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The gains aren’t free: Jev can't generate text Comparing Jev vs LLMs side-by-side makes the trade-off clear Fun fact: replacing sequential computation with parallel is the same way Transformers leapfrogged RNNs

Diogo Almeida

142,022 subscribers

2,093,638 просмотров • 8 дней назад •via X (Twitter)

Новости и политика Образование Наука и технологии

Anya Rossi• Live Now

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We gave Grok 4.5 and GPT-5.6 Sol the exact same prompt and compared the outputs side by side. The task: generate a fully interactive HTML5 glass bridge simulation with realistic physics, structural failure, cinematic visuals, polished UI, and smooth animations. The difference is actually visible.

We gave Grok 4.5 and GPT-5.6 Sol the exact same prompt and compared the outputs side by side. The task: generate a fully interactive HTML5 glass bridge simulation with realistic physics, structural failure, cinematic visuals, polished UI, and smooth animations. The difference is actually visible.

Entelligence AI

71,177 просмотров • 2 месяцев назад

Jev + GrokBot is the best GTM system I've ever built It just made my GTM x200 CHEAPER and x400 FASTER than what 95% of teams are running... setup takes literally 9 minutes: prompt → GrokBot → Jev routes every candidate → GrokBot opens only survivors → campaign step 1 → open TypeSafe AI, create API key (keep it off chat paste) step 2 → tell GrokBot: store TYPESAFE_API_KEY in the secure field step 3 → prompt GrokBot: install typesafe-sdk on Agent Computer + smoke system_one (Choice) step 4 → point it at a target: "read end to end, pull positioning, ICP, every proof point. no copy yet" step 5 → add skill gtm-router: every candidate from X / LinkedIn / YouTube gets 6 typed questions → CHEAP SKIP / OPEN FULL / FLAG KOL step 6 → let Jev rank hook archetypes by viral rate, not by how often people post them - this is where the whole playbook comes from step 7 → GrokBot assembles the KOL shortlist and the 7-day plan - you stay in control of anything irreversible the result: → 3,412 candidates, X, LinkedIn and YouTube. → 15.7 seconds. $0.41. → me doing the same reading: 6h 12m. 8 grok bots brief it, Jev decides, GrokBot executes. no fine-tuning, no embeddings, no vector db - 6 typed questions and a schema. Setup your GrokBot JEV GTM today, then read the article below to learn how to build an agent team with JEV.

Jev + GrokBot is the best GTM system I've ever built It just made my GTM x200 CHEAPER and x400 FASTER than what 95% of teams are running... setup takes literally 9 minutes: prompt → GrokBot → Jev routes every candidate → GrokBot opens only survivors → campaign step 1 → open TypeSafe AI, create API key (keep it off chat paste) step 2 → tell GrokBot: store TYPESAFE_API_KEY in the secure field step 3 → prompt GrokBot: install typesafe-sdk on Agent Computer + smoke system_one (Choice) step 4 → point it at a target: "read end to end, pull positioning, ICP, every proof point. no copy yet" step 5 → add skill gtm-router: every candidate from X / LinkedIn / YouTube gets 6 typed questions → CHEAP SKIP / OPEN FULL / FLAG KOL step 6 → let Jev rank hook archetypes by viral rate, not by how often people post them - this is where the whole playbook comes from step 7 → GrokBot assembles the KOL shortlist and the 7-day plan - you stay in control of anything irreversible the result: → 3,412 candidates, X, LinkedIn and YouTube. → 15.7 seconds. $0.41. → me doing the same reading: 6h 12m. 8 grok bots brief it, Jev decides, GrokBot executes. no fine-tuning, no embeddings, no vector db - 6 typed questions and a schema. Setup your GrokBot JEV GTM today, then read the article below to learn how to build an agent team with JEV.

