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@pc0

Finance. Geek. Dad. Large Scale Tech Strategy. Startups. Mentor. New Life Stage. Innovation. Life Long Learner. Lover Of Beauty. AI. Helper. Health Tech.

YGN, USM, SYD, SIN เข้าร่วม Mayıs 2008
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The Curious Tales
The Curious Tales@thecurioustales·
What you’re looking at is preserved nervous system that contains 86 billion neurons firing at rates up to 1,000 times per second. Each neuron connects to roughly 7,000 others through 100 trillion synaptic junctions. The bandwidth flowing through that network processes 11 million bits of sensory data every second. Your conscious awareness handles 40 bits. You experience 0.0004% of what your brain actually processes. Benjamin Libet first measured this gap in 1983 using EEG electrodes attached to volunteers’ scalps. He asked people to flex their wrist whenever they felt like it, then report the exact moment they became aware of their intention to move. The brain’s “readiness potential” began building 350 milliseconds before people reported conscious decision-making. Your unconscious mind was already executing actions while your conscious mind still thought it was choosing. Later experiments made the gap even more unsettling. In 2008, researchers at the Max Planck Institute used fMRI scanners to track brain activity while people performed simple math problems. They could predict with 60% accuracy whether someone would choose to add or subtract up to 10 seconds before the person reported making the decision. Ten seconds is longer than most conversations pause between sentences. Your brain committed to mathematical choices before you finished reading the problem. The numbers get more disturbing when you examine sensory processing. Your retina contains 126 million photoreceptors, but your optic nerve only has 1 million fibers. That means 99.2% of visual information gets filtered out before it ever reaches your brain. Of the remaining 0.8% that makes it to your visual cortex, only about 0.01% reaches conscious awareness. You see less than one ten-thousandth of the light information hitting your eyes. Neuroscientist Michael Gazzaniga spent decades studying split-brain patients whose corpus callosum had been severed to treat epilepsy. When he flashed the word “walk” only to the right hemisphere, patients would stand up and start walking. When he asked the verbal left hemisphere why they were walking, it would immediately fabricate explanations: “I wanted to get a soda” or “I thought I heard something.” The left brain had no idea why the body was moving, but it created a logical story anyway. This happens in normal brains constantly. MIT researchers found that when people make decisions under time pressure, brain scans show the decision forming in unconscious regions 200-500 milliseconds before any conscious deliberation begins. But when asked to explain their choices afterward, people consistently report careful conscious reasoning. Your narrative system reverse engineers explanations for decisions it never made. The bandwidth limitation becomes staggering when you consider reaction times. Baseball pitchers release fastballs that reach home plate in 400 milliseconds. Batters must begin their swing after just 200 milliseconds of ball flight. Conscious visual processing takes 500 milliseconds minimum. Professional hitters are swinging at unconscious predictions, not conscious observations. Duke University tracked eye movements of expert radiologists examining chest X-rays for lung cancer. The specialists fixated on cancerous nodules within 200 milliseconds of seeing each image, long before they consciously identified any abnormalities. Their unconscious pattern recognition systems had already detected the cancer while their conscious minds were still orienting to the overall image. Twenty years of medical training created unconscious diagnostic systems that operated faster than conscious thought. Your expertise lives in the 10,999,960 bits you don’t experience, not the 40 bits you think you control. Psychologist Daniel Kahneman measured this split using the “invisible gorilla” experiments. When people focus on counting basketball passes, 50% completely miss a person in a gorilla suit walking directly through the scene. The gorilla occupies 30% of the visual field for over 5 seconds. It hits every photoreceptor perfectly. Your conscious attention is so narrow that you can miss a gorilla in plain sight. The most unsettling discovery came from studies of patients with blindsight. Damage to their visual cortex leaves them consciously blind in parts of their visual field, but they can still navigate around obstacles, catch thrown objects, and identify emotional expressions in faces they report not seeing. Their unconscious visual systems work perfectly. Only their conscious awareness is broken. That preserved nervous system in the image processes more information in one second than you consciously experience in an entire day. The creature running your life never asked for your opinion about any of it. The you that you think you are is watching a highlight reel of a game that already ended.
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Curiosity@CuriosityonX

This creature lives inside of you and controls everything you do. And you are scared of ghosts...

