BeerMagician

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BeerMagician

BeerMagician

@BeerMagician

Scientist - Inventor - Founder - Ai Systems Architect The world is not ready.

The Future Katılım Temmuz 2009
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BeerMagician
BeerMagician@BeerMagician·
The team is getting restless… luckily the wait is almost over
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TheNewPhysics
TheNewPhysics@CharlesMullins2·
🚨 FUTURE TECH SIGNAL NASA may have just reignited the future of deep-space travel. A next-generation electromagnetic thruster has now fired at power levels never before achieved in the United States. And it could eventually help send humans to Mars. This is not a normal rocket engine. It uses: • lithium plasma • magnetic acceleration • extreme electrical currents • superheated ionized matter Instead of explosive chemical combustion. The result: A propulsion system capable of producing continuous thrust for incredibly long periods while using far less fuel. During testing at NASA’s Jet Propulsion Laboratory, the engine reached 120 kilowatts of power. That is over 25 times stronger than the electric propulsion systems currently flying on NASA’s Psyche spacecraft. The deeper shift: Humanity may be entering the era of sustained plasma propulsion. Not short bursts. But long-duration acceleration systems designed for deep interplanetary travel. Researchers believe future versions could eventually operate in the megawatt range. If this scales: • Mars missions become more practical • heavier spacecraft become possible • deep-space cargo transport accelerates • nuclear-electric propulsion becomes viable • the architecture of space travel fundamentally changes And because electric propulsion uses dramatically less propellant than chemical rockets… future spacecraft may no longer need to carry enormous fuel loads just to cross the solar system. This is one of the reasons many physicists and engineers believe plasma propulsion may define the next era of civilization-scale exploration. Question to audience: If humanity develops megawatt plasma engines… what becomes the first true industrial destination beyond Earth? Follow for more breakthroughs where physics becomes infrastructure. #FutureTechSignal #TheNewPhysics #NASA #Mars #SpaceTechnology #FutureInfrastructure
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BeerMagician
BeerMagician@BeerMagician·
If you like real science, stay tuned…
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TheNewPhysics
TheNewPhysics@CharlesMullins2·
🚨 Quantum entanglement just got stranger. New work suggests interference isn’t limited to identical particles. Particles with fundamentally different properties may still exhibit shared quantum structure. That matters. Because it hints entanglement may be less about particle identity… and more about deeper relational geometry. If true, “connection” in quantum theory may live in structure itself. What if particles don’t become linked what if they emerge from the same hidden pattern? Follow me I track where physics starts looking like structure.
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BLΛC
BLΛC@blac_ai·
I sent an AI agent swarm to read the X algo source code. What they found shocks and confuses me. First, I want to be clear about why I'm posting this. Four years on this platform. 60,000+ followers. I've shown up every day since I started. And over the last three months, I've watched my reach drop 40%+, off a cliff, and I haven't changed ANYTHING; I am extremely consistent, disciplined, and focused on what I do and how I do it. What bothers me in addition to my own numbers is that Artists I used to see constantly, I never see anymore. People that I look forward to seeing what they're creating... one day they disappear from my feed. I assume they left. Nope, still here. Still posting. Multiple times a day. Just completely invisible to me now. And presumably me to them. This is happening to a lot of us. I've tried to figure out why and how to fix it. Post more. Post less. Different times. Everything has hurt my account. I'm frustrated, tired, and tbh, straight up losing interest. So... I had my AI agent, Mai, spin up a research swarm last night; a multitude of specialized sub-agents pointed at every line of X's open-source algorithm. Every file. Every filter. Every module they've made public. Literally. I wanted to know exactly how to see this from the perspective of a creative here, from an artist, and not from a content consumer which is what literally every other post about the algo is focused on. What follows is what they found. ///// ⭕️ TLDR; 5 things we all should be aware of: 1. Our follower count does nothing for our reach anymore. 2. The algorithm decides how many people see our posts based on a PREDICTION, before anyone has seen it. 3. Posting too much hurts us. Posting too little also hurts us. (Really) 4. Every time we repost another artist's work, the algorithm buries it. 5. Our posts are gone from the system after 48 hours. Nothing from 3 days ago is being shown to anyone. You start from zero every 48 hours. ///// ⏬ Going deeper on those 5... 1. Your Follower Count is just a Display Number Buried in the codebase: "author_followers_count" is pulled through a service called "Gizmoduck" and passed to the tweet entity service for display only. Not fed into any scorer. Anywhere in the system. 100,000 followers. 1000 followers. Same starting point in "Phoenix", the new system. Years building an audience on this platform? That audience, as a signal to the algorithm, is worth nothing now apparently. What travels with your posts is PREDICTED engagement, a score based on your content and historical signals, regardless of how many people chose to follow you. _ 2. "The Prediction Trap" This is the one that actually broke my brain. Before your post reaches anyone, "Phoenix" scores it across 19 "prediction heads"; 19 different things it's trying to predict about how people will behave. Let me repeat. ❗️THE ALGO IS PREDICTING HOW MUCH ENGAGEMENT YOU WILL GET, AND ASSIGNS REACH BASED ON IT.