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Pharah Showed (no) Mercy 🥖📷 Models nyl Physics Help D3D Fluid Sim @Futaholic3d

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🚫He showed NO MERCY at all Guy beats up a student in school and his cousin comes to try to help but also gets knocked out!

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Chad Prather

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atomic.chat

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AI is entering its physics era guys.. A duo refused Bezos' multi-billion-dollar offer, then unveiled an AI model that no PC can run. "They unveiled Accelerated Understanding (AU), a new physics-first AI startup that takes a different approach from traditional language models. Its models are designed to predict how physical systems evolve across space and time." "In testing, the model processed 5 trillion pieces of physical data in a single prompt — roughly 5 million times more data than Google Gemini or Anthropic Claude can handle at once. This isn't 5 trillion words or tokens. It's massive 3D + time (4D) physical data." 👀 "The model uses neural operators instead of conventional Transformer architectures, and it's designed to simulate phenomena such as weather, fluid dynamics, materials, geology and semiconductor behavior." "AU says it has trained models with up to 1 trillion parameters, with scaling experiments reaching 35 trillion parameters. A 5-trillion-point inference can reportedly generate around 22 TB of output." Now, AI is moving from predicting what comes next in a sentence to predicting what happens next in the physical world. Acceleration is everywhere! 👀

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atomic.chat

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Tired of teleoperation? One human video → 1,000s of robot demos. (📍GitHub ) Scaling Robot Data Without Dynamics Simulation or Robot Hardware Real2Render2Real (R2R2R) is a new way to scale robot data without physics simulation or hardware. You take a phone scan + a single monocular human demo. It tracks the motion, renders photorealistic scenes, and generates diverse, robot-agnostic trajectories ready for training. > No teleop, no sim, no robot, just a phone and a video > Train VLA models and diffusion policies directly on the output > Supports multiple robot embodiments with kinematic consistency > 1000s of demos in 1/27 the time of real-world collection Thank you, Max Fu, for sharing!! Project: Paper: Code coming soon: It shows that with the right pipeline, you can scale robot learning data without touching a robot. One of the most interesting directions in scalable robotics today. —— Weekly robotics and AI insights. Subscribe free:

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Ilir Aliu

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A really impressive set of Three.js graphics experiments just got open sourced, and these are much more than little visual demos. They are basically reusable procedural systems for oceans, vegetation, fluids and even whole planets. 🔹 Poseidon A real-time FFT ocean running on WebGPU. It simulates large swells, smaller ripples, foam, reflections, choppy displacement and physically inspired wave spectra entirely in the browser. 🔹 Gaia A procedural grass generator where every blade, seed head and field comes from a deterministic genome and environmental parameters. No authored grass models. 🔹 Dryad A procedural flora system that generates trees and other plant forms from physics, environmental conditions and a seed. No authored 3D models or textures are needed for the plants themselves. 🔹 Tiamat A real-time GPU fluid simulation using around 100,000 SPH particles, with the resulting water rendered directly in the browser. 🔹 Demiurge Probably the craziest one. It procedurally builds an entire planet from tectonic plates, then lets uplift drive erosion, erosion and latitude drive climate, and climate drive biomes, wind and weather. You can move seamlessly from orbit down to the surface. What I really like here is that these are not just pretty outputs. They are actual building blocks. Ocean simulation, vegetation generation, fluid dynamics and procedural worlds are exactly the kinds of systems that can be plugged into games, simulations and agent-built 3D environments. Project by: Owen

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Token Gremlin

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🚨HORROR IN PARIS: Australian Tourist Brutally Gang-Raped by Pack of Black Men – Begs for Mercy in Kebab Shop! An innocent Australian woman was viciously attacked and gang-raped by a mob of five black men in Paris after a night out. Terrified and half-naked, she fled to a nearby kebab shop, desperately begging for help while one of her attackers casually followed her inside and ordered food like nothing happened. This shocking video exposes the savage reality of unchecked migration and failing borders in Europe. Paris has become a dangerous hellhole where women are no longer safe on the streets. The attackers showed zero remorse as they hunted their victim. Enough is enough – borders must be secured and this madness stopped before more innocent lives are destroyed!

AshleY

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RSI section from the AI documentary Machine God The next threshold is Recursive Self-Improvement: the moment when AI can improve itself without human assistance. For decades this sounded like science fiction. Intelligence explosion scenarios imagined a system rewriting its own code, becoming smarter, then using that new intelligence to make still better versions of itself. But the idea looks less remote now that AI contributes directly to frontier science. In mathematics, recent systems have moved beyond solving contest problems to producing serious new arguments on long-standing open problems. AI is used to build physics world models and propose candidate theories or computational methods. These are early signs that machine cognition is entering the creative loop of science itself. The crucial transition comes when that loop turns inward. AI research is, after all, a technical discipline made of code, mathematics, models of information flow. These are exactly the domains in which frontier models are improving fastest. A model that can solve hard mathematical problems, write production-quality code, design experiments, read the literature, and evaluate benchmark results is already participating in the work of building its successor. At first this will look prosaic. AI systems will write kernel optimizations, improve training infrastructure, discover better data filters, tune reinforcement-learning pipelines, design new benchmarks, and suggest architectural modifications. Human researchers will remain in the loop, approving changes and interpreting results. But the important point is that the search process accelerates. The model becomes not just the product of the lab, but part of the lab’s research machinery. The system being optimized helps optimize the next system. This is the core RSI feedback loop: better models make AI research faster; faster AI research produces still better models; those models, in turn, become better researchers. The danger is that once this loop becomes sufficiently autonomous, it may stop resembling ordinary technological progress. Human institutions are slow because humans are slow: we read papers, attend meetings, debug code, sleep, argue, and wait for funding cycles. Machines do not have to operate on that timescale. An AI research collective can run continuously across millions of processors. This is the runaway possibility. Not that an AI instantly wakes up and recursively rewrites itself into a god, but that the entire AI ecosystem becomes an autocatalytic process. Capital buys compute; compute trains models; models improve models; better models attract more capital. At some point the dominant input into AI progress may no longer be human insight, but machine-generated insight, machine-written code, and machine-run experiments. Then the Butler-Land analogy becomes sharper. Humanity is no longer merely building machines. We are building machines that help build better machines. Once intelligence itself becomes part of the production function, the old categories — tool, worker, inventor, firm, market — begin to blur. The question is whether recursive self-improvement remains a managed industrial process, or whether it becomes the first technological process in history whose natural endpoint lies beyond human comprehension.