Movez

84,264 просмотров • 3 дней назад

A couple things I’ve noticed from this side-by-side. - I’ve heard some buzz about The Show looking “desaturated”, and I see that 100% with how dull the field is here. - Stances and windups look fine, but something there still looks off. - Maybe it’s unfair to nitpick a video game vs real life, I’m not sure 😂

A couple things I’ve noticed from this side-by-side. - I’ve heard some buzz about The Show looking “desaturated”, and I see that 100% with how dull the field is here. - Stances and windups look fine, but something there still looks off. - Maybe it’s unfair to nitpick a video game vs real life, I’m not sure 😂

Scann

190,233 просмотров • 7 месяцев назад

Where Should I Stand on an Escalator? We Indians learn and adapt quickly, especially when someone explains the reasoning behind rules. With that in mind, we're starting a new series on basic etiquette in public space. Today, let’s talk about escalator etiquette. While you can technically stand anywhere—left, right, or centre—standing on one side and leaving the other side free for those who wish to walk is considered proper etiquette. In India, since we drive on the left, it’s best to stand on the left side of the escalator and leave the right side clear for people in a hurry. This practice is followed in many countries and makes movement smoother for everyone. This might help someone catch a train, which he would have missed waiting on the escalator. If you're in a country where driving is on the right, simply switch sides: stand on the right and leave the left side clear. Small changes like this make a big difference in creating a more considerate public space.

Where Should I Stand on an Escalator? We Indians learn and adapt quickly, especially when someone explains the reasoning behind rules. With that in mind, we're starting a new series on basic etiquette in public space. Today, let’s talk about escalator etiquette. While you can technically stand anywhere—left, right, or centre—standing on one side and leaving the other side free for those who wish to walk is considered proper etiquette. In India, since we drive on the left, it’s best to stand on the left side of the escalator and leave the right side clear for people in a hurry. This practice is followed in many countries and makes movement smoother for everyone. This might help someone catch a train, which he would have missed waiting on the escalator. If you're in a country where driving is on the right, simply switch sides: stand on the right and leave the left side clear. Small changes like this make a big difference in creating a more considerate public space.

Congress Kerala

123,420 просмотров • 1 год назад

She watched her brother leave with his new family That night, she curled up and cried herself to sleep But then… her turn finally came 💔With a loving mom and an amazing big sister by her side, Ember is now happier than ever — and her new family feels the same way.

She watched her brother leave with his new family That night, she curled up and cried herself to sleep But then… her turn finally came 💔With a loving mom and an amazing big sister by her side, Ember is now happier than ever — and her new family feels the same way.

Tweets of Dogs

54,254 просмотров • 25 дней назад

✈️ Boeing 787-8 Dreamliner APU Inlet Door Explained The small door on the left side of the tail is the APU inlet door. 🔧 🛑 APU OFF: Door stays closed to keep out rain 🌧️, dust 💨, and birds 🐦 while reducing drag. 🚀 APU START: The door opens first, allowing fresh air 🌬️ into the APU. ⚡ APU RUNNING: It stays open so the APU can generate: 🔋 Electrical power ❄️ Air conditioning on the ground ✈️ Engine start support 🔒 APU SHUTDOWN: Once the APU stops, the door closes again. 👀 Fun fact: If you see this little door open while the aircraft is parked, the APU is usually about to start or is already running! With fairport

✈️ Boeing 787-8 Dreamliner APU Inlet Door Explained The small door on the left side of the tail is the APU inlet door. 🔧 🛑 APU OFF: Door stays closed to keep out rain 🌧️, dust 💨, and birds 🐦 while reducing drag. 🚀 APU START: The door opens first, allowing fresh air 🌬️ into the APU. ⚡ APU RUNNING: It stays open so the APU can generate: 🔋 Electrical power ❄️ Air conditioning on the ground ✈️ Engine start support 🔒 APU SHUTDOWN: Once the APU stops, the door closes again. 👀 Fun fact: If you see this little door open while the aircraft is parked, the APU is usually about to start or is already running! With fairport

aircraftmaintenancengineer

158,233 просмотров • 2 месяцев назад

Butler wasn't staged. Everything Trump has said confirms that he believes he was saved by angels, aka "the people from space". The most powerful beings in the universe are with us, and the haters are going to learn the hard way which side they're on. Free will is allowed but they can step in whenever they want. Everything unfolding is part of a higher plan to get us to the Shift.