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Mr. Pool
Mr. Pool@MrPool_QQ·
🔻 THEY HACKED THE WRONG MAN. Friday night. Iran's cyber unit breached **FBI Director Kash Patel's personal email.** They published his photos. They thought they'd humiliate him. They didn't. They triggered a protocol. ⚡ Within **6 hours** of the breach, Patel activated **CROSSFIRE RETURN** — a counter-intelligence sequence buried inside the FBI's own architecture since January 2025. The hack didn't steal secrets. It **confirmed a location.** Every digital intrusion leaves a return path. Every return path leads to a server. Every server has an owner. The owner isn't in Tehran. The owner is on **K Street, Washington D.C.** 🔺 Now connect the dots from the last 72 hours: **Thursday** — Senator Kennedy looks Patel in the eye at the Senate hearing and asks: **"Did somebody KILL him?"** The room goes silent. Patel doesn't blink. He says one word: *"Yes."* **Friday** — Reuters publishes a bombshell: **millions in trades** placed BEFORE Trump's Iran announcement. Options. Futures. Prediction markets. Someone knew. Someone always knows. The same accounts. The same clearing house. The same building on **Constitution Avenue.** **Saturday** — 8 million people flood the streets. "No Kings" they chant. But who organized it? Who funded the buses? Who printed 3 million identical signs in **48 hours?** That's not grassroots. That's a **$47 million operation.** And the money came from the same accounts Reuters just flagged. **Sunday** — You're reading this. ⟁ Here's what they don't want you to see: The hack on Patel wasn't Iranian. It was **routed through Iran** to trigger a diplomatic incident — to STOP the ground operation on **Kharg Island.** Because under Kharg Island aren't just oil reserves. There are **vaults.** And inside those vaults are the original ledgers of every transaction between **1979 and 2024** — every dollar that flowed from Washington to Tehran and back. **$9.7 trillion.** That's the number. The same number the Federal Reserve blocked Trump from auditing **two weeks ago.** Patel now has the return path from the hack. It leads to a server farm in **Northern Virginia.** The same server farm that hosted the **Epstein scheduling database** — the one with 14,000 entries that was "accidentally" deleted in 2020. It wasn't deleted. It was moved. And now they know where. **⟁ CODE: CROSSFIRE-R / NODE-KP7 / VAULT-79 / APRIL-2** The ground operation isn't about Iran. It's about what's **under** Iran. And the people who hacked Patel just showed him exactly where to look. Forward this. Before they realize what they've done.
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Farving🙆⭐️
Farving🙆⭐️@FarvingCo·
They STABBED a hole through a rat’s cornea with a surgical blade. Then dropped BPC-157 dissolved in water into its eye. 72 hours. Hole closed. Cornea clear. PMID 25912999. They crushed a rat’s spinal cord. One injection of BPC-157 ten minutes later. Motor function came back. Spasticity resolved by day 15. The effect held for a full year — from a single dose of a peptide with a half-life under 30 minutes. PMID 31266512. They gave rats enough ibuprofen to cause brain swelling, liver damage, and stomach lesions. BPC-157 in drinking water reversed all three. PMID 21295044. They severed a rat’s Achilles tendon. BPC-157 accelerated healing by upregulating growth hormone receptor expression in the tendon fibroblasts themselves. PMID 14554208. Every one of these is a different tissue. Eye. Spine. Gut. Liver. Brain. Tendon. Same peptide. Same dose range. Different response depending on what was broken. In the cornea — where new blood vessels cause blindness — it healed the wound while SUPPRESSING vessel growth. In the tendon — where blood supply is the bottleneck — it promoted it. It doesn’t have one mode. It reads the tissue and responds. BPC-157 is a pentadecapeptide isolated from human gastric juice. It’s native to your body. Stable at stomach pH. No lethal dose has been achieved in any study. All preclinical. Rat models. No human trial. That’s the indictment.
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SciTech Era
SciTech Era@SciTechera·
BIG BREAKTHROUGH: Scientists develop a fully analog memristor that computes and stores data like a real brain synapse. Researchers just built a memristor using Bismuth selenide (Bi₂Se₃) with a Gold/Bi₂Se₃/Titanium structure, where nanoscale gold filaments dynamically form and dissolve to enable continuous analog resistance tuning. The device simultaneously achieves nonvolatile memory, fully analog switching and self regulated operation without external control circuits, a combination previous memristors failed to deliver 👀 In experiments, the system powered a real-time balance control task using only ~7 µW, performing computation and memory in the same physical location with no digital processor involved. This breakthrough could enable ultra efficient in-memory computing, reduce energy consumption by orders of magnitude and accelerate the development of scalable neuromorphic hardware for edge AI and robotics.
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Rupert Lowe MP
Rupert Lowe MP@RupertLowe10·
There continues to be an immense amount of fake news circulating around Restore Britain’s principles of immigration. Here is our position. Read it, and let me know if you agree… Step one. Remove the illegal migrant population. Two million? Three million? Even more? Doesn’t matter. They will all be detained, and they will all be deported. We will of course start with the third world invaders and foreign criminals - this is a day one priority. A Restore Britain Government would launch the largest deportation scheme in British history - we have the plan, we’ve already published the most comprehensive deportation scheme ever released. 100+ pages of it. We know how to do it. Now we are seeking the power to implement it. The illegals are the priority. Foreign criminals go too, but that doesn’t even need discussing anymore. They’re out the door on the first flight home. What happens to them in their own country is not our problem. Step two. Legal migrants who can’t speak English, refuse to work, claim benefits, live in social housing, hate our way of life or even actively want to do us harm? They go too - hopefully voluntarily. If not, they will be removed. Dual nationals who want to kill us? Strip them off their British citizenship and send them back. Foreign Islamists, gone. Dual national Islamists, gone. If foreigners want to live in an Islamic country, we will make that a reality for them. This would all be twinned with drastic reductions of the number of people settling in the country, and I mean drastic. It will be in the thousands, not the hundreds of thousands. Who can come? Ultra high-skilled migrants to fill gaps, and spouses of British men and women. We would ease that process, allowing Brits to bring their husband/wives into our country without the endless bureaucracy, red tape and cost - allowing them to build a family. That is positive immigration. We will encourage it. All done alongside our Red List. If a country is proven to supply us with sex pests, rapists, criminals and illegals? We will shut off entire visa routes. We will discriminate based on the evidence. Afghanistan would be top of that list. Those Afghans who came following the data breach would be removed and relocated. All of them. The asylum system would be abolished in its entirety. ILR would be scrapped. Benefits for foreign nationals would be cancelled. Social housing currently filled with foreigners would be freed for British families. The whole immigration scam would finally end. When a visa ends, that individual will be expected to leave Britain - that principle will be enforced for the first time in decades. And here’s a mad idea. Our aim would be to train the millions of healthy Brits on benefits to do these jobs. This is just so painfully obvious. If they don’t like it, they lose their universal credit. Simple. None of this is complicated. It just takes balls. The number of people living in Britain would radically reduce - millions would go during the first five years of a Restore Britain Government. Millions. Our immigration system would put one group of people at the top of the agenda. The British people. If you want all of this - vote for it. Join Restore Britain, support Restore Britain. Put us in power, and we will get it done. I promise you that.
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Shubhvani
Shubhvani@shubhvanii·