RSI section from the AI documentary Machine God The next threshold is Recursive Self-Improvement: the moment when AI can improve itself without human assistance. For decades this sounded like science fiction. Intelligence explosion scenarios imagined a system rewriting its own code, becoming smarter, then using that new intelligence to make still better versions of itself. But the idea looks less remote now that AI contributes directly to frontier science. In mathematics, recent systems have moved beyond solving contest problems to producing serious new arguments on long-standing open problems. AI is used to build physics world models and propose candidate theories or computational methods. These are early signs that machine cognition is entering the creative loop of science itself. The crucial transition comes when that loop turns inward. AI research is, after all, a technical discipline made of code, mathematics, models of information flow. These are exactly the domains in which frontier models are improving fastest. A model that can solve hard mathematical problems, write production-quality code, design experiments, read the literature, and evaluate benchmark results is already participating in the work of building its successor. At first this will look prosaic. AI systems will write kernel optimizations, improve training infrastructure, discover better data filters, tune reinforcement-learning pipelines, design new benchmarks, and suggest architectural modifications. Human researchers will remain in the loop, approving changes and interpreting results. But the important point is that the search process accelerates. The model becomes not just the product of the lab, but part of the lab’s research machinery. The system being optimized helps optimize the next system. This is the core RSI feedback loop: better models make AI research faster; faster AI research produces still better models; those models, in turn, become better researchers. The danger is that once this loop becomes sufficiently autonomous, it may stop resembling ordinary technological progress. Human institutions are slow because humans are slow: we read papers, attend meetings, debug code, sleep, argue, and wait for funding cycles. Machines do not have to operate on that timescale. An AI research collective can run continuously across millions of processors. This is the runaway possibility. Not that an AI instantly wakes up and recursively rewrites itself into a god, but that the entire AI ecosystem becomes an autocatalytic process. Capital buys compute; compute trains models; models improve models; better models attract more capital. At some point the dominant input into AI progress may no longer be human insight, but machine-generated insight, machine-written code, and machine-run experiments. Then the Butler-Land analogy becomes sharper. Humanity is no longer merely building machines. We are building machines that help build better machines. Once intelligence itself becomes part of the production function, the old categories — tool, worker, inventor, firm, market — begin to blur. The question is whether recursive self-improvement remains a managed industrial process, or whether it becomes the first technological process in history whose natural endpoint lies beyond human comprehension.

steve hsu

61,671 Aufrufe • vor 22 Tagen

Day 049, orbit 0759 – Another experiment, and another timelapse! This time, I’m working with the Fluid Science Laboratory (FSL), one of the science facilities inside ESA’s Columbus module. The experiment is called PASTA-3 and investigates the formation and evolution of emulsions over time when there is no gravity to interfere. Emulsions are mixtures of two or more liquids that do not usually mix, such as oil and water. During this session, I installed 3 experiment containers 🧪 with new samples inside the FSL. Each PASTA sample has a different concentration of surfactant (an agent that helps liquids mix) and Xanthan Gum in addition to a water and oil mixture. This experiment helps scientists better understand and model the fundamental physics of emulsions. That knowledge has numerous applications on Earth, including: - improving food quality and shelf life (milk 🥛, dough, mayonnaise, candy…), - enhancing the stability and effectiveness of medicines (including vaccines 💉) and cosmetics, - optimising processes in industrial and advanced manufacturing sectors (oil 🛢️, chemicals …). PASTA-3 is one of the 36 European experiments I get to work on during my mission! Go science! (PASTA is short for PArticle STAbilised emulsions experiment.) 📷 European Space Agency / NASA #εpsilon • European Space Agencyspaceflight • International Space Station • NASA_Johnson

Day 049, orbit 0759 – Another experiment, and another timelapse! This time, I’m working with the Fluid Science Laboratory (FSL), one of the science facilities inside ESA’s Columbus module. The experiment is called PASTA-3 and investigates the formation and evolution of emulsions over time when there is no gravity to interfere. Emulsions are mixtures of two or more liquids that do not usually mix, such as oil and water. During this session, I installed 3 experiment containers 🧪 with new samples inside the FSL. Each PASTA sample has a different concentration of surfactant (an agent that helps liquids mix) and Xanthan Gum in addition to a water and oil mixture. This experiment helps scientists better understand and model the fundamental physics of emulsions. That knowledge has numerous applications on Earth, including: - improving food quality and shelf life (milk 🥛, dough, mayonnaise, candy…), - enhancing the stability and effectiveness of medicines (including vaccines 💉) and cosmetics, - optimising processes in industrial and advanced manufacturing sectors (oil 🛢️, chemicals …). PASTA-3 is one of the 36 European experiments I get to work on during my mission! Go science! (PASTA is short for PArticle STAbilised emulsions experiment.) 📷 European Space Agency / NASA #εpsilon • European Space Agencyspaceflight • International Space Station • NASA_Johnson