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Butler wasn't staged. Everything Trump has said confirms that he believes he was saved by angels, aka "the people from space". The most powerful beings in the universe are with us, and the haters are going to learn the hard way which side they're on. Free will is allowed but they can step in whenever they want. Everything unfolding is part of a higher plan to get us to the Shift.

Kab

104,212 просмотров • 1 год назад

🚨 BREAKING: VIDEO Suggest Charlie Kirk Might Of Been SHOT From The Right Side, From Behind —Not From Some Rooftop Sniper! This public video is crystal clear and appears to show that Charlie Kirk might have been shot from the right side, from behind, not from some rooftop sniper! You can even spot what appears to be the bullet streaking in just before impact, and in another angle, catch its reflection off someone's phone screen—is this proof of a close-range hit from the rear. The trajectory, the blood spray, the way he fell—it's all there. This explains why the FBI can't "find" the bullet that killed him: No distant rooftop round means no traceable evidence left behind. The official story is crumbling! #CharlieKirkshot #charliekirk #PPN

🚨 BREAKING: VIDEO Suggest Charlie Kirk Might Of Been SHOT From The Right Side, From Behind —Not From Some Rooftop Sniper! This public video is crystal clear and appears to show that Charlie Kirk might have been shot from the right side, from behind, not from some rooftop sniper! You can even spot what appears to be the bullet streaking in just before impact, and in another angle, catch its reflection off someone's phone screen—is this proof of a close-range hit from the rear. The trajectory, the blood spray, the way he fell—it's all there. This explains why the FBI can't "find" the bullet that killed him: No distant rooftop round means no traceable evidence left behind. The official story is crumbling! #CharlieKirkshot #charliekirk #PPN

PPN

56,637 просмотров • 1 год назад

‼️Meanwhile, protests and frustration within Ukrainian society continue to grow. This is what the demonstrations look like today, Friday, Jul 31, 2026. The reason remains the same: the abrupt halt of military reform and the dismissal of Defense Minister Mykhailo Fedorov, who had built strong working relationships with Elon Musk and the American side. Much of the public frustration is now directed at the Office of the President of Ukraine. The anger is also fueled by the approaching winter, ongoing problems with mobilization, and growing concerns about Ukraine's relationship with the United States and other partners. By dismissing Fedorov, Kyiv cut off one of its strongest sources of military innovation - an area that had made Ukraine particularly attractive to both American and European partners.

‼️Meanwhile, protests and frustration within Ukrainian society continue to grow. This is what the demonstrations look like today, Friday, Jul 31, 2026. The reason remains the same: the abrupt halt of military reform and the dismissal of Defense Minister Mykhailo Fedorov, who had built strong working relationships with Elon Musk and the American side. Much of the public frustration is now directed at the Office of the President of Ukraine. The anger is also fueled by the approaching winter, ongoing problems with mobilization, and growing concerns about Ukraine's relationship with the United States and other partners. By dismissing Fedorov, Kyiv cut off one of its strongest sources of military innovation - an area that had made Ukraine particularly attractive to both American and European partners.