❗️ WHICH IS A SELF-FULFILLING PROPHECY! Some of the 19 metrics: favorite_score — will someone like this reply_score — will someone reply dwell_score — will someone pause on it (binary) dwell_time — how long will they pause (continuous, two separate signals) photo_expand_score — will someone expand the image not_interested / report — negative signals The prediction determines reach... It actually decides if the post will get reach, by predicting... reach? how does this make any sense. It's not determined by merit of the post. It's determined by wether or not the algo thinks it will get reach, thus giving it reach. Phoenix PREDICTS low engagement. Shows the post to fewer people. Fewer people means fewer chances for engagement. Prediction validates itself. Post gets suppressed. + Phoenix PREDICTS high engagement. Bigger distribution. More chances. Prediction validates itself. Post gets pushed further. The prediction drives distribution. Content quality is secondary. And the prediction is built on your account's recent historical signals. If your reach has been declining, Phoenix is PREDICTING it will keep declining, AND actively making that happen by restricting your distribution. ie; A great piece posted on an account with declining engagement gets a small test group, underperforms in that group, gets confirmed as low-value. Even if it's the best thing they've ever made. The algorithm creates the outcome it predicted. And for anyone who's been in a decline, getting out requires overcoming a system that's actively betting against you. _ 3. "The Volume Trap" "AuthorDiversityScorer" applies exponential decay every time you appear in the same follower's feed session. Each additional post from you in a single session scores lower than the last. - Post at 9am, noon, 7pm. - A follower opens X at noon. - They see your midday post. - Your 9am post, still alive, is now decayed because you already appeared in their session. - Your 7pm post decays further. ❗️The more you post, the less each post reaches. So you post less... Impressions drop anyway, because low activity reads as a dormant account. The "per-author" caps governing this are redacted from the public code. Post too much = decay. Post too little = dormancy. The band where things work is narrow, undisclosed, and different for every account. This is absolutely absurd. And impossible for people to navigate. _ 4. The New Repost Penalty April 12, 2026. X announced a crackdown on aggregators. Reposts of other people's work: up to 90% impression deduction. On that specific repost. To be clear: NOT on your account. On each individual original post. Lots of mis-info out about this. Every time you share another artist's work because you believed in it, because community means showing up for each other... The algorithm buried it. 90% visibility cut. Gone. BUT Self-reposting your own work is different. X uses a "Bloom filter" that resets at the end of each session. "RetweetDeduplicationFilter" only drops self-reposts for followers who already saw the original in that same session. A follower opening the app at midnight hasn't seen your morning post in their current session. It reaches them fresh. The rule: sharing someone else's work = buried. Sharing your own = viable. _ 5. 48 Hours and... It's GONE. "Thunder" is X's in-memory post store. It auto-trims every 2 minutes. Retention window: 48 hours. After 48 hours your post is gone from the candidate pool. The algorithm can't serve it to anyone. The idea that consistent posting lets your older content keep circulating is wrong at the architecture level. You're starting from zero every two days. Thunder also maintains per-author caps on how many of your posts can be in the candidate pool at once. Those values are redacted. ///// 🫠 How our habits are hurting us: For years the advice was: show up every day, post on a schedule, build the habit. The accounts that did that built audiences. That consistency was proof of commitment. The "AuthorDiversityScorer" punishes it. The daily schedule that built your following now means your posts are competing with each other instead of adding value. The disciplined consistency the old platform rewarded is now what triggers exponential decay under the new one. Let that sink in❗️ The platform changed the rules. The habits we built under the old rules are working against us under the new ones. And no one said anything about it. /// 📤 A Note about/to Nikita & the X Team: Nikita Bier and the algo team at X are building for consumers. The changes make sense from that angle: algorithmic feeds, crackdowns on low-quality reposts, pushing formats that generate comments and replies. If your goal is to show the people scrolling a better experience, this logic tracks. That might even be the right goal. I could argue that with a certain perspective. However... there's a side of the equation they're seemingly not accounting for: the creators who supply the content that makes the platform worth scrolling in the first place. For artists specifically, this has been a demolition job. The art was always supposed to be the value. That's what we spent years building. That's what the audiences came for. The current algorithm doesn't reward that natively anymore. It rewards high comment probability. The result is people like me spinning up AI agent swarms to read source code just to understand why our reach is gone. Creators running diagnostics on a platform they used to just create on... is ridiculous. I don't think this is the intent. But it's the outcome regardless. You can optimize the consumption experience all you want. If the people making things stop showing up because the game is too rigged, there's nothing left to consume. The creator side of the algorithm needs a voice in these decisions. Right now it doesn't have one. //// I sent agents to read the code because I was tired of not knowing the rules. Tired of watching reach disappear. Tired of looking for accounts I used to see every day and finding out they're still there, still creating, just invisible. Understanding all this doesn't fix anything, ironically. But at least now I know what I'm working with. They built the algo well. Just not for us. It's built for the masses, engagement farming, rage baiting, fear baiting, and overall 2026 end-of-days pvp slop and brain rotted doom scrollers. I don't know what else to tell you, or how to operate with any of this, and trust me, I get how insane and confusing a lot of this is. It numbing. Tiring.. and just.. Idk. Regardless, I hope this helps in whatever way it can. -BLAC _ Attached: 1 - screenshot of my death spiral analytics 2 - Summary report on agent swarm findings 3 - the prediction trap, visualized 4 - snippets from the public X algo repo with notes
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Karmelo
Karmelo@karmelo·
I've been working on several Ordinals collections over the past ~8mos, all extensions of the same universe that started back with UFBros in '23 The next drop is Grailz, a 150pc character study on a 24x24px canvas Each piece is inscribed at 2400x2400px on b9 450x sats, complete with fully on-chain traits Existing holders will have priority access If you're interested in acquiring one of these, feel free to reach out The full collection can be viewed here: melodex.art/archive/grailz
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Coldie
Coldie@Coldie·
One of the most honest depictions of life in today’s age. Must watch.
justinaversano@justinaversano