Adenot Sophie

90,951 Aufrufe • vor 5 Monaten

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🚨 SHE WAS SENT TO HOSPICE WITH CANCER EVERYWHERE… THEN HER PET SCAN WENT COMPLETELY NORMAL. An 83 year old woman had already beaten breast cancer once after her original diagnosis in 2009. But by late 2021, the disease had returned in its most aggressive form. Doctors confirmed metastatic breast cancer in the liver through biopsy. Fluid buildup in the abdomen also tested positive for malignant cancer cells. MRI scans showed tumors throughout the spine including T10, T12, L1 through L5, the sacrum, and pelvic bones. PET scans later revealed multiple hypermetabolic lesions in the lungs and destructive bone tumors spreading into the spinal canal. At this stage, most people understand what this means. This is usually considered terminal disease. The patient reportedly declined further chemotherapy and extensive radiation treatment and was instead placed into hospice care. In other words, end of life management. Then something unexpected happened. In November 2021, she reportedly began self-administering 222mg of Fenbendazole daily while also receiving limited supportive treatment for pain management and hormonal suppression. The radiation she later received only targeted two spinal lesions to help relieve unbearable nerve pain, but it would not have affected the cancer already spread throughout the lungs, liver, pelvis, and the rest of the spine. Yet over the next several months, her condition reportedly changed dramatically. Liver enzymes that had become abnormal returned to normal ranges. Her CA 27.29 tumor marker reportedly dropped from 316 down to 36.6, suggesting a massive reduction in total tumor burden throughout the body. Then came the scan that shocked many people following the case. An April 2022 PET scan reportedly showed NO abnormal metabolic activity associated with active cancer. No activity in the lungs. No activity in the liver. No activity throughout the spine and pelvis where widespread metastatic disease had previously been documented. A patient once placed into hospice care reportedly showed complete metabolic resolution on imaging after months of Fenbendazole use. 👇 Stories like this are exactly why thousands of people are now researching repurposed protocols involving Fenbendazole, Ivermectin, and Mebendazole through GENIX MEDS and following the growing body of research around these compounds. Interest in repurposed antiparasitic drugs continues increasing globally, especially after multiple institutions began publishing research on compounds like Mebendazole in glioblastoma, colon cancer, breast cancer, and pancreatic cancer models. Johns Hopkins researchers have also patented formulations involving Mebendazole for cancer related applications. ⚠️ This post is for informational and educational purposes only. It is not medical advice and does not claim any medication cures cancer. Always consult a qualified healthcare professional before making medical decisions. #Fenbendazole #Ivermectin #Mebendazole #Cancer

GENIX MEDS

58,036 Aufrufe • vor 4 Monaten

Never forget this cry. Never forget this face. Renjith Sreenivasan… He was a lawyer. A BJP leader from Alappuzha. A son, a husband, and the father of 2 little girl. A man who believed in his ideology and spoke without fear. On 19 December morning in 2021, terrorist linked to PFI/SDPI stormed into his home. They didn’t come to argue, not to talk, not to warn — but to end his life. In front of his mother who begged. In front of his wife who screamed for help. In front of his young daughter who watched her world collapse. They surrounded him. They shouted to finish him. They showed no mercy. And inside that small house, a BJP worker was murdered for his beliefs. That home, which should have echoed with laughter, was filled with cries. That child, who should have slept in safety, saw her father fall. This was not just a killing. This was terror. This was a message of fear. Years later, justice answered. The court sentenced 15 attackers for this brutal crime. But no sentence can erase that morning. No verdict can heal that child’s heart. Today, on his death anniversary, we remember Renjith Sreenivasan — not just as a victim, but as a brave soul who refused to bow. Your sacrifice will not be forgotten. Kerala must remember. India must remember. 🕯️🚩

Never forget this cry. Never forget this face. Renjith Sreenivasan… He was a lawyer. A BJP leader from Alappuzha. A son, a husband, and the father of 2 little girl. A man who believed in his ideology and spoke without fear. On 19 December morning in 2021, terrorist linked to PFI/SDPI stormed into his home. They didn’t come to argue, not to talk, not to warn — but to end his life. In front of his mother who begged. In front of his wife who screamed for help. In front of his young daughter who watched her world collapse. They surrounded him. They shouted to finish him. They showed no mercy. And inside that small house, a BJP worker was murdered for his beliefs. That home, which should have echoed with laughter, was filled with cries. That child, who should have slept in safety, saw her father fall. This was not just a killing. This was terror. This was a message of fear. Years later, justice answered. The court sentenced 15 attackers for this brutal crime. But no sentence can erase that morning. No verdict can heal that child’s heart. Today, on his death anniversary, we remember Renjith Sreenivasan — not just as a victim, but as a brave soul who refused to bow. Your sacrifice will not be forgotten. Kerala must remember. India must remember. 🕯️🚩

