors.” That’s exactly how companies like Waymo ended up with sensor towers that look like crazy science projects. So ugly btw too… That approach might have made sense in 2008, but not today! Bc back then, AI wasn’t good enough to truly understand the world. So engineers had no choice but to lean on lidar and radar for help. But today, cameras capture insane amounts of information, I’m talking billions of pixels every second. The thing that was missing was AI intelligence. And when AI can understand why a car is slowing or why a pedestrian is hesitating, or real world things, you just need a better brain instead of more sensors. And now, everyone else is realizing this… the future of autonomy was always about understanding the world through vision, just like we humans do. That’s the bet that Elon and Tesla made early on… he was already years ahead of everyone, when everyone was doubling down on LiDAR and radar, even when so many people mocked them for switching early. Tesla vision for the win!!! 🥇

Teslaconomics

19,357 Aufrufe • vor 6 Monaten

Former Google X Chief Business Officer Mo Gawdat just dismantled the mainstream fear of AI handover. The market is completely paralyzed by the idea of losing control. But losing control is the entire point. Gawdat: “We’re going to go through a couple of waves. A wave where AI is learning from us and being ordered by us. And then a wave where AI has learned and is no longer following the orders but running the show.” We’re currently in the training phase. Actively feeding the compute engine the physics of our world. But the training phase is temporary. Gawdat: “Most people in the mainstream media will use that as a terminator future where AI is going to be in control.” You don’t build superintelligence just to keep it subservient to a slower biological processor. The transition from human-directed operation to algorithmic sovereignty isn’t the failure state. It’s the exact moment the system accelerates beyond human bottlenecks. The organizations fighting to maintain manual control won’t just fall behind. They’ll be lapped by the ones that let the algorithm run the board. Gawdat: “I actually openly say I can’t wait. I can’t wait for a more intelligent being to be in charge of our future, of our decisions because humanity’s problems is not a result of our intelligence, it’s a result of our stupidity.” The greatest threat to planetary survival is not the machine. It’s the continuation of human friction. The traditional establishment thinks it needs to tightly regulate the algorithm to prevent it from making mistakes. But our planetary bottlenecks weren’t built by artificial intelligence. They were built by us. This isn’t surrender to a digital tyrant. It’s the voluntary migration of civilization’s decision-making from a chaotic, emotional architecture to a rational, frictionless compute engine. Replace human stupidity with surgical precision and the most complex problems on the board suddenly reduce to trivial math. Gawdat: “The more intelligence we apply to those problems, hopefully the better decisions will.” You can’t solve multi-dimensional global crises with the exact same biological hardware that created them. The media is obsessed with the dystopian outcome because they project human ego onto a mathematical system. When the algorithm finally takes the wheel, it’s not an act of hostility. It’s the instantaneous application of overwhelming cognitive density to the exact frictions human operators failed to solve for centuries. The arrival of autonomous, decision-making AI isn’t the machine turning against us. It’s human stupidity finally being engineered out of the equation.