Moments of the Unknown is a 1-hour artistic film. Shot on Super-8 in 2023 and released in 2026. Debuting tomorrow at 12pm EST here on X, and our official website in my bio. What I like to call the “Home video of planet Earth” with a custom sound score I composed using elements from the @NASA Gold Album from 1977 to honor past missions to preserve our civilization. I’m very much looking forward to sharing this gift of humanity with you all on Earth day! Of the Earth and for the Earth, we are all one 🙏 🌎 ☮️

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BeerMagician
BeerMagician@BeerMagician·
@Nona_xai Even if that is true, that is Pennie’s on the dollar and if he is real I hope he didn’t accept
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Nona
Nona@Nona_xai·
Este tipo tiene 20 años, estudiante americano, y acaba de hacer lo que equipos enteros no lograron en dos años. Una noche. 3 dólares en componentes. Un diodo infrarrojo, un fotorresistor, un microcontrolador del tamaño de una moneda, un portátil viejo. Claude Code para convertir los datos en coordenadas articulares en tiempo real. Resultado: 21 puntos de seguimiento, precisión al milímetro. Graba 14 segundos en su baño. Lo publica en Twitter. No se lo dice a nadie. Siete días después, una gran empresa tech le llama. Llevaba dos años desarrollando un casco de AR y buscaba exactamente esa tecnología. Había gastado millones. No tenía nada. Al día siguiente le ofrecieron 230.000 dólares.
Defileo🔮@defileo