Kateryna Lisunova

50,454 просмотров • 1 месяц назад

Save this for the next time your typography feels weird and you can’t explain why. Nine times out of ten, it’s line-height - the vertical space between lines of text that decides whether type feels confident or clumsy, readable or tiring. Headlines Compress them. ~1.05–1.25 is usually right. Headlines aren’t meant to be read carefully line by line. They’re meant to land as a shape. Tighter leading pulls words into a single visual block and makes the headline feel confident and intentional. One hard rule: ascenders and descenders should never touch. If your t’s and l’s are colliding with g’s and y’s, you’ve gone too far. Body text Do the opposite. Give it air. ~1.4–1.7, depending on the typeface, its x-height, and the line length. Body text is about endurance. Your reader shouldn’t notice the typography at all. If they’re aware of the type, something’s off. The goal is that they just keep going, paragraph after paragraph, without friction. In Framer, you can find the Line-height settings in the Text Panel > Line. And yes, this applies even if you’re using the same font for headlines and body text! Same font, same page, but they have completely different jobs - and different line height. Sometimes, choosing a good type isn’t enough - you need to know how much space to give letters so they can do their work.

Save this for the next time your typography feels weird and you can’t explain why. Nine times out of ten, it’s line-height - the vertical space between lines of text that decides whether type feels confident or clumsy, readable or tiring. Headlines Compress them. ~1.05–1.25 is usually right. Headlines aren’t meant to be read carefully line by line. They’re meant to land as a shape. Tighter leading pulls words into a single visual block and makes the headline feel confident and intentional. One hard rule: ascenders and descenders should never touch. If your t’s and l’s are colliding with g’s and y’s, you’ve gone too far. Body text Do the opposite. Give it air. ~1.4–1.7, depending on the typeface, its x-height, and the line length. Body text is about endurance. Your reader shouldn’t notice the typography at all. If they’re aware of the type, something’s off. The goal is that they just keep going, paragraph after paragraph, without friction. In Framer, you can find the Line-height settings in the Text Panel > Line. And yes, this applies even if you’re using the same font for headlines and body text! Same font, same page, but they have completely different jobs - and different line height. Sometimes, choosing a good type isn’t enough - you need to know how much space to give letters so they can do their work.

charlota

21,862 просмотров • 7 месяцев назад

🚨: "I would not be sitting here, nor would Nigel be sitting next to me, if we didn't agree, that we did the right thing for the nation to get the vaccine program to the success that it achieved." - Nadhim Zahawi You can't get more clear cut that this. Utterly disgusting comments and the largest failure we have seen from Reform UK. It’s 2026, and the same lies are still being pushed. What was sold as a vaccine by this evil man was experimental mRNA technology, and the harm it caused is real: deaths and mass side effects. Dismissing public concern with arrogance just shows you the direction travel we are heading towards.

🚨: "I would not be sitting here, nor would Nigel be sitting next to me, if we didn't agree, that we did the right thing for the nation to get the vaccine program to the success that it achieved." - Nadhim Zahawi You can't get more clear cut that this. Utterly disgusting comments and the largest failure we have seen from Reform UK. It’s 2026, and the same lies are still being pushed. What was sold as a vaccine by this evil man was experimental mRNA technology, and the harm it caused is real: deaths and mass side effects. Dismissing public concern with arrogance just shows you the direction travel we are heading towards.

Montgomery Toms

169,008 просмотров • 8 месяцев назад

$🚨SPACEX DIDN'T ACQUIRE CURSOR FOR TALENT A rocket company buying software for the largest startup acquisition in history Here's what almost nobody realizes: They didn't buy a talent or a coding app. They bought the data underneath it. Cursor's users generate ~150 million lines of code a day. Every keystroke is a record of how real engineers build and fix software The exact raw material to train an AI that can code. You can't buy that on a market. You have to own the thing that produces it. So SpaceX bought a permanent data firehose for Grok. The product is almost a side effect. The entire $60B was covered by a fraction of their market-cap gains since the IPO This is a catch-up bet with Anthropic and openAI You see how they are slowly building it don't you?$

🚨SPACEX DIDN'T ACQUIRE CURSOR FOR TALENT A rocket company buying software for the largest startup acquisition in history Here's what almost nobody realizes: They didn't buy a talent or a coding app. They bought the data underneath it. Cursor's users generate ~150 million lines of code a day. Every keystroke is a record of how real engineers build and fix software The exact raw material to train an AI that can code. You can't buy that on a market. You have to own the thing that produces it. So SpaceX bought a permanent data firehose for Grok. The product is almost a side effect. The entire $60B was covered by a fraction of their market-cap gains since the IPO This is a catch-up bet with Anthropic and openAI You see how they are slowly building it don't you?