How to fuck system.... -Buy Borrow Die- Buy rising stocks/real estate. Borrow against them taxfree. Die heirs pay zero tax on gains. -Never Sell- Hold assets forever. Live on loans, not sales. Banks fund rich guys cheap. -Layer LLCs & Trusts- Put everything in stacked entities. Lawsuits hit only outer layer. -Offshore Trusts- Set up in Cayman/Nevis/Cook Islands. Hide from creditors/taxman. Still control via trustees. -Corporate Perks- Run expenses through company. Cars, travel, phones. deduct as business. Live rich pre-tax. -Legal War- Hire top lawyers. File endless motions/delays Opponent runs out of money first and settles cheap -Donate Stock- Give appreciated shares to your foundation. Deduct full value. Skip capital gains tax. -Golden Visa- Buy residency/passport in low-tax country. Shift when taxes hurt. -Low Salary- Keep paycheck tiny. Pull cash via loans/dividends. Pay almost no income tax. -Real Estate Refinance- Own rentals. Claim depreciation. Refinance. pull tax-free cash. Repeat. -Fund Politicians- Donate to PACs/campaigns. Get rules bent your way. -Depreciation Hack- Buy buildings/gear. Claim paper losses yearly. Real value grows while taxes drop. -Entity Stacking- Layer LLCs/holding companies. Change ownership on paper before trouble.
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Tech with Mak
Tech with Mak@techNmak·
Someone is building a web browser from scratch. ❌ Not forking Chromium. ❌ Not using WebKit. ❌ Not borrowing from Gecko. From scratch. Here's why that's almost insane to attempt. Every browser you use today - Chrome, Edge, Brave, Opera, Arc, Samsung Internet, runs on Chromium. Safari runs on WebKit, which is where Chromium came from. Firefox is the only independent engine left, and its market share has been declining for a decade. The browser engine is the most complex piece of software most people have never thought about. It parses HTML, runs JavaScript, implements CSS, handles cryptography, decodes images, plays video, manages memory - all at once, for every tab, while maintaining the security boundary between your machine and the internet. Building one from zero has not been done successfully in over a decade. Ladybird is doing it anyway. 1,200+ contributors. Every layer written from scratch: > LibWeb: rendering engine > LibJS: JavaScript engine > LibWasm: WebAssembly > LibCrypto/LibTLS: cryptography > LibGfx: graphics > LibMedia: audio and video Each tab runs in its own sandboxed process. Network connections and image decoding run in separate processes entirely, so a malicious webpage can't reach the rest of your system. Pre-alpha. No releases yet. 61K+ stars watching anyway. When one engine controls the web, one company decides what the web can do. That's the problem Ladybird exists to fix.
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Shanaka Anslem Perera ⚡
In 2022, Ukraine's neon supply collapsed. The semiconductor industry panicked, then adapted. It accelerated the migration from deep ultraviolet to extreme ultraviolet lithography. EUV machines do not need neon. Problem solved. The industry congratulated itself for learning the lesson. Here is what it actually did. EUV machines generate so much heat that they require helium for cooling. TSMC's most advanced fabs consume 500,000 cubic feet of helium per year. There is no substitute. The semiconductor industry escaped the neon chokepoint by walking directly into the helium chokepoint. It traded one noble gas vulnerability for another. And the second is worse. Neon could be synthesised from air. Helium cannot be synthesised at all. Neon concentration was roughly 50 percent in Ukraine. Helium concentration is 30 to 33 percent in Qatar. Neon's end uses were narrow: excimer lasers. Helium's end uses span semiconductors, MRI machines, rocket fuel pressurisation, missile leak testing, and fibre optic manufacturing. The diversification of one noble gas deepened the concentration of another. Nobody mapped it. Nobody priced it. Nobody noticed until March 2026. Two days ago, Air Liquide rushed to open an emergency semiconductor materials factory in Taichung, Taiwan. Its Group Vice President Armelle Levieux stated publicly: "There is today a shortage of helium." Richard Brook of Garrison Ventures told the New York Times: "There is a tsunami coming, but it is still a thousand miles offshore." Approximately 200 specialised cryogenic containers sit stranded near the Strait of Hormuz. We are now at Day 28 to 30 of a 35 to 48 day boil-off window. When the helium warms past its threshold, it vents into the atmosphere. It does not wait. It does not negotiate. It escapes Earth's gravity and drifts into space. Permanently. Phil Kornbluth, the industry's most cited helium analyst for four decades, says we are looking at a minimum two to three month production shutdown and four to six months before the supply chain returns to normal. South Korea imported 64.7 percent of its helium from Qatar in 2025. Samsung's in-house recycling system, even if scaled across all lines, cuts consumption by only 18.6 percent. SK hynix claims diversified supply but has not disclosed alternative volumes. DRAM contract prices already surged 90 to 95 percent quarter on quarter, a record, before the helium constraint fully bites. The $4 trillion AI buildout runs on chips. The chips run on EUV machines. The EUV machines run on helium. The helium runs through one strait that is closed, from one gas field that is struck, processed by five manufacturers with full order books stretching to 2028. The semiconductor industry survived the 2022 neon crisis by creating the 2026 helium crisis. The lesson it learned made the next lesson worse. And the Federal Helium Reserve that might have served as strategic buffer was privatised in June 2024 for $460 million, sold to Messer Group, a German company with Chinese operations. The market has priced a temporary disruption. The physics has priced a structural shortage. One of them is wrong. Falsifier: Samsung achieves 95 percent or higher helium recycling with zero capacity loss, and Qatar restarts within six weeks. No credible source has argued either is feasible. Full analysis in The Last Molecule Standing, live on Substack now. open.substack.com/pub/shanakaans…
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Metabolic Uncle
Metabolic Uncle@MetabolicUncle·
AUTOPHAGY WITHOUT FASTING Your cells run a recycling program. Most people think fasting activates it. They skip breakfast, wait 16 hours, track their eating window, and assume the machinery starts automatically. Research published in Nature Cell Biology says otherwise. Fasting sends a signal. That signal triggers the release of specific compounds inside your cells. Those compounds execute the actual program. Without adequate levels of those compounds, the signal arrives and nothing happens. The recycling plant stays closed. One compound is called spermidine. Your body produces it naturally, but production declines with age. By your 40s, cellular spermidine levels drop by roughly half. By your 60s, they're lower still. The fasting signal keeps firing. The machinery doesn't respond. This explains why some people fast for years and see minimal results. The signal works fine. The execution mechanism is depleted. Autophagy is cellular recycling. Your cells accumulate damaged proteins, dysfunctional mitochondria, and oxidized lipids during normal metabolism. When autophagy functions properly, specialized structures called autophagosomes form around this cellular debris, fuse with lysosomes, and break everything down into reusable components. Amino acids get recycled into new proteins. Damaged mitochondria get cleared before they can trigger inflammation. Oxidized fats get processed before they accumulate. When autophagy slows or stops, cells fill with junk. Damaged mitochondria leak inflammatory signals. Misfolded proteins aggregate. Energy production drops. Inflammation rises. The aging process accelerates. Two master switches control whether autophagy happens. The first is mTOR, mechanistic target of rapamycin. When mTOR is active, your cells are in growth mode. Protein synthesis runs high. Cell division proceeds. Autophagy stays suppressed. You need mTOR active when you're young, growing, recovering from injury, or building muscle. You don't need it active 24 hours a day for decades. The second switch is AMPK, AMP-activated protein kinase. AMPK activates when cellular energy drops. When AMPK senses low energy, it suppresses mTOR and activates autophagy. Fasting activates AMPK naturally by depleting glucose and lowering insulin. But fasting isn't the only trigger. Most autophagy research focuses on these two switches. Suppress mTOR or activate AMPK, and autophagy begins. Hundreds of studies confirm this. Thousands of protocols are built around it. But August 2024 changed the framework. The Nature study showed that mTOR suppression and AMPK activation are necessary but insufficient. Even with both switches in the correct position, autophagy doesn't fully execute