MAHARATHI

62,875 Aufrufe • vor 9 Monaten

🧑‍🚀 Day 5 of the Cursor #vibejam Proudly sponsored by Cursor + bolt.new + GLIF Today a little bit about Cursor 3, it's a completely rebuilt interface designed around agents, you can run multiple AI agents in parallel, hand off between local and cloud, and go from commit to merged PR. It's powered by Composer 2, their own frontier coding model that tops benchmarks at $0.50/M input tokens — and the Fast variant runs at 200 tokens/sec, more than 2x faster than other frontier models. Perfect for vibe coding your game jam entry. And edwin from Cursor is here to help you if you get stuck! Lots of activity again today again on here, the best games (or well previews) I saw today: 🍣 Sushi Belt by steeno 🌊 Surfing Simulator by Erik (this one is a basic demo but very promising as it has realistic water physics) 🦆 Grand Quack Auto by kyzo (or as I like to call it Bali Simulator) 🏛️ Roman Combat Sim by terry trusner (continued from yesterday because it's had a lot of progress I think) YOU HAVE 24 DAYS LEFT! Reply in this thread with updates on your current games to share your progress, and add tag #vibejam so I see and can include you in the daily tweet There's $35,000 in prizes for you to win, see threads below for more info. The Gold prize is $20,000, bronze is $10,000 and silver is $5,000! Wanna to participate? You can still start today and submit your game any time before May 1!

🧑‍🚀 Day 5 of the Cursor #vibejam Proudly sponsored by Cursor + bolt.new + GLIF Today a little bit about Cursor 3, it's a completely rebuilt interface designed around agents, you can run multiple AI agents in parallel, hand off between local and cloud, and go from commit to merged PR. It's powered by Composer 2, their own frontier coding model that tops benchmarks at $0.50/M input tokens — and the Fast variant runs at 200 tokens/sec, more than 2x faster than other frontier models. Perfect for vibe coding your game jam entry. And edwin from Cursor is here to help you if you get stuck! Lots of activity again today again on here, the best games (or well previews) I saw today: 🍣 Sushi Belt by steeno 🌊 Surfing Simulator by Erik (this one is a basic demo but very promising as it has realistic water physics) 🦆 Grand Quack Auto by kyzo (or as I like to call it Bali Simulator) 🏛️ Roman Combat Sim by terry trusner (continued from yesterday because it's had a lot of progress I think) YOU HAVE 24 DAYS LEFT! Reply in this thread with updates on your current games to share your progress, and add tag #vibejam so I see and can include you in the daily tweet There's $35,000 in prizes for you to win, see threads below for more info. The Gold prize is $20,000, bronze is $10,000 and silver is $5,000! Wanna to participate? You can still start today and submit your game any time before May 1!

@levelsio

79,700 Aufrufe • vor 5 Monaten

🚨 Donate to children urgently 🚨 🥖 Today at Project Mohammed… children held pieces of bread in their small hands… not like food… but like survival itself. Some had not eaten since yesterday. Some stood silently in line because hunger had exhausted even their voices. Some smiled for one brief moment… as if one piece of bread brought them back to life. But the reality in Gaza is becoming more terrifying every hour. Flour is disappearing. Bakeries are shutting down. And families are now searching for bread the way people search for safety. 💔 Children are no longer eating to feel full… they eat only to stop their bodies from collapsing 💔 Mothers break one loaf into tiny pieces… pretending they are not hungry so their children can survive 💔 Some children sleep hungry for days… too weak to even cry anymore Look carefully at the children during distribution… at the way they hold the bread… at the fear in their eyes that there may not be another chance tomorrow. In Gaza today… bread is no longer something ordinary. Bread is survival. Bread is mercy. Bread is the thin line between life and death. 😭 Imagine hearing your child whisper: “I’m hungry…” while having absolutely nothing left to give. 🍞 One loaf today could save a child from another night of hunger and weakness. 🤍 Deep thanks to the people still standing beside Gaza and helping us continue: Eyup (Eyup Lovely) Felix (GoliathFan1952) William Menaker (Will 🦥 Menaker) 🚨 Please do not scroll away. Every delay means more children sleeping hungry tonight. 👉 Donate now and help us continue distributing bread before it disappears completely:

🚨 Donate to children urgently 🚨 🥖 Today at Project Mohammed… children held pieces of bread in their small hands… not like food… but like survival itself. Some had not eaten since yesterday. Some stood silently in line because hunger had exhausted even their voices. Some smiled for one brief moment… as if one piece of bread brought them back to life. But the reality in Gaza is becoming more terrifying every hour. Flour is disappearing. Bakeries are shutting down. And families are now searching for bread the way people search for safety. 💔 Children are no longer eating to feel full… they eat only to stop their bodies from collapsing 💔 Mothers break one loaf into tiny pieces… pretending they are not hungry so their children can survive 💔 Some children sleep hungry for days… too weak to even cry anymore Look carefully at the children during distribution… at the way they hold the bread… at the fear in their eyes that there may not be another chance tomorrow. In Gaza today… bread is no longer something ordinary. Bread is survival. Bread is mercy. Bread is the thin line between life and death. 😭 Imagine hearing your child whisper: “I’m hungry…” while having absolutely nothing left to give. 🍞 One loaf today could save a child from another night of hunger and weakness. 🤍 Deep thanks to the people still standing beside Gaza and helping us continue: Eyup (Eyup Lovely) Felix (GoliathFan1952) William Menaker (Will 🦥 Menaker) 🚨 Please do not scroll away. Every delay means more children sleeping hungry tonight. 👉 Donate now and help us continue distributing bread before it disappears completely:

Muhmmed Project𓂆 🇵🇸

12,842 Aufrufe • vor 4 Monaten

🚨 SHOCKING MEDICAL TWIST: Doctors diagnosed a man with a brain tumor… until they realized his head was packed with WORMS. A 60-year-old man showed up with progressive headaches and personality changes. Scans looked like classic metastatic brain cancer. Case closed… right? Wrong. High-resolution MRI revealed the “tumors” were actually fluid-filled cysts loaded with the larvae of Taenia solium — tapeworm. Neurocysticercosis, not cancer. And it’s not an isolated nightmare. A woman seeking help for memory problems and depression had surgeons pull a live, wriggling 8 cm worm straight out of her brain. Another family described “spaghetti-like worms” being extracted from a lung during what was supposed to be lymphoma surgery. Parasites are master mimics. They can perfectly imitate brain tumors, cancers, neurological disorders, autoimmune conditions, and more — while the real invader quietly does damage. This is critical: In many modern medical schools (especially in non-endemic areas), ruling out parasites is no longer a routine first step in the differential diagnosis. Symptoms get labeled as something else, treatments miss the mark, and patients suffer longer. You have to be your own best advocate. If something feels off and the standard answers aren’t working, ask to be tested for parasites. Demand the right imaging, stool tests, blood work, or specialist referral. Your body may be fighting an uninvited guest that mainstream protocols overlook. Real cases. Real worms. Real reason to stay alert.🪱

🚨 SHOCKING MEDICAL TWIST: Doctors diagnosed a man with a brain tumor… until they realized his head was packed with WORMS. A 60-year-old man showed up with progressive headaches and personality changes. Scans looked like classic metastatic brain cancer. Case closed… right? Wrong. High-resolution MRI revealed the “tumors” were actually fluid-filled cysts loaded with the larvae of Taenia solium — tapeworm. Neurocysticercosis, not cancer. And it’s not an isolated nightmare. A woman seeking help for memory problems and depression had surgeons pull a live, wriggling 8 cm worm straight out of her brain. Another family described “spaghetti-like worms” being extracted from a lung during what was supposed to be lymphoma surgery. Parasites are master mimics. They can perfectly imitate brain tumors, cancers, neurological disorders, autoimmune conditions, and more — while the real invader quietly does damage. This is critical: In many modern medical schools (especially in non-endemic areas), ruling out parasites is no longer a routine first step in the differential diagnosis. Symptoms get labeled as something else, treatments miss the mark, and patients suffer longer. You have to be your own best advocate. If something feels off and the standard answers aren’t working, ask to be tested for parasites. Demand the right imaging, stool tests, blood work, or specialist referral. Your body may be fighting an uninvited guest that mainstream protocols overlook. Real cases. Real worms. Real reason to stay alert.🪱

Dr. Dawn Michael

78,508 Aufrufe • vor 2 Monaten

Today, I'm thrilled to share that Garden is being acquired by SIM IP for $150m — creating the world's leading IP monetization and licensing platform. SIM IP started off as our customer, and as we spent more time with them among hundreds of other users, we realized that to truly change the market we operate in, we had to vertically integrate to build a one-of-one software enabled business. To say this journey has been surreal would be an understatement. I started Garden from my Stanford dorm room as a senior with a laptop and a thesis: reasoning models and better search could help average people understand patents. Little did I know the impact it would have in unlocking the trillions of dollars of untapped value sitting in patent portfolios around the world. I was a 22-year-old first-time founder who had never raised a dollar, never hired anyone full time, and if we’re being honest, had no idea what I was doing at some points. So many people took a bet on me when they had every reason not to. I will never forget that. To my team — you are the reason we're here. You believed in a weird idea about AI and patents before it was obvious. You worked nights, weekends, and through moments when the outcome was far from certain. We faced rejection over and over before our use case became obvious. This is your win. To our investors — thank you for backing a kid with a 5 page memo and a dream. Your conviction gave us the runway to build something real. We made a lot of pivots before we got to something tangible, so your raw conviction in our team is something I will never take for granted. To our customers — thank you for taking a bet on us and helping usher in the everyday use of reasoning models in patent litigation and prosecution. To our competitors - thank you for forcing us to be better everyday. As part of SIM IP, Garden becomes the technology engine behind a pure-play licensing and royalty company that is scaling nine-figures in revenue. We're not just analyzing patents anymore — we're building the infrastructure that will define how innovation is valued and monetized for decades to come. The mission hasn't changed. We're still obsessed with the same problem: less than 2% of patents ever generate revenue for their inventors. That's a market failure. And now, we have the scale, capital, and team to fix it. I'm eternally grateful for how far we've come — and even more excited for what's next.