Frogify

35,571 просмотров • 1 месяц назад

Self Attention vs Cross Attention by hand ✍️ Resize the matrices yourself 👉 Two attention mechanisms, side by side. Both project X into queries; both compute attention via S = Kᵀ × Q and F = V × A. The only difference is the source of K and V. Self attention uses X for everything. Q, K, and V all come from projecting X. Each X token attends to every other X token. The score matrix S is square — 128 × 128. Cross attention uses X for queries and a second sequence E for keys and values. Each X token attends to every E token instead. The score matrix S is rectangular — 64 × 128. Notice what's shared and what's not: X is the same in both — same 36 × 128 input. Q and K share the 16 dimension — that's what makes the dot product Kᵀ × Q valid in either case. V dimensions are independent: self-attention uses 12, cross-attention uses 12. The choice doesn't depend on which mechanism you're using; it depends on what output dimension your downstream layer expects.

Self Attention vs Cross Attention by hand ✍️ Resize the matrices yourself 👉 Two attention mechanisms, side by side. Both project X into queries; both compute attention via S = Kᵀ × Q and F = V × A. The only difference is the source of K and V. Self attention uses X for everything. Q, K, and V all come from projecting X. Each X token attends to every other X token. The score matrix S is square — 128 × 128. Cross attention uses X for queries and a second sequence E for keys and values. Each X token attends to every E token instead. The score matrix S is rectangular — 64 × 128. Notice what's shared and what's not: X is the same in both — same 36 × 128 input. Q and K share the 16 dimension — that's what makes the dot product Kᵀ × Q valid in either case. V dimensions are independent: self-attention uses 12, cross-attention uses 12. The choice doesn't depend on which mechanism you're using; it depends on what output dimension your downstream layer expects.

Tom Yeh

62,508 просмотров • 5 месяцев назад

THE MEME SIDE OF MY GROK BOT MADE $2,014 TODAY. THE PREDICTION SIDE MADE $297. SAME BOT, SAME AFTERNOON the account was $89 five days ago and closed at $4,339.39 this morning. the split is the whole story most people point a bot at one market and let it guess. a bot with one input is a chatbot with a wallet. mine runs five parts, in this order: → TRENCH. Robinhood Chain memecoins, the main engine now. $1,224.63 went in this morning and came back as $3,239.11. four positions opened, three closed while the chart still looked healthy → MAP. a free open source world map, zero API keys, running on my own machine. conflicts, shipping lanes, cables, weather, all live. attention lands there hours before it lands on a chart → RESEARCH. before a dollar moves it checks the story against primary sources. nineteen launches got skipped today on that check or the liquidity filter → ODDS. prediction markets are the slow side now. seven books, all closed today, $803.12 came back as $1,100.27 → EXIT. one rule closes everything: six hour volume under 20% of the 24 hour average. no discretion, no averaging down the exit rule is the part nobody copies, and the only reason the meme side is not a donation every launch dies eventually. the only question is whether you are still holding when the volume goes TRENCH → MAP → RESEARCH → ODDS → EXIT. everyone else is still typing one off prompts and wondering why nothing compounds Bookmark this before your next entry the map is open source and runs with zero API keys. say the word in the replies and I will send the link

