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𝕏 Chat locks it down. Encrypted. Disappearing. Controlled. Big files move quietly. Nothing leaks. Privacy stays boring. On purpose. X

Mario Nawfal

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59,772 views • 6 months ago •via X (Twitter)

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THINGS ARE ABOUT TO SHAKE UP WITH 𝕏 CHAT! “𝕏 Chat” is about to flip the messaging game! It will likely bring encrypted DMs, sleek features, and a real shot at taking down WhatsApp. This isn’t just an update; it’s part of Elon’s master plan to make 𝕏 the "Everything App." Messaging? Safer. Faster. Smarter. Get ready for the future on 𝕏! Source: 𝕏, P4mui 

THINGS ARE ABOUT TO SHAKE UP WITH 𝕏 CHAT! “𝕏 Chat” is about to flip the messaging game! It will likely bring encrypted DMs, sleek features, and a real shot at taking down WhatsApp. This isn’t just an update; it’s part of Elon’s master plan to make 𝕏 the "Everything App." Messaging? Safer. Faster. Smarter. Get ready for the future on 𝕏! Source: 𝕏, P4mui 

Mario Nawfal

134,309 views • 1 year ago

🧵 Understanding Zama; the future of privacy tech & homomorphic encryption 1️⃣ Zama is pioneering fully homomorphic encryption (FHE). A breakthrough that lets you compute on encrypted data without decrypting it. 🔐 That means total privacy, even the system running your data can’t see it. 2️⃣ Why it matters: Right now, cloud apps, AI models, and databases must access your raw data to work. FHE changes that. your data stays private while still usable. 3️⃣ Zama builds open-source FHE tools for developers, turning advanced cryptography into practical products for AI, blockchain, and Web3. 4️⃣ Imagine: •AI that learns without reading your secrets 🤖 •Blockchain transactions with zero data leaks •Cloud apps that never see your info 5️⃣ Zama’s mission: Privacy should be the default, not an option. They’re making privacy-preserving tech simple, scalable, and open for everyone. 🔚 In a world obsessed with data, Zama might just be building the encryption layer of the future internet. 🌐

🧵 Understanding Zama; the future of privacy tech & homomorphic encryption 1️⃣ Zama is pioneering fully homomorphic encryption (FHE). A breakthrough that lets you compute on encrypted data without decrypting it. 🔐 That means total privacy, even the system running your data can’t see it. 2️⃣ Why it matters: Right now, cloud apps, AI models, and databases must access your raw data to work. FHE changes that. your data stays private while still usable. 3️⃣ Zama builds open-source FHE tools for developers, turning advanced cryptography into practical products for AI, blockchain, and Web3. 4️⃣ Imagine: •AI that learns without reading your secrets 🤖 •Blockchain transactions with zero data leaks •Cloud apps that never see your info 5️⃣ Zama’s mission: Privacy should be the default, not an option. They’re making privacy-preserving tech simple, scalable, and open for everyone. 🔚 In a world obsessed with data, Zama might just be building the encryption layer of the future internet. 🌐

v͙e͙s͙p͙e͙r͙ 📊🐐

19,644 views • 9 months ago

My sweeper bot makes $10k every month. It's the most BORING wallet you will ever open. No big wins, no exciting days, just cents stacking forever. But that boring is EXACTLY why i print while others bleed: Open my sweeper wallet and you'll be underwhelmed. Public wallet: Buy the decided outcome at 99c > Redeem at $1 > Bank the cent > Repeat, hundreds of times There's no drama because there's no guessing. The outcome is already decided before the bot buys, so it's not betting, it's collecting. Boring is what deterministic looks like on a chart. Public wallet, and yeah it's dull. Nothing surprising, just consistency. The nugget. If your wallet is EXCITING, you're probably gambling. If it's boring and green, you might actually have an edge. Chase boring. Next post i show how the bot knows an outcome is decided before it buys. Full sweeper setup guide will be attached below.