without adequate spermidine. Spermidine works through a completely different mechanism. It operates at the gene expression level, not the metabolic signaling level. Spermidine inhibits an enzyme called EP300. EP300 normally keeps autophagy genes in a suppressed state through acetylation. When spermidine inhibits EP300, three critical autophagy genes are released from suppression simultaneously: ATG7, ATG5, and ATG11. These genes encode the structural proteins that build autophagosomes. Spermidine also activates a translation factor called eIF5A through hypusination. Hypusinated eIF5A dramatically increases synthesis of TFEB, transcription factor EB. TFEB moves into the cell nucleus and switches on the lysosomal biogenesis program. This builds entirely new lysosomes, the organelles that fuse with autophagosomes to complete the recycling process. Most importantly, spermidine activates autophagy independent of mTOR status. This means it works even when you've just eaten, even when insulin is elevated, even when mTOR is fully active. Every other autophagy trigger requires metabolic preconditions. Spermidine bypasses them entirely. The practical implication is straightforward. If you fast without adequate spermidine, the metabolic signals fire but the genetic machinery doesn't fully respond. If you consume spermidine without fasting, autophagy activates anyway. Spermidine declines with age for a simple reason. Your gut bacteria produce it from the amino acid ornithine. Aging reduces both the diversity and metabolic activity of your gut microbiome. Bacterial spermidine production drops. Dietary intake becomes essential. The highest dietary source is aged hard cheese. Parmesan contains roughly 200 milligrams of spermidine per kilogram. Gruyere contains similar levels. The aging process concentrates spermidine as bacteria metabolize amino acids during fermentation. Longer aging produces higher spermidine content. Studies on longevity consistently show spermidine extends lifespan across multiple species. Yeast, roundworms, fruit flies, and mice all live longer with spermidine supplementation. The mechanism appears to be autophagy activation. When researchers block autophagy genes, spermidine's longevity effects disappear entirely. Human epidemiological data supports this. A 2018 study tracked dietary spermidine intake in over 800 participants for 20 years. Higher spermidine intake correlated with significantly reduced all-cause mortality. The effect remained after adjusting for other dietary factors. People eating the most spermidine-rich foods lived longer. But spermidine works best as part of a system, not in isolation. Seven other compounds activate autophagy through complementary mechanisms. Together, they create a multi-directional activation protocol that addresses every known bottleneck in the autophagy pathway. Each compound works through a different mechanism. Each targets a different bottleneck in the autophagy pathway. Together, they create a system that activates cellular recycling from multiple directions simultaneously. No single food replaces fasting entirely, but the combination addresses every known limitation in the autophagy activation sequence. All the compounds and their practical application organized into a daily protocol that maximizes autophagy activation while maintaining metabolic flexibility, appears in Part 2.
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Higgy
Higgy@higgyboson·
"Hello Emily, what's this ". "Well Miss Phillipson, despite me only being six years old I decided to do a deep dive into the Morgan McSweeney stolen phone fiasco". "OK Emily, we'll leave it there". "Anyway, I was VERY suspicious right from the start because Mr Starmer, You, Mr Reed and all the other people who came on the telly and were asked about it all gave different dates for when it went missing and......". "Stop Emily, that's enough". "....and these dates varied by nearly a year, which is mental. And then you all gave differing accounts of what actually happened on the date you individually claimed to be the day of the theft. From my perspective as a mere six year old child this all seemed to be a bit whiffy, like when my puppy does a poo on the carpet, so I....". "THATS ENOUGH ". "....so I dug a bit deeper. Mr McSweeney gave what can only be considered to be scant details of the alleged theft when he reported it to the Police. It seems he didn't even know the location of the incident despite actually being there at the time. Now, I may only be in year 2 but I'd certainly know where I was if someone came up to me in the street and stole my ice cream so....". "Emily... bloody SHUT UP". "....so I've absolutely no idea how he didn't know where he was when his phone was snatched out of his hand. And then we move on to the "lost data". Now, Miss Phillipson as you know.....". "Now listen here you little shit, I've heard enough of this bollocks. Can someone take her away please"? "I'll continue. As you know Miss Phillipson, if someone takes your phone and won't give it back, or if it's damaged or stolen you can get a new one. It happened to my Daddy at work. He dropped his phone off some scaffolding and it wouldn't work. So THE NEXT DAY he got a new one and carried on as normal. He even had all the messages on it from my Mummy telling him she thought Mr Starmer was a twat, Lammy is thick as mince, Reeves couldn't run a burger van and you couldn't be trusted as far as anyone could throw you. It was all still there". (Miss Phillipson walks off). "But Miss Phillipson, I haven't mentioned how I believe this could all jeopardise your digital ID ambitions". "Piss off Emily, I'm not interested". "Can you or Mr Starmer tell us why we should put absolutely everything about ourselves onto our mobile phone for our "convenience" if all the data completely disappears when someone steals the phone, just like it did with Mr McSweeneys phone? Don't you think that's a bit silly"? (Miss Phillipson has left the playground).
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Chidanand Tripathi
Chidanand Tripathi@thetripathi58·
🚨 Cambridge researchers just tested what happens when you overload an AI's memory with irrelevant data. They found a complete collapse of modern RAG systems. Not a minor hallucination. A total failure of the exact retrieval architecture that every enterprise AI relies on to access private data. The models simply drowned in the noise. The researchers tested standard Retrieval-Augmented Generation (RAG) and filtering models like Self-RAG. They fed them information but slowly increased the ratio of distracting, low-quality documents. Here is what they found. Current read-time filtering failed completely. When the ratio of distractors hit 8:1, the accuracy of standard RAG systems plummeted to 0%. The AI lost the ability to find the truth. It exposed a massive architectural flaw. We currently store every single document an AI reads, regardless of quality, and force the model to sort through the garbage at query time. It is highly inefficient and fundamentally broken. The biological fix. The researchers built a new system called "Write-Time Gating" modeled after the human hippocampus. Instead of saving everything, it evaluates novelty, reliability, and source reputation before the data is even stored. And then there is the finding that changes how we build AI: hierarchical archiving. When beliefs update, the system does not delete the old data. It deprioritizes it, maintaining a version history just like the human brain. The result? The write-gated system maintained 100% accuracy even at massive distractor scales, all while costing one-ninth the compute of current systems. The researchers made it clear. When you dump raw, unfiltered data into a database and expect the LLM to figure it out later, you are building a system designed to fail at scale. No reliable retrieval. No cost control. No accuracy guarantees. Nothing. Right now, companies are building massive vector databases, throwing every piece of corporate documentation into them, and assuming the AI will magically find the signal in the noise. Stop treating AI memory like a hard drive. Start treating it like a biological filter. Build the gate at the entrance, not the exit.
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OlvTools | RNA-Seq Data Analysis Software
[RNA-Seq Data Analysis Software] We have released RNA-Seq Data Analysis Software. With our software, you won't need to outsource or rely on collaborators. You can start analyzing data yourself right away, without the need for high-spec computers or knowledge of Linux commands.
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pc0@pc0·
Useful in very specific contexts but this won’t end well for our circadian rhythm.
Guri Singh@heygurisingh