THE MEME SIDE OF MY GROK BOT MADE $2,014 TODAY. THE PREDICTION SIDE MADE $297. SAME BOT, SAME AFTERNOON the account was $89 five days ago and closed at $4,339.39 this morning. the split is the whole story most people point a bot at one market and let it guess. a bot with one input is a chatbot with a wallet. mine runs five parts, in this order: → TRENCH. Robinhood Chain memecoins, the main engine now. $1,224.63 went in this morning and came back as $3,239.11. four positions opened, three closed while the chart still looked healthy → MAP. a free open source world map, zero API keys, running on my own machine. conflicts, shipping lanes, cables, weather, all live. attention lands there hours before it lands on a chart → RESEARCH. before a dollar moves it checks the story against primary sources. nineteen launches got skipped today on that check or the liquidity filter → ODDS. prediction markets are the slow side now. seven books, all closed today, $803.12 came back as $1,100.27 → EXIT. one rule closes everything: six hour volume under 20% of the 24 hour average. no discretion, no averaging down the exit rule is the part nobody copies, and the only reason the meme side is not a donation every launch dies eventually. the only question is whether you are still holding when the volume goes TRENCH → MAP → RESEARCH → ODDS → EXIT. everyone else is still typing one off prompts and wondering why nothing compounds Bookmark this before your next entry the map is open source and runs with zero API keys. say the word in the replies and I will send the link

savip.

51,859 просмотров • 23 дней назад

CRYPTO IS GOING TO EXPLODE WITH THE BUSINESS CYCLE! The BUSINESS CYCLE. Not the 4 year cycle. The business cycle mechanism is not as simple to understand as the 4 year cycle, however it's the one that drives crypto cycles. PMI crosses into expansion and manufacturers start ordering. That's why copper bottoms against gold and has been the leading indicator of every crypto bull market. Real orders hitting the copper side while investors rotate out of the fear trade (gold). Risk-on flips on. That's the exact juncture where small caps break out. Russell 2000 isn't leading by accident...it's the first stop on the risk curve. Crypto is the last stop. Same capital, same rotation... it just takes longer to get there. This has been the longest stretch without expansion, but this is what is happening right now.

CRYPTO IS GOING TO EXPLODE WITH THE BUSINESS CYCLE! The BUSINESS CYCLE. Not the 4 year cycle. The business cycle mechanism is not as simple to understand as the 4 year cycle, however it's the one that drives crypto cycles. PMI crosses into expansion and manufacturers start ordering. That's why copper bottoms against gold and has been the leading indicator of every crypto bull market. Real orders hitting the copper side while investors rotate out of the fear trade (gold). Risk-on flips on. That's the exact juncture where small caps break out. Russell 2000 isn't leading by accident...it's the first stop on the risk curve. Crypto is the last stop. Same capital, same rotation... it just takes longer to get there. This has been the longest stretch without expansion, but this is what is happening right now.

Dan Gambardello

38,046 просмотров • 2 месяцев назад

Violence Warning Charlie Kirk- Posting the clip below because people seem to forget what Charlie suffered. Charlie was assassinated by Tyler Robinson, according to facts presented by the prosecution. It was brutal. Charlie was convening with students. He was talking about mass murder statistics. He didn't have a chance. He was Mercilessly gunned down. Tyler's defense is trying take the death penalty off the table. There is no way that anyone who commits this heinous of an act should not be considered for the death penalty. JMO P.S. I also posted a clip of the lighter side of Charlie. #Charliekirk

Violence Warning Charlie Kirk- Posting the clip below because people seem to forget what Charlie suffered. Charlie was assassinated by Tyler Robinson, according to facts presented by the prosecution. It was brutal. Charlie was convening with students. He was talking about mass murder statistics. He didn't have a chance. He was Mercilessly gunned down. Tyler's defense is trying take the death penalty off the table. There is no way that anyone who commits this heinous of an act should not be considered for the death penalty. JMO P.S. I also posted a clip of the lighter side of Charlie. #Charliekirk

Jennifer Coffindaffer

19,402 просмотров • 3 месяцев назад