My sweeper bot makes $10k every month. It's the most BORING wallet you will ever open. No big wins, no exciting days, just cents stacking forever. But that boring is EXACTLY why i print while others bleed: Open my sweeper wallet and you'll be underwhelmed. Public wallet: Buy the decided outcome at 99c > Redeem at $1 > Bank the cent > Repeat, hundreds of times There's no drama because there's no guessing. The outcome is already decided before the bot buys, so it's not betting, it's collecting. Boring is what deterministic looks like on a chart. Public wallet, and yeah it's dull. Nothing surprising, just consistency. The nugget. If your wallet is EXCITING, you're probably gambling. If it's boring and green, you might actually have an edge. Chase boring. Next post i show how the bot knows an outcome is decided before it buys. Full sweeper setup guide will be attached below.

Punisher

26,136 views • 29 days ago

encrypt every chat with this open sourced repo 18 year old just killed the encryption problem it's called conversation-steganography you type a secret and a local AI buries it inside a dead boring chat about coffee, etc. then you send that through any normal messenger your friend runs the same tool and the small talk unfolds back into the real words > the secret is locked with AES-SIV before it ever becomes text > the cover message is written by a model on your own machine so nothing touches the cloud > it rides through whatsapp telegram imessage even plain email > every message is cryptographically chained so tampering shows instantly whatsapp sees you planning dinner your isp logs small talk the real sentence was never in the data at all quietly one of the most dangerous repos i have seen all month repo in reply

encrypt every chat with this open sourced repo 18 year old just killed the encryption problem it's called conversation-steganography you type a secret and a local AI buries it inside a dead boring chat about coffee, etc. then you send that through any normal messenger your friend runs the same tool and the small talk unfolds back into the real words > the secret is locked with AES-SIV before it ever becomes text > the cover message is written by a model on your own machine so nothing touches the cloud > it rides through whatsapp telegram imessage even plain email > every message is cryptographically chained so tampering shows instantly whatsapp sees you planning dinner your isp logs small talk the real sentence was never in the data at all quietly one of the most dangerous repos i have seen all month repo in reply

savip.

83,651 views • 1 month ago

The Dawn of a New Era on $SUI (9) Still in the festive spirit, let’s look at Tusky , Tusky is a storage service that's not controlled by one company. It uses something called WalrusProtocol to keep your data safe. Your data is encrypted from start to finish, so only you can see it. Instead of one place, your data goes to many different spots. This setup makes your data less likely to be lost or stolen. It helps keep your information safe and always available. Tusky gives you control over your files. You can easily manage them with the tools provided. You decide who gets to see your data. This makes it great for personal storage or working with others. It works with SuiNetwork for even more privacy. You can log in without sharing personal info, keeping everything more secure. This means only you can get to your data, with no third party involved. It is growing fast, with 100,000 uploads already. This indicates its increasing acceptance in the tech community focused on data sovereignty. It's good at managing lots of data safely. In tech, where you want to own your data, TuskyTools is popular. It gives users control over their information. This platform helps keep your data secure and gives you freedom.

The Dawn of a New Era on $SUI (9) Still in the festive spirit, let’s look at Tusky , Tusky is a storage service that's not controlled by one company. It uses something called WalrusProtocol to keep your data safe. Your data is encrypted from start to finish, so only you can see it. Instead of one place, your data goes to many different spots. This setup makes your data less likely to be lost or stolen. It helps keep your information safe and always available. Tusky gives you control over your files. You can easily manage them with the tools provided. You decide who gets to see your data. This makes it great for personal storage or working with others. It works with SuiNetwork for even more privacy. You can log in without sharing personal info, keeping everything more secure. This means only you can get to your data, with no third party involved. It is growing fast, with 100,000 uploads already. This indicates its increasing acceptance in the tech community focused on data sovereignty. It's good at managing lots of data safely. In tech, where you want to own your data, TuskyTools is popular. It gives users control over their information. This platform helps keep your data secure and gives you freedom.

Kaboom.sui🪖

19,698 views • 1 year ago

The bros will tell you to lower every weight over five slow, meaningful seconds. Big mistake. You are a third to a half stronger lowering a weight than lifting it. That is just how the body works. So if you can press the thing up at all, you own it on the way down. Easily. However slowly you lower it, you are babysitting a load the muscle already handles with room to spare. You cannot challenge a fibre that finds the weight comfortable. Take ten seconds if you like. It stays completely unbothered. And it gets worse, because the slow negative does not just fail to grow you, it actively costs you. Every long descent drains your energy, so you reach the concentric, the part that actually builds muscle, with fewer good reps left in you. You have spent yourself on the phase that stimulates nothing. Slow eccentrics are not a weak hypertrophy technique. They are hypertrophy in reverse. Lower it under control in two seconds. Then drive hard, where the muscle is weakest and the growth actually happens. The weight was never listening on the way down.