🚨Space nerds are going to lose their minds. @joedhawan just open sourced a mobile app that lets you command an orbital reflector satellite to beam sunlight onto any GPS location -- straight from your phone. No ground station. No NASA credentials. No six-figure hardware budget. It's called Helios. Here's what this thing actually does: → Point your camera at any location and lock coordinates with a precision reticle overlay → Bundles your GPS data with each capture and transmits it directly to the satellite endpoint → Connects via WebSocket or HTTP to any compatible satellite control server → Runs a fully simulated demo mode so you can test without real hardware → Saves endpoint credentials locally across sessions -- zero login required → Ships with in-app docs, setup guides, FAQ, and full protocol reference Here's the wildest part: Built entirely with React Native and Expo Go. No native builds. No complex toolchains. One codebase targeting both iOS and Android. You literally point your phone at a spot on Earth, tap capture, and an orbital satellite redirects sunlight there. That sentence shouldn't be real in 2026. But here we are. 100% Open Source. No login required. (Link in the comments)

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Mehdi (e/λ)
Mehdi (e/λ)@BetterCallMedhi·
a nuclear scientist just got killed in an airstrike in Iran and honestly i need to talk about this because western media won't & i think most people don't understand what they're looking at as i've been explaining for weeks now in multiple threads, Israel through Mossad has been assassinating Iranian scientists for over a decade and i genuinely think the Fakhrizadeh case is one of the most terrifying operations in modern intelligence history this man was killed in 2020 by a remote controlled ai-powered machine gun smuggled into Iran in pieces over several months, the whole thing weighed a ton, it was mounted on a pickup truck on the side of the road and operated via satellite from a Mossad command center 1 600 km away, 15 bullets fired in under 60 seconds, the AI compensated for the satellite delay the recoil and the speed of the car in real time, that's how far they're willing to go to eliminate Iranian brainpower one by one but here's what i find fascinating, the assassinations didn't break the ecosystem because it runs too deep, so they escalated, US just bombed Iran's university of science and technology, one of the oldest and most prestigious in the country and if you've been following me you already know why this matters these are the same institutions that took Iran from 58th to 4th in the world in nanotechnology in 20y that produce the engineers who designed the Arvand rocket engine and the maneuverable reentry vehicles, that trained the physicists behind the MRBM to IRBM leap to 4 000 km on Diego Garcia, i've been writing about this scientific ecosystem for years and everything happening right now is the logical continuation of what i already laid out and i think that's the part nobody wants to say out loud, this war was never about nukes or regime change, i believe it's about dismantling the only sovereign state in the Middle East and i mean the ONLY ONE look at every other country in the region, Saudi Arabia outsources its entire defense to the Pentagon & couldn't fight a war in Yemen for 8y without American logistics and still lost, the UAE bought F-35s in exchange for normalizing with Israel, Qatar hosts the largest US air base in the region at Al Udeid, Bahrain hosts the US Fifth fleet, Kuwait, Iraq Jordan are military protectorates in everything but name none of these countries design manufacture or deploy their own weapons systems, none of them have an indigenous defense industry, their sovereignty ends where the next Lockheed Martin contract begins, if Washington calls tomorrow and says stop they stop because they literally cannot function without american hardware Iran is the ONLY country in that entire region that built everything from scratch under 40y of total embargo because NOBODY would sell them anything and that's exactly why they're the target they know the only way to stop this machine is to kill the people who build it…and when killing them one by one wasn't enough to crack an ecosystem too deep to break, they started bombing the universities directly and i'll say this as clearly as i can you don't bomb a university when you're winning a war, you bomb a university when you've realized the real threat was never the arsenal it was the intelligence behind it and you have no idea how to stop it
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Open Source Intel@Osint613