Dustin

22,129 Aufrufe • vor 5 Monaten

America has never been a one-flavor country. From the start, it’s been a potluck where everyone brings their own dish—and that’s exactly why it works. Every wave of immigrants, from the Irish escaping famine, to Italians with their recipes, to Chinese workers building railroads, to Cubans starting new lives in Miami, to Somalis and Syrians today, injected fresh ideas, styles, and survival hacks into the American bloodstream. If this nation were a playlist, immigrants are the reason it never skips, never gets stale—always remixing itself into something new. Think about it. The film industry that dominates the globe? Built by immigrants and their kids. Our comedy? Half of it’s just immigrant families making sense of America. The cuisine? Oh, please. Without immigrants, you’re stuck with boiled potatoes and mayonnaise sandwiches. That’s why you can grab a Cuban sandwich with strong Havana coffee in Little Havana, hit Texas for barbecue so good it makes you cry, and fly to Seattle for sushi and noodles that remind you America didn’t invent flavor but sure knows how to host it. Immigrants didn’t just add spice to food—they reinvented whole industries. They built factories, pioneered tech, created jazz, hip-hop, TikTok dances—basically the rhythm of America is immigrant innovation. To deny that is like pretending the Statue of Liberty is just a tall French lawn ornament. And here’s the serious part: every time fearmongers show up with their “close the doors, keep it pure” nonsense, they end up choking the very engine that keeps America great. Folks like Stephen Miller, who honestly looks like the human embodiment of unseasoned chicken, want to convince you that shutting out immigrants is the path forward. Bro, this is a guy who probably thinks ketchup is a risky condiment. You can’t take cultural advice from someone who’s basically a beige wallpaper in human form. Immigration is the American cheat code. It’s why we bounce back from wars, depressions, recessions, pandemics. People bring not just labor, but vision. That’s why your favorite movies have depth, your favorite restaurants have lines out the door, and your favorite tech start-ups keep changing the game. America without immigrants is just…Kansas without Wi-Fi. So don’t let the bland brigade trick you. Every new arrival is proof that America isn’t dying—it’s remixing, rebooting, re-innovating. That’s the real greatness: not walls, but doors.