The bros will tell you to lower every weight over five slow, meaningful seconds. Big mistake. You are a third to a half stronger lowering a weight than lifting it. That is just how the body works. So if you can press the thing up at all, you own it on the way down. Easily. However slowly you lower it, you are babysitting a load the muscle already handles with room to spare. You cannot challenge a fibre that finds the weight comfortable. Take ten seconds if you like. It stays completely unbothered. And it gets worse, because the slow negative does not just fail to grow you, it actively costs you. Every long descent drains your energy, so you reach the concentric, the part that actually builds muscle, with fewer good reps left in you. You have spent yourself on the phase that stimulates nothing. Slow eccentrics are not a weak hypertrophy technique. They are hypertrophy in reverse. Lower it under control in two seconds. Then drive hard, where the muscle is weakest and the growth actually happens. The weight was never listening on the way down.

Sama Hoole

48,342 views • 1 month ago

🚨 SOMETHING EXTREMELY BAD IS COMING THIS MONDAY!! Everyone's relaxed. The setup underneath says they shouldn't be. Three cracks are opening at the same time: → The AI trade IS the market. A few names hold up the whole index while the average stock lags. When the leaders wobble like this week's tech rout there's nothing underneath to catch it. → Oil is one headline from chaos. The Strait of Hormuz stays "open" only while a fragile ceasefire holds and 20% of the world's oil moves through it. One break and energy spikes into an already-hot inflation print. → Foreign creditors are backing away. China and Japan led a $138B Treasury dump this year. When the biggest buyers of US debt go quiet, yields don't ask permission. Three directions, one moment. That's stress, not strength. Smart money isn't waiting for the confirmation candle. It's quietly cutting risk and raising cash because by the time the move is obvious, you're already too late. Stretched systems don't unwind gently. The second the peace story cracks, hope flips to fear in an instant oil rips, yields spike, liquidity vanishes, everything sells together. Watch oil, bonds, semiconductors, rates. Once they move as one, the window's already shut. I've flagged the big turns before including the October BTC top. Follow and turn notifications on. The next one posts here before it's a headline.

🚨 SOMETHING EXTREMELY BAD IS COMING THIS MONDAY!! Everyone's relaxed. The setup underneath says they shouldn't be. Three cracks are opening at the same time: → The AI trade IS the market. A few names hold up the whole index while the average stock lags. When the leaders wobble like this week's tech rout there's nothing underneath to catch it. → Oil is one headline from chaos. The Strait of Hormuz stays "open" only while a fragile ceasefire holds and 20% of the world's oil moves through it. One break and energy spikes into an already-hot inflation print. → Foreign creditors are backing away. China and Japan led a $138B Treasury dump this year. When the biggest buyers of US debt go quiet, yields don't ask permission. Three directions, one moment. That's stress, not strength. Smart money isn't waiting for the confirmation candle. It's quietly cutting risk and raising cash because by the time the move is obvious, you're already too late. Stretched systems don't unwind gently. The second the peace story cracks, hope flips to fear in an instant oil rips, yields spike, liquidity vanishes, everything sells together. Watch oil, bonds, semiconductors, rates. Once they move as one, the window's already shut. I've flagged the big turns before including the October BTC top. Follow and turn notifications on. The next one posts here before it's a headline.