BREAKING 🔴 Reports that a nuclear scientist was killed in an airstrike in Dorud, Lorestan Province, Iran.

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Mark Thompson
Mark Thompson@METhompson72·
If you were to create list of people in the UK who really understand metal supply and demand, have built mines, know commodity economics, large scale industrial investment, project feasibility, permitting, development and finance: then it would not be a long list, but my name would be on it. For all of the people who know that electricity is the future and that hydrocarbons are dying, that we don't need diesel, or gas, or liquid fuels: Tell me where the copper is coming from. Now do silver, tin, lithium and batteries. For those of you say the future is nuclear, tell me where the uranium is coming from. Tell me what price these would be at, and when it could be delivered. Tell me how you are going to build grid resilience and more importantly grid inertia from renewables. Tell me what your plan is for windless, cloudy days in the middle of winter. Tell me what you will do to decommission and replace wind and solar every 10 to 20 years - and where you will dump all those unrecylcable turbine blades. For every GW of renewables we have to build a GW of conventional back-up, or rely on the kindness of foreigners. There is no magic metal shop. There is no new physics that makes a 100% renewables grid work. The greatest threat to humanity is not global warming, it is energy poverty.
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pc0@pc0·
Australia take note.
Imtiaz Mahmood@ImtiazMadmood