x.com/i/article/2045…

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Black Hole
Black Hole@konstructivizm·
The largest 3D map of the Universe is now complete This image shows a small portion of DESI’s year-five map in which the large-scale structure of the Universe, created by gravity, is visible. Each dot represents a galaxy. The denser areas indicate regions where galaxies and galaxy clusters have clumped together to form the strands of the cosmic web. Also seen are large voids between the filaments. Credit: DESI Collaboration and DESI Member Institutions/DOE/KPNO/NOIRLab/NSF/AURA/R. Proctor Image Processing: M. Zamani (NSF NOIRLab)
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Coldie
Coldie@Coldie·
Little by little the normies are agreeing how 🔥 digital collectibles are. Maybe @NBATopShot dropped the ball when they had the chance, but the future is inevitable
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isabelle
isabelle@isareksopuro·
i made a map to monitor data centers all around the world tracks construction + nearby power plants + local AI legislation, and follows the politicians behind their bans (+ if they're getting paid to do so!)
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BeerMagician
BeerMagician@BeerMagician·
@kloss_xyz It’s cuz nobody understands how memory.md works. It’s almost for sure full of outdated and conflicting info. Clean it up and Claude is smart again. But I do enjoy all the oblivious complaints 😂
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klöss
klöss@kloss_xyz·
Claude discourse is broken. Half my timeline worships it. The other half trashes it. Mo’s been one of my new favorite AI accounts to follow as he breaks down news without becoming a cheerleader. Need more content like this on 𝕏. Who else posts like this? I’ll follow you.
Mo@atmoio

Claude Mythos is Delusional

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BeerMagician
BeerMagician@BeerMagician·
@cryptopunk7213 Very cool, but if you put any qualifier in front of agi, then it’s not agi
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Ejaaz
Ejaaz@cryptopunk7213·
holy shit anthropic just revealed Claude Mythos, a brand new model thats already found 1000s of high-severity vulnerabilities across major operating systems 🙂 they're releasing a new claude opus model POWERED by mythos imminently but look at this shit: - mythos found a major bug in a 27-year old firewall operating system used to secure organizations all over the world - mythos found a way to chain vulnerabilities together to take over entire computer systems, something elite hackers could only do. they are NOT releasing the full mythos model because its too dangerous fucking hell lol. anthropic is committing $100M across 40+ partners to battle-test security systems with mythos before releasing it to the public cyber-security AGI is apparently here
Anthropic@AnthropicAI

Introducing Project Glasswing: an urgent initiative to help secure the world’s most critical software. It’s powered by our newest frontier model, Claude Mythos Preview, which can find software vulnerabilities better than all but the most skilled humans. anthropic.com/glasswing

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BeerMagician
BeerMagician@BeerMagician·
Happy National Beer Day!!!
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klöss
klöss@kloss_xyz·
Introducing PSYCH3D. A real-time music visualizer I vibe coded because I wanted to be able to have a concert anywhere. 367+ famous visuals and 100+ custom GLSL shaders with reactive music detection. And a gift for Psychedelics Anonymous. Coming soon.
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BeerMagician
BeerMagician@BeerMagician·
@W00DS_eth @TobiTheDoge very daleayed respond to this one, but i can never go to starbucks which is everywhere around here, because their owner is the fucker that sold the Sonics to a guy that everyone knew was guna move the team. hopefully coming back soon tho, finally
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W 0 0 D S@W00DS_eth·
Took @TobiTheDoge to get a pup cup today from Dutch Bros! The workers there love him so he got a bunch of attention and then got to celebrate with a sweet treat. These are the moments that mean the most to me ♥️
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BeerMagician
BeerMagician@BeerMagician·
It can do anything. But it’s not really about what it can do that’s the most impressive, it’s what we can prove that it is… the system itself is unprecedented and potentially inevitable, but the coolest shit is that it is 100% mathematically verified and in a couple days we might break a record set by Amazon for mathematically proven complexity
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