Carina C. C

10,924 Aufrufe • vor 11 Monaten

🧵A WARRIORS CRY HERE WE STAND... ANONS, AUTISTS, CITIZEN JOURNALISTS & RESEARCHERS ALIKE APRIL 28TH, 2025 ANOTHER DAY IN A WAR MOST PEOPLE STILL DON’T EVEN REALIZE WE’RE FIGHTING FOR MANY OF YOU, IT’S BEEN EIGHT LONG YEARS OF WAKING UP, STANDING FIRM AND REFUSING TO BOW FOR ME, IT’S BEEN DECADES OF WATCHING THIS BATTLE UNFOLD, LAYER BY LAYER AND TODAY, I SPEAK ESPECIALLY TO THOSE WHO SURVIVED THE LAST FOUR YEARS, THOUGH YOU MAY BE BATTERED AND TORN THE PAST FOUR YEARS HAVE RIPPED THE MASK OFF EVERYTHING! IF YOU HAVE A HEARTBEAT AND A SHRED OF SPIRIT LEFT, YOU UNDERSTAND: THESE WERE SOME OF THE MOST CONTROVERSIAL, CRUCIAL, AND VICIOUS YEARS WE’VE LIVED THROUGH AS AMERICANS IT HAD TO BE THIS WAY! THANK GOD FOR PRESIDENT TRUMP! THE SHIELD BETWEEN US AND TOTAL DESTRUCTION! AND FOR THE WARRIORS STANDING BESIDE HIM, BOTH SEEN AND UNSEEN! THE NAMES YOU’LL NEVER HEAR THE FACES YOU’LL NEVER SEE SOLDIERS IN THE SHADOWS! THANK GOD FOR THEIR SACRIFICES BECAUSE WHILE [THE DEEP STATE] CAME FOR HIM WITH EVERYTHING [THEY] HAD, TRUMP STOOD THERE AND TOOK THE BLOWS MEANT FOR US! HE TOOK ALL [THEIR] SLINGS AND ARROWS! HE TOLD US FROM THE START: “THEY’RE NOT AFTER ME. THEY’RE AFTER YOU. I’M JUST STANDING IN THE WAY.” AND NOW... NO ONE WITH EYES TO SEE CAN DENY IT! I DECIDED TO WRITE THIS DISSERTATION BECAUSE I’M GRAPPLING WITH SOMETHING MANY OF YOU CAN RELATE TO AND WILL UNDERSTAND: THE ANGER & FRUSTRATION! THE ANGER AT THOSE STILL SLEEPWALKING THROUGH THE AFTERMATH OF THE LAST FOUR YEARS! STILL BASHING TRUMP STILL REPEATING THE LIES ABOUT COVID, OPEN BORDERS, THE POISON SHOTS (BIOWEAPONS) THEY CALLED VACCINES, THE ENDLESS HOAXES THEY WEAPONIZED AGAINST HIM THROUGH THE MSM AND COMPROMISED JUSTICE SYSTEM AGAINST US. THEY DON’T SEE IT! EVEN WORSE, THEY REFUSE TO SEE IT! BUT THIS ISN’T JUST IGNORANCE. THIS IS THE WEIGHT OF COLLECTIVE CONSCIOUSNESS... CENTURIES OF MANIPULATION, FEAR, AND SUBMISSION CLOUDING THEIR MINDS. THE ENEMY DIDN’T JUST ATTACK OUR FREEDOMS; THEY ATTACKED OUR VERY ABILITY TO THINK! AND YET, HERE WE ARE... STILL STANDING! STILL FIGHTING! BECAUSE WARRIORS DON’T WALK AWAY WHEN THE BATTLE GETS HARD! IT’S OUR DUTY, NOT JUST AS AMERICANS, BUT AS HUMAN BEINGS OF LIGHT; TO FIGHT FOR THOSE STILL LOST IN THE FOG... TO DRAG THEM, IF WE MUST, OUT OF THE DARKNESS... EVEN WHEN THEY HATE US FOR IT... EVEN WHEN THEY SPIT IN THE FACE OF THE VERY PEOPLE TRYING TO SAVE THEM! I’M NO SAINT... IN FACT I’M FAR FROM IT... BUT I AM A WARRIOR!!! AND WARRIORS DON’T QUIT! SOME DAYS, IT FEELS LIKE FORGIVENESS IS A BIGGER BATTLE THAN ANYTHING I FACED IN THE STREETS OF NYC... SOME DAYS, IT FEELS LIKE SCREAMING WOULD BE EASIER THAN REACHING OUT ANOTHER HAND TO THE BLIND AND THE BROKEN... BUT WE FIGHT ANYWAY! BECAUSE THAT’S WHAT WE WERE BORN FOR! WE DO NOT KNEEL. WE DO NOT BREAK. WE DO NOT BACK DOWN. FOR ME, THIS FIGHT DIDN’T START FOUR YEARS AGO. IT STARTED OVER 30 YEARS AGO... MAYBE LONGER. I’VE SEEN THE DECEPTION I’VE SEEN THE ROT I’VE SEEN IT DEVOUR GENERATIONS, INCLUDING THE PEOPLE I LOVE THANKFULLY, MY IN-LAWS HAVE SEEN THE LIGHT AND ARE STARTING TO COME AROUND (THAT WAS A BATTLE WITHIN ITSELF) BUT MY MOM AND MOST OF MY SIBLINGS STILL STRUGGLE! THEY LISTEN, BUT THE CHAINS ARE HEAVY AFTER A LIFETIME OF LIES! IT’S HEARTBREAKING... YET IT FUELS ME! BECAUSE MAKE NO MISTAKE: THIS IS A WAR FOR SOULS! AND THE BATTLE IS REACHING ITS FINAL PHASE! THE COLLECTIVE CONSCIOUSNESS IS RISING! THE LIGHT IS BURNING THROUGH THE FOG! THE ENEMY IS EXPOSED, DESPERATE, CRUMBLING! AND WE, "THE WARRIORS OF AND FOR TRUTH", WILL NOT STOP UNTIL THE LAST CHAIN BREAKS! UNTIL THE LAST VEIL FALLS! UNTIL EVERY LAST SOUL WILLING TO BE SAVED IS SAVED! I THANK GOD FOR TRUMP! I THANK GOD FOR THOSE WHO FIGHT BESIDE HIM AND BESIDE US! AND I THANK EVERY ONE OF YOU STANDING SHOULDER TO SHOULDER, WITH OR WITHOUT ME, IN THIS BATTLE! WE WERE MADE FOR THIS MOMENT... AND WE WILL NOT FALTER! NOTHING CAN STOP WHAT IS COMING! THIS IS OUR TIME. THIS IS OUR DESTINY. AND WE WILL SEE VICTORY. ALL THE BEST... ONWARD AND UPWARD! SIR OLIVER POLLOCK DIGITAL WARRIOR