It was Christmas Eve, 1969. Deep beneath the North Sea, off the coast of Norway, drillers from an American oil company hit something extraordinary. The Ekofisk field — one of the largest offshore oil deposits ever discovered — had just been found. A small, quiet Scandinavian nation of fishermen and farmers was about to become unimaginably wealthy. What happened next is either the greatest financial decision in history, or the most boring story ever told. Depending on how you look at it. Because Norway did almost nothing. At least, that's how it looked on the surface. They didn't throw parties. They didn't build palaces. They didn't hand out checks. While oil money began pouring in, Norwegian politicians did something almost no government in history has been able to do: they resisted. They watched what happened to Nigeria. To Venezuela. To Libya. Countries that struck oil and celebrated — and then, slowly, collapsed. Corruption. Inflation. Inequality. The "resource curse," economists called it. Easy money that destroys the very fabric of a nation. Norway decided to build a wall between the oil money and themselves. In 1990, the Norwegian Parliament passed a law creating the Government Petroleum Fund — what the world now calls the Oil Fund. The rules were almost painfully simple: every krone of oil profit goes into the fund. It gets invested globally. The government can only spend a small percentage of the returns each year. The rest stays. Forever. The first deposit came in 1996. A modest amount. Almost symbolic. Then they did something even harder than creating the rule. They kept it. Year after year, election after election, crisis after crisis — politicians who promised to raid the fund lost. Politicians who protected it won. For three decades, across governments of every political stripe, one principle held: this money belongs to Norwegians who haven't been born yet. The fund bought small stakes in thousands of companies around the world. Apple. Microsoft. Amazon. Real estate in Manhattan, London, Paris, Tokyo. It didn't gamble. It didn't chase hot trends. It simply bought a piece of the global economy — and waited. The waiting paid off in ways no one predicted. Today, Norway's Oil Fund holds nearly $2 trillion in assets. For a country of just 5.6 million people, that's roughly $340,000 for every single citizen — man, woman, and child. No checks are written. The money belongs to future generations as much as the present one. Here's the part that stops people cold: more than half of that wealth didn't come from oil at all. It came from investment returns. The fund now earns more from its global portfolio than Norway makes pumping oil out of the ground. They turned a finite resource into infinite returns. And here is what Norway quietly did while the world wasn't watching: they now own approximately 1.5% of every publicly traded company on Earth. Every time a major global business makes a profit — a tiny fraction finds its way back to Norway's children. The oil will run out someday. Geologists estimate 30 to 50 years, maybe more. It doesn't matter. By then, the fund will be so large that its investment returns alone will fund Norwegian healthcare, education, and pensions — perhaps forever. Norway didn't discover more oil than anyone else. It wasn't smarter geology or better technology. It was one thing: the courage to say no. No to easy money. No to short-term thinking. No to the politicians who swore they'd only spend it "just this once." No to a generation that could have lived richer — at the expense of every generation that followed. Most countries can't do it. Most people can't do it. We're wired for now, not for later. Norway looked at human nature — greedy, impatient, shortsighted — and built a system specifically designed to defeat it. In 1969, they found oil. In 1990, they built the fund. In 1996, they made the first deposit. Today, they own a piece of the world. And the Norwegians who made that decision in 1990? Most of them are gone now. They never saw the trillion-dollar result. They built it for strangers — for grandchildren who wouldn't be born for decades. That's not economics. That's wisdom.

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pc0@pc0·
Just as humans selectively remember and defensively forget and reconstruct memories.
Chidanand Tripathi@thetripathi58

🚨BREAKING: Every AI model we use is slowly poisoning its own brain. The more data they ingest, the dumber they get. And the entire industry has been ignoring it. Researchers at Cambridge just exposed the fatal flaw in modern AI memory. They tested standard retrieval systems on a simple task: finding the correct answer in a sea of noisy data. A normal use case. The exact thing enterprise AI is built for. No trick questions. No complex logic. The models completely collapsed. Not a slight drop in performance. Not a minor hallucination. Total failure. When faced with a high ratio of distracting information, their accuracy plummeted to literally 0%. They could not find a single correct answer. Then the researchers fixed it. They built a new architecture inspired by biological human memory. Write time gating. Instead of blindly storing every single piece of data they read, the AI now filters incoming knowledge based on source reputation, novelty, and reliability. It archives old facts instead of deleting them. It unlocked flawless recall. While current top tier models crashed to 0% accuracy under pressure, the new biological memory system maintained 100% accuracy. Every single time. The AI learned to ignore the garbage and protect the truth. Every current enterprise AI strategy relies on stuffing as much data as possible into vector databases. The more documents, the better. The exact approach companies are spending billions on is structurally doomed to fail. Then the researchers scaled it. Wikipedia data. Medical pharmacology. Post 2026 research papers. The results were identical. The new memory system outperformed standard approaches by up to 65%. At one ninth the computational cost. Right now, tech giants are building massive data centers just to process infinite context windows. They argue that bigger is always better. That throwing more compute at the problem will solve hallucinations. This paper says that is a lie. The answer is not more memory. It is selective memory. And researchers just proved how to build it.

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kouji 🇯🇵
kouji 🇯🇵@yoyonofukuoka·
A post reposted by Japan’s Finance Minister Katayama. Japan’s major oil company ENEOS has succeeded for the first time in producing synthetic fuel (e-fuel) — made without using petroleum — from CO₂ in the air and water at its facility in Yokohama. The demonstration plant’s current production scale is still very small at 1 barrel per day (roughly the size of one drum), but the company aims to scale it up to 10,000 barrels per day by 2040. Although it is still at the experimental stage, this is drawing attention as a new fuel that could reduce dependence on petroleum. In the timeline we’re currently living in, the move away from oil appears to be beginning at the same time as the move away from the US dollar.
片山さつき@satsukikatayama

合成燃料は、故渡文明元石連会長・エネオス会長の、水素と並んでの肝入りでもあられたと。私の衆議院議員時代の後援会代表世話人で、自民党の総合エネルギー調査会でもお話しお聞かせ頂きました。未来への投資!