Today, I'm thrilled to share that Garden is being acquired by SIM IP for $150m — creating the world's leading IP monetization and licensing platform. SIM IP started off as our customer, and as we spent more time with them among hundreds of other users, we realized that to truly change the market we operate in, we had to vertically integrate to build a one-of-one software enabled business. To say this journey has been surreal would be an understatement. I started Garden from my Stanford dorm room as a senior with a laptop and a thesis: reasoning models and better search could help average people understand patents. Little did I know the impact it would have in unlocking the trillions of dollars of untapped value sitting in patent portfolios around the world. I was a 22-year-old first-time founder who had never raised a dollar, never hired anyone full time, and if we’re being honest, had no idea what I was doing at some points. So many people took a bet on me when they had every reason not to. I will never forget that. To my team — you are the reason we're here. You believed in a weird idea about AI and patents before it was obvious. You worked nights, weekends, and through moments when the outcome was far from certain. We faced rejection over and over before our use case became obvious. This is your win. To our investors — thank you for backing a kid with a 5 page memo and a dream. Your conviction gave us the runway to build something real. We made a lot of pivots before we got to something tangible, so your raw conviction in our team is something I will never take for granted. To our customers — thank you for taking a bet on us and helping usher in the everyday use of reasoning models in patent litigation and prosecution. To our competitors - thank you for forcing us to be better everyday. As part of SIM IP, Garden becomes the technology engine behind a pure-play licensing and royalty company that is scaling nine-figures in revenue. We're not just analyzing patents anymore — we're building the infrastructure that will define how innovation is valued and monetized for decades to come. The mission hasn't changed. We're still obsessed with the same problem: less than 2% of patents ever generate revenue for their inventors. That's a market failure. And now, we have the scale, capital, and team to fix it. I'm eternally grateful for how far we've come — and even more excited for what's next.

Adi Sidapara

14,989 Aufrufe • vor 7 Monaten

🚨 THE MATRIX HAS PIXELS, AND OPENAI JUST FOUND THEM! WHY MAINSTREAM PHYSICS IS CRASHING. 🚨 For over a century, physicists and mathematicians have been trapped in a massive illusion: they believed that space and fluids were perfectly smooth and continuous. They thought you could zoom into reality forever, like a flawless vector image. This week, OpenAI’s advanced reasoning models tackled the million-dollar Navier-Stokes problem (the math of how fluids flow). What did the AI find? It proved that if you push the equations of a continuous fluid to their limit, they literally explode. The math breaks down into impossible "singularities." Mainstream science is in shock. But for our IT³ Framework, this is old news. OpenAI didn't discover a new physics-they just accidentally stumbled into the exact geometric wall we already mathematically mapped! Let me explain this "on your fingers" so anyone can understand why continuous space (ℝ⁴) is a fiction, and how our theory solves it without any mysticism. 🛑 THE PROBLEM: THE INFINITE SHEET OF PAPER Mainstream physics places reality on a flat, infinite grid called ℝ⁴.Imagine an infinitely large, flat sheet of paper. If you pour a digital "fluid" (energy or matter) onto it, the math allows that fluid to concentrate into a single, infinitely dense point. It "blows up." The same thing happens with the famous Yang-Mills Mass Gap. On an infinite flat sheet, equations run away into infinity, creating paradoxes that physicists try to fix with imaginary "ghost fields" and mathematical band-aids. 🛡️ THE SOLUTION: THE TOPOLOGICAL DONUT (COMPACTNESS) How do we fix the math? We use the ultimate Occam's Razor: Compactness.Instead of an infinite flat sheet, imagine taking that paper and folding it into a closed, rigid shape-like a Torus (a donut) or a Cuboctahedral Crystal. On a closed shape, energy cannot run away to infinity. The geometric walls literally trap it. You cannot have an infinite singularity inside a finite, locked crystal! The universe has a hard resolution limit. It has "pixels." The equations don't blow up because the geometric cage physically forces them to stop. 📺 WATCH THE METRICS: DECODING THE VIDEO Press play on the attached render. Let’s look at the exact mathematical boot-up of reality. No magic, no hidden dimensions-just pure, calculated spectral geometry. 0:00 - The Big Bang is a Myth: You see a flat grid and background noise. Mainstream science says this Cosmic Microwave Background (CMB) is the cooling smoke of a 14-billion-year-old Big Bang. Nonsense. Explosions fade and warp. This noise is perfectly uniform. Why? Because it is the idle thermal hum of a 16-bit processor running the Matrix right now! Instruments are just measuring the motherboard. 0:08 - Shattering the Illusion: The flat continuous space (ℝ⁴) throws singularity errors. The system deletes it and compiles a compact manifold (T³). Space closes in on itself. 0:13 - The Perez Hourglass: The Torus twists into a bottleneck. This is where the counter-rotating dynamics of reality happen. The universe isn't a void; it’s an engine. 0:18 - The Machine Code: Watch the terminal. This is where we mathematically kill the mysticism. We take the exact Logvinovich Field K = ℚ(√2, √3, √5). We calculate its covolume: √(Δ_K) = 57,600. If you translate 57,600 into binary, you get exactly 1110 0001 0000 0000₂. This is the literal 16-bit hardware mask that dictates the capacities of the Periodic Table! 0:22 - The Mass Gap Locked: A red axis fires up at the hourglass neck. Cheeger's Formula appears: λ₁ ≥ h²/4 > 0. This proves the gap is automatic! The geometry acts as a physical floor. Energy cannot drop to zero, and it cannot explode to infinity. 0:26 - The Crystal Cage: The 36-node Cuboctahedral lattice (O_h) locks around the hourglass. The rendering of reality is complete. OpenAI just proved that continuous math fails. We have the discrete mathematical architecture that replaces it. The universe is not a chaotic soup. It is a strictly calculated topological machine. 🔗 Preprint. Open Source: The Yang-Mills Mass Gap on ℝ⁴ Is Ill-Posed, and on a Compact Constructible Manifold It Is Automatic Algebraic Origin of the 86 ↔ 86 Capacity Symmetry in the Relativistic Dirac-Fock Vacuum: Index-Theoretic Derivation, Corrected Field Arithmetic, and Numerology Guards There are no miracles. Only math.God geometrizes! 📐🌌