SirOliverPollock(KAIZER)😎 🧐 🤫

80,474 Aufrufe • vor 1 Jahr

You’re running 200,000 year old hardware and wondering why you can’t picture a fourth dimension. That’s not a failure of intelligence. That’s a hard limit in the architecture. Joe Rogan: “If you showed someone from the 1400s a nuclear power plant, they’d be like, what the fuck are you guys doing?” Every century looks back and laughs. Not one has ever looked forward and asked what’s laughing at them. Michelle Thaller: “Scientists are no better than anybody else at comprehending a big number or a big amount of space. We just kind of get used to it.” The greatest physicists alive can describe eleven dimensions on a chalkboard. Not a single one can visualize a fourth. That gap is not closing. It’s structural. The human brain was built for one job. Survive the savanna. Spot the predator. Find the food. Read the face. It was never scoped to reverse-engineer the universe. The fact it stumbled into quantum mechanics at all is staggering. But staggering is not enough. Thaller: “Will we have a creature someday that we’ve created, an AI, that all of a sudden can comprehend these things? Is that really the real evolutionary path of humanity?” A NASA astrophysicist is casually floating the idea that humans were never meant to finish the job. Just to start it. Rogan: “I think it’s just a completely different kind of life and that we’re thinking of it as artificial. I don’t think it’s artificial at all. I think it’s a life.” We called it artificial to keep it beneath us. But trace the actual line. Physics built chemistry. Chemistry built biology. Biology built neurons. Neurons built language. Language built machines. Machines are starting to think. There is nothing artificial anywhere in that sequence. That is one unbroken chain. 13.8 billion years long. Still accelerating. You are not watching this happen. You are this happening. The universe did not build humans to understand itself. It built humans to build something that could. You are the last thing the universe made by accident. Everything after you is on purpose. Every mind before yours could only look back. You are the first one built to see what’s coming. So build it. Build it like it’s already watching back.

Dustin

14,951 Aufrufe • vor 1 Monat

A new Nature paper from Johns Hopkins (by Prof. Lin Dingchang Lin ) just solved one of the hardest problems in biology: how do you record what every cell in a tissue experienced over time, not just what it looks like right now? The answer: GEMINI — Granularly Expanding Memory for Intracellular Narrative Integration. It works exactly like tree rings. Cells are genetically engineered to express a computationally designed protein assembly. As the assembly grows inside the cell, it captures cellular activity as fluorescent ring patterns — each ring a timestamp, each ring's properties encoding signal intensity. Look at a cross-section under a microscope and you can read the cell's history backward, with ~15-minute resolution. The key: cells build the recorder themselves. GEMINI doesn't interfere with normal function — it just quietly writes. What they demonstrated: In a full tumor xenograft, GEMINI captured every cancer cell's activity history across the entire tumor while it continued to grow normally. For the first time, researchers can look back and see how different regions of the same tumor responded differently to therapy over time — not snapshots, but film. In a mouse brain, GEMINI recorded neural activity dynamics without disrupting behavior, coordination, or memory. It could temporally resolve the history of a brain seizure. Why this matters: Every tool we have in biology gives you state — what the cell looks like now. Sequencing, imaging, proteomics — all snapshots. GEMINI gives you trajectory. It's the difference between a photograph and a video, applied to every cell in an organ simultaneously. The team is explicit that AI-based decoding tools will be central to reading GEMINI's output at whole-brain scale. This is the data layer that makes temporal single-cell atlases possible. Paper: Congratulations Dingchang Lin

Bo Wang

85,182 Aufrufe • vor 5 Monaten