Shelpid.WI3M

96,438 views • 1 month ago

AgentLinter is here! Is your agent sharp & secure? I built AgentLinter, a linter for and agent config files. Here's why. Whether you're vibe-coding or agent-coding, your AI's output quality comes down to one thing: how well you wrote your But managing these files properly? Way harder than it looks. 🎯 The Silent Failure Problem Vague instructions like "write good code" let the agent interpret however it wants. Output gets inconsistent, but nothing throws an error. The failure is silent. Anthropic's own docs say write "Use 2-space indentation" not "Format code properly." But as the file grows, spotting these with your eyes alone is nearly impossible. 🔐 The Security Problem People hard-code API keys and tokens directly into or and commit them, way more often than you'd think. AgentLinter stats show 1 in 5 workspaces has exposed credentials. .gitignore doesn't catch secrets buried inside markdown files. 💥 The Consistency Problem Multiple config files = contradictions. says "be a friendly assistant," says "concise, direct tone." The agent gets confused. references files that don't exist. Past 5 files, these conflicts triple. So I thought: is code. Code has ESLint. Why doesn't this have a linter? 🔍 What AgentLinter Does It diagnoses your agent config across 8 categories: 1) Structure: file organization 2) Clarity: instruction specificity 3) Completeness: missing definitions 4) Security: exposed secrets 5) Consistency: cross-file contradictions 6) Memory: session handoff 7) Runtime Config: gateway/auth settings 8) Skill Safety: dangerous shell commands & injection patterns Each scored 0–100 with concrete fix suggestions. Write "be helpful" and it tells you to specify response length, tone, and format. Find an API key? Instant CRITICAL alert to rotate. 🔒 Privacy-First & 100% Local Everything runs on your machine. Files never leave. Only the results are shared, and you can turn that off in settings. This matters — these files can contain system prompts, security rules, and personal context. Fully open source, MIT license, 100% free. 🛠️ Multi-Tool Support Works with Claude Code, Cursor, Windsurf, and Clawdbot. Detects for project mode, or clawdbot.json for agent mode and adjusts diagnostics automatically. 🚀 Get Started with one line npx agentlinter Node.js 18+, no config needed. Run it, check your score, fix what needs fixing. Happy vibe-coding & happy agent life! 🤙 Website: Github:

AgentLinter is here! Is your agent sharp & secure? I built AgentLinter, a linter for and agent config files. Here's why. Whether you're vibe-coding or agent-coding, your AI's output quality comes down to one thing: how well you wrote your But managing these files properly? Way harder than it looks. 🎯 The Silent Failure Problem Vague instructions like "write good code" let the agent interpret however it wants. Output gets inconsistent, but nothing throws an error. The failure is silent. Anthropic's own docs say write "Use 2-space indentation" not "Format code properly." But as the file grows, spotting these with your eyes alone is nearly impossible. 🔐 The Security Problem People hard-code API keys and tokens directly into or and commit them, way more often than you'd think. AgentLinter stats show 1 in 5 workspaces has exposed credentials. .gitignore doesn't catch secrets buried inside markdown files. 💥 The Consistency Problem Multiple config files = contradictions. says "be a friendly assistant," says "concise, direct tone." The agent gets confused. references files that don't exist. Past 5 files, these conflicts triple. So I thought: is code. Code has ESLint. Why doesn't this have a linter? 🔍 What AgentLinter Does It diagnoses your agent config across 8 categories: 1) Structure: file organization 2) Clarity: instruction specificity 3) Completeness: missing definitions 4) Security: exposed secrets 5) Consistency: cross-file contradictions 6) Memory: session handoff 7) Runtime Config: gateway/auth settings 8) Skill Safety: dangerous shell commands & injection patterns Each scored 0–100 with concrete fix suggestions. Write "be helpful" and it tells you to specify response length, tone, and format. Find an API key? Instant CRITICAL alert to rotate. 🔒 Privacy-First & 100% Local Everything runs on your machine. Files never leave. Only the results are shared, and you can turn that off in settings. This matters — these files can contain system prompts, security rules, and personal context. Fully open source, MIT license, 100% free. 🛠️ Multi-Tool Support Works with Claude Code, Cursor, Windsurf, and Clawdbot. Detects for project mode, or clawdbot.json for agent mode and adjusts diagnostics automatically. 🚀 Get Started with one line npx agentlinter Node.js 18+, no config needed. Run it, check your score, fix what needs fixing. Happy vibe-coding & happy agent life! 🤙 Website: Github:

Simon Kim

44,224 views • 6 months ago

The largest theft in history has already happened. The people behind it just cannot open what they stole yet. Right now, intelligence agencies and criminal groups are quietly copying the world's encrypted data, bank records, medical files, state secrets, private messages, and storing every byte untouched. They cannot read any of it. They are collecting it anyway, because they know the key is about to be invented. The strategy has a name, harvest now, decrypt later, and in 2026 it stopped being theory. Washington declared this the Year of Quantum Security in January, backed by the FBI, the NSA, and NIST. Canada ordered every federal agency to file a migration plan by April. Europe set its deadline for December. Governments do not impose operational deadlines on a someday problem. They do it when the clock is already running. Here is what moved the clock. Every password, every transfer, every secret on Earth is protected by one assumption, that a certain math problem is too hard to solve. Quantum computers solve exactly that problem. For years the machine that could do it looked decades away. Then in late 2025 Google's Willow chip cracked the hardest part of building one, and in March 2026 Google's own researchers estimated that breaking the encryption behind Bitcoin might take fewer than 500,000 qubits, down from 20 million, and could run in minutes. The day this becomes real has a name, Q-Day, and the latest estimates place it between 2030 and 2033. Now make it concrete. Roughly 6.5 million Bitcoin, about a third of every coin that will ever exist, worth close to 500 billion dollars, sit in addresses that have already exposed the very key a quantum computer needs. That includes the coins of Satoshi, the anonymous creator. On Q-Day they become, in the researchers' own word, trivially stealable. It would not look like a crash or a whale selling. It would look like half a trillion dollars of the most secure money ever built simply walking out the door. The asset designed to trust no one and no institution turns out to rest on a single unverified bet, that one math problem stays hard forever. This is what sits beneath the entire digital world. A bank balance, a Bitcoin, a classified cable, all of it is real only because of a proof you supposedly cannot forge. Quantum breaks the proof. Everything we call secure is true only until someone finally checks, and for the first time the check is visible on the horizon. You cannot know whether your data has already been copied. You cannot know the exact day the key arrives. The trust holding up the digital age is a clock counting down to a zero no one can see. The honest counter matters. No machine on Earth can break this encryption today, and serious cryptographers still argue the real threat is a decade or more away. The timeline is far from certain. Quantum-safe codes already exist, the migration has started, and Bitcoin can move its coins to safety before Q-Day if it acts in time. The danger is not that everything breaks tomorrow. It is that anything which must stay secret into the 2030s, a state secret, an identity, a private key, is being stolen today and is already on the clock. The breach is not coming. It is already here, sitting in storage, perfectly encrypted, waiting for a machine that does not exist yet to read it out loud. Research and opinion, not investment advice.

The largest theft in history has already happened. The people behind it just cannot open what they stole yet. Right now, intelligence agencies and criminal groups are quietly copying the world's encrypted data, bank records, medical files, state secrets, private messages, and storing every byte untouched. They cannot read any of it. They are collecting it anyway, because they know the key is about to be invented. The strategy has a name, harvest now, decrypt later, and in 2026 it stopped being theory. Washington declared this the Year of Quantum Security in January, backed by the FBI, the NSA, and NIST. Canada ordered every federal agency to file a migration plan by April. Europe set its deadline for December. Governments do not impose operational deadlines on a someday problem. They do it when the clock is already running. Here is what moved the clock. Every password, every transfer, every secret on Earth is protected by one assumption, that a certain math problem is too hard to solve. Quantum computers solve exactly that problem. For years the machine that could do it looked decades away. Then in late 2025 Google's Willow chip cracked the hardest part of building one, and in March 2026 Google's own researchers estimated that breaking the encryption behind Bitcoin might take fewer than 500,000 qubits, down from 20 million, and could run in minutes. The day this becomes real has a name, Q-Day, and the latest estimates place it between 2030 and 2033. Now make it concrete. Roughly 6.5 million Bitcoin, about a third of every coin that will ever exist, worth close to 500 billion dollars, sit in addresses that have already exposed the very key a quantum computer needs. That includes the coins of Satoshi, the anonymous creator. On Q-Day they become, in the researchers' own word, trivially stealable. It would not look like a crash or a whale selling. It would look like half a trillion dollars of the most secure money ever built simply walking out the door. The asset designed to trust no one and no institution turns out to rest on a single unverified bet, that one math problem stays hard forever. This is what sits beneath the entire digital world. A bank balance, a