🚨 THE MATRIX HAS PIXELS, AND OPENAI JUST FOUND THEM! WHY MAINSTREAM PHYSICS IS CRASHING. 🚨 For over a century, physicists and mathematicians have been trapped in a massive illusion: they believed that space and fluids were perfectly smooth and continuous. They thought you could zoom into reality forever, like a flawless vector image. This week, OpenAI’s advanced reasoning models tackled the million-dollar Navier-Stokes problem (the math of how fluids flow). What did the AI find? It proved that if you push the equations of a continuous fluid to their limit, they literally explode. The math breaks down into impossible "singularities." Mainstream science is in shock. But for our IT³ Framework, this is old news. OpenAI didn't discover a new physics-they just accidentally stumbled into the exact geometric wall we already mathematically mapped! Let me explain this "on your fingers" so anyone can understand why continuous space (ℝ⁴) is a fiction, and how our theory solves it without any mysticism. 🛑 THE PROBLEM: THE INFINITE SHEET OF PAPER Mainstream physics places reality on a flat, infinite grid called ℝ⁴.Imagine an infinitely large, flat sheet of paper. If you pour a digital "fluid" (energy or matter) onto it, the math allows that fluid to concentrate into a single, infinitely dense point. It "blows up." The same thing happens with the famous Yang-Mills Mass Gap. On an infinite flat sheet, equations run away into infinity, creating paradoxes that physicists try to fix with imaginary "ghost fields" and mathematical band-aids. 🛡️ THE SOLUTION: THE TOPOLOGICAL DONUT (COMPACTNESS) How do we fix the math? We use the ultimate Occam's Razor: Compactness.Instead of an infinite flat sheet, imagine taking that paper and folding it into a closed, rigid shape-like a Torus (a donut) or a Cuboctahedral Crystal. On a closed shape, energy cannot run away to infinity. The geometric walls literally trap it. You cannot have an infinite singularity inside a finite, locked crystal! The universe has a hard resolution limit. It has "pixels." The equations don't blow up because the geometric cage physically forces them to stop. 📺 WATCH THE METRICS: DECODING THE VIDEO Press play on the attached render. Let’s look at the exact mathematical boot-up of reality. No magic, no hidden dimensions-just pure, calculated spectral geometry. 0:00 - The Big Bang is a Myth: You see a flat grid and background noise. Mainstream science says this Cosmic Microwave Background (CMB) is the cooling smoke of a 14-billion-year-old Big Bang. Nonsense. Explosions fade and warp. This noise is perfectly uniform. Why? Because it is the idle thermal hum of a 16-bit processor running the Matrix right now! Instruments are just measuring the motherboard. 0:08 - Shattering the Illusion: The flat continuous space (ℝ⁴) throws singularity errors. The system deletes it and compiles a compact manifold (T³). Space closes in on itself. 0:13 - The Perez Hourglass: The Torus twists into a bottleneck. This is where the counter-rotating dynamics of reality happen. The universe isn't a void; it’s an engine. 0:18 - The Machine Code: Watch the terminal. This is where we mathematically kill the mysticism. We take the exact Logvinovich Field K = ℚ(√2, √3, √5). We calculate its covolume: √(Δ_K) = 57,600. If you translate 57,600 into binary, you get exactly 1110 0001 0000 0000₂. This is the literal 16-bit hardware mask that dictates the capacities of the Periodic Table! 0:22 - The Mass Gap Locked: A red axis fires up at the hourglass neck. Cheeger's Formula appears: λ₁ ≥ h²/4 > 0. This proves the gap is automatic! The geometry acts as a physical floor. Energy cannot drop to zero, and it cannot explode to infinity. 0:26 - The Crystal Cage: The 36-node Cuboctahedral lattice (O_h) locks around the hourglass. The rendering of reality is complete. OpenAI just proved that continuous math fails. We have the discrete mathematical architecture that replaces it. The universe is not a chaotic soup. It is a strictly calculated topological machine. 🔗 Preprint. Open Source: The Yang-Mills Mass Gap on ℝ⁴ Is Ill-Posed, and on a Compact Constructible Manifold It Is Automatic Algebraic Origin of the 86 ↔ 86 Capacity Symmetry in the Relativistic Dirac-Fock Vacuum: Index-Theoretic Derivation, Corrected Field Arithmetic, and Numerology Guards There are no miracles. Only math.God geometrizes! 📐🌌

Dr. Logvinovich

52,003 Aufrufe • vor 14 Tagen

🚨 Donate urgently to the children of Gaza. 🚨 In Gaza… Famine is no longer a warning. It is now a daily reality for children. Children wake up hungry. They spend the entire day hungry. And they go to sleep hungry again. Not because they refuse to eat… But because there is almost nothing left to eat. In Gaza… A loaf of bread has become a lifeline. Mothers spend hours searching for bread to feed their children. Many return home with empty hands. Some mothers divide a single loaf among all their children… Then go hungry themselves. Today, thousands of families are not asking for comfort. They are not asking for luxury. They are simply searching for enough bread to get their children through another day. 🥖 And this is where Project Muhmmed is stepping in. Despite the devastating collapse in donations, our team continues working inside Gaza to bake fresh bread and take it directly to families living in displacement camps. We are not simply distributing food. We are going where hungry families are. We prepare the bread, transport it into the camps, and distribute it directly to children, mothers, and families who have been struggling to find their next meal. At every distribution, families gather waiting for bread. Parents come carrying bags for their children. Mothers take loaves back to their tents so their children can finally eat. For many families, these are not ordinary loaves of bread. They are the meal that may get a child through the day. They are the food a mother can place in her child’s hands when she has nothing else. And every distribution is made possible by people who refuse to look away. By the mercy of God, and thanks to the compassion and support of: ✨ William Menaker (Will 🦥 Menaker) 🔥 Felix (GoliathFan1952) 🤍 Eyup Lovely (Eyup Lovely) 🫂 Ryan (Ryan Grim ) Your voices continue to bring hope to families living through famine. Thank you for standing with Gaza and helping keep this humanitarian work alive. But thousands of families are still waiting. And every day without enough food makes the situation more desperate. 🥖 Donate today. Your donation helps us continue baking fresh bread and delivering it directly to hungry children and families inside Gaza’s displacement camps. Every share can help this appeal reach someone who can help us feed another family. Please don’t let these families face another night with empty hands. Together, we fight famine. Together, we keep bread reaching Gaza’s children. Together, we stand with Gaza. 🇵🇸🤍