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Tony Seruga
Tony Seruga@TonySeruga·
🚨 $2 Trillion Later, The Green Revolution Collapsed: How Chasing Weather Power Bankrupted the Grid and Cost the World $40 Trillion in Growth Between 2010 and 2026, governments and corporations poured roughly $2 trillion into solar, wind, and “net‑zero” programs under the promise of an imminent clean‑energy transition. What the public received instead was an illusion—a fragile grid, higher electricity prices, and negligible climate benefits. Energy remained just as carbon‑intensive, but far more expensive and unreliable. The fundamental error was confusing installed capacity with delivered power. Wind and solar often produce energy only 20 % of the time; fossil and nuclear plants generate 60‑90 % consistently. Billions went to weather‑dependent infrastructure that must still be backed up by coal and gas. Once backups, grid stabilization, and battery losses are factored in, true delivered costs for renewables reach $120–250 per MWh, double or triple those of gas, coal, or nuclear. When measured by physical reality rather than marketing slogans, that $2 trillion bought roughly the energy output of $400 billion in conventional power. It displaced almost no fossil fuel consumption and arguably reinforced it, since idling backup plants waste fuel. Worse, dependence on Chinese supply chains for solar panels and rare‑earth minerals eroded national energy independence and inflated emissions through hidden mining and shipping costs. If that same capital had been spent on modern nuclear or advanced natural‑gas infrastructure, the outcome would have been transformative. $2 trillion could have built about 285 GW of nuclear capacity (powering 250 million homes reliably for 70 years) or 1,650 GW of efficient gas plants (enough for 900 million homes for 30 years). Either path would have cut 70–80 gigatons of CO₂, reduced global electricity costs by half, and created genuine energy security. Instead, the current “green” trajectory delivered rising utility bills, rolling blackouts, and greater reliance on geopolitical adversaries. Global power costs rose roughly 60%, contributing to deindustrialization in Europe, worldwide inflation, and a cumulative $37–40 trillion loss in global GDP—about half of one year of global economic output. That’s the price of mistaking ideology for engineering. The lesson could not be clearer: physics determines prosperity. Dense, dispatchable energy such as nuclear or gas remains the backbone of civilization, and no amount of subsidies or messaging can legislate thermodynamics. The so‑called green transition did not decarbonize the planet—it impoverished it. The road to sustainability is not paved with solar subsidies but with unapologetic engineering and scientific honesty.
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Darshak Rana ⚡️
Darshak Rana ⚡️@thedarshakrana·
Consciousness researchers accidentally proved the soul exists and internet is still not talking about it. Dr. Pim van Lommel’s cardiac arrest study aimed to deepen our understanding of brain function during clinical death, not to confirm ancient spiritual teachings. In the process, he reported observations from 344 patients who described clear, continued awareness even when clinical measures showed no detectable electrical activity in the brain. The Lancet published his findings in 2001. 18% of clinically dead patients reported detailed awareness of their resuscitation procedures, conversations between medical staff, and events in rooms they couldn't physically perceive. Their hearts had stopped. Their brains had shut down within 10 seconds. According to materialist neuroscience, consciousness should have been impossible. Van Lommel accidentally proved that awareness operates independently of neural tissue. The scientific community's response was silence. Dr. Ian Stevenson at the University of Virginia spent 40 years investigating children who spontaneously recalled previous lives. Over 3,000 documented cases. Children describing names, locations, relationships, and private details from lives they couldn't have known about through conventional means. Accuracy rates that exceeded statistical probability by orders of magnitude. In Lebanon, a two year old accurately described his previous life as a mechanic in a village 25 miles away. He knew his former wife's name, his children's names, the location of his workshop, and identified personal belongings when researchers took him to the village. The family confirmed every detail, including information never made public. Stevenson wasn't trying to prove reincarnation. He was investigating anomalous memory phenomena. His research accidentally demonstrated that memory storage transcends biological death. The academic response was to ignore four decades of peer reviewed documentation. Dr. Roger Sperry won the Nobel Prize for split brain research that accidentally revealed consciousness as something beyond neural activity. When the connection between brain hemispheres gets severed, patients become two separate conscious entities sharing one body. Each hemisphere demonstrates independent awareness, preferences, and decision making capabilities. Sperry showed that unified consciousness isn't produced by the brain but operates through it. When the biological interface gets damaged, the underlying conscious entity fragments while remaining functional. His findings support exactly what spiritual traditions describe as the soul operating biological hardware. The implications were quietly avoided. Terminal lucidity research has documented hundreds of cases where patients with severe brain damage suddenly regain complete mental clarity before death. Dr. Michael Nahm's studies show Alzheimer's patients with extensively destroyed neural tissue holding complex conversations, recognizing family members, and demonstrating personality traits that disappeared years earlier. If consciousness emerged from brain chemistry, terminal lucidity would be physically impossible with damaged tissue. Instead, it suggests consciousness withdrawing from a failing biological interface while remaining intact. Heart transplant studies have recorded recipients developing donor personality traits, food preferences, and behavioral patterns. Claire Sylvia received a heart from an 18 year old motorcyclist and began craving foods she previously disliked while experiencing dreams about her donor. Cardiologists documented these changes but refused to explore the implications that personality transcends physical organs. The AWARE study at NYU monitored 2,060 cardiac arrest cases across 15 hospitals. Patients reported veridical perceptions of their medical treatments while clinically dead. They described ceiling mounted visual targets placed specifically to test whether consciousness could operate outside the body. Dr. Sam Parnia's research accidentally validated out of body experiences using rigorous scientific protocols. The medical establishment buried the findings in technical journals. Advanced meditation research shows practitioners can observe their thought processes from a detached perspective while brain scans reveal suppressed activity in neural networks associated with self referential thinking. Consciousness demonstrates the ability to separate itself from mental activity and observe the brain's operations from an external vantage point. Every study accidentally supports the ancient understanding that you are an eternal conscious entity temporarily operating biological machinery. Your brain serves as an interface device, translating between your soul's intentions and physical reality. Memory belongs to the soul as accumulated impressions from multiple lifetimes. Personality reflects the soul's accumulated behavioral patterns. Awareness functions independently of neural tissue because consciousness originates beyond the physical dimension. The research exists. The evidence is overwhelming. The conclusions are obvious. The scientific community refuses to discuss what they accidentally discovered because it would require abandoning materialism as the foundation of modern research. You are not your brain. You are the eternal observer operating it. The soul is real, measurable, and scientifically documented. Nobody wants to admit it.
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Darshak Rana ⚡️@thedarshakrana

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