🚨 Donate urgently to the children of Gaza. 🚨 In Gaza… Famine is no longer a warning. It is now a daily reality for children. Children wake up hungry. They spend the entire day hungry. And they go to sleep hungry again. Not because they refuse to eat… But because there is almost nothing left to eat. In Gaza… A loaf of bread has become a lifeline. Mothers spend hours searching for bread to feed their children. Many return home with empty hands. Some mothers divide a single loaf among all their children… Then go hungry themselves. Today, thousands of families are not asking for comfort. They are not asking for luxury. They are simply searching for enough bread to get their children through another day. 🥖 And this is where Project Muhmmed is stepping in. Despite the devastating collapse in donations, our team continues working inside Gaza to bake fresh bread and take it directly to families living in displacement camps. We are not simply distributing food. We are going where hungry families are. We prepare the bread, transport it into the camps, and distribute it directly to children, mothers, and families who have been struggling to find their next meal. At every distribution, families gather waiting for bread. Parents come carrying bags for their children. Mothers take loaves back to their tents so their children can finally eat. For many families, these are not ordinary loaves of bread. They are the meal that may get a child through the day. They are the food a mother can place in her child’s hands when she has nothing else. And every distribution is made possible by people who refuse to look away. By the mercy of God, and thanks to the compassion and support of: ✨ William Menaker (Will 🦥 Menaker) 🔥 Felix (GoliathFan1952) 🤍 Eyup Lovely (Eyup Lovely) 🫂 Ryan (Ryan Grim ) Your voices continue to bring hope to families living through famine. Thank you for standing with Gaza and helping keep this humanitarian work alive. But thousands of families are still waiting. And every day without enough food makes the situation more desperate. 🥖 Donate today. Your donation helps us continue baking fresh bread and delivering it directly to hungry children and families inside Gaza’s displacement camps. Every share can help this appeal reach someone who can help us feed another family. Please don’t let these families face another night with empty hands. Together, we fight famine. Together, we keep bread reaching Gaza’s children. Together, we stand with Gaza. 🇵🇸🤍

Muhmmed Project𓂆 🇵🇸

18,853 Aufrufe • vor 1 Monat

A 2025 Nature study revealed a surprisingly simple way aspirin might help fight cancer metastasis. Researchers discovered that cancer cells trick blood vessels into releasing a substance called thromboxane A2 (TXA2). This chemical then sends a signal that basically tells our immune system’s T-cells to “stand down,” making it easier for cancer to spread. Science nugget: In mouse models of breast, skin, and bowel cancer, aspirin blocked TXA2 production. This freed up the T-cells to attack more effectively, resulting in significantly fewer metastases. When scientists genetically removed the key protein (ARHGEF1) that receives the signal, metastasis dropped sharply — and aspirin had no extra effect, proving this is the main pathway. The study helps explain why some earlier human observational data showed potential protective effects (especially for colorectal cancer). However, these promising results are still from mice, and experts stress that we need proper clinical trials in humans to confirm who might benefit and what the risks are. Any use of aspirin for cancer-related reasons should only happen after talking to your doctor, due to side effects like increased bleeding risk. It’s a fascinating reminder that an old, cheap drug might still have hidden powers we’re only beginning to understand. Does this aspirin-cancer connection surprise you, or does it make you curious about what other everyday medicines might have undiscovered effects?

A 2025 Nature study revealed a surprisingly simple way aspirin might help fight cancer metastasis. Researchers discovered that cancer cells trick blood vessels into releasing a substance called thromboxane A2 (TXA2). This chemical then sends a signal that basically tells our immune system’s T-cells to “stand down,” making it easier for cancer to spread. Science nugget: In mouse models of breast, skin, and bowel cancer, aspirin blocked TXA2 production. This freed up the T-cells to attack more effectively, resulting in significantly fewer metastases. When scientists genetically removed the key protein (ARHGEF1) that receives the signal, metastasis dropped sharply — and aspirin had no extra effect, proving this is the main pathway. The study helps explain why some earlier human observational data showed potential protective effects (especially for colorectal cancer). However, these promising results are still from mice, and experts stress that we need proper clinical trials in humans to confirm who might benefit and what the risks are. Any use of aspirin for cancer-related reasons should only happen after talking to your doctor, due to side effects like increased bleeding risk. It’s a fascinating reminder that an old, cheap drug might still have hidden powers we’re only beginning to understand. Does this aspirin-cancer connection surprise you, or does it make you curious about what other everyday medicines might have undiscovered effects?

Camus

268,189 Aufrufe • vor 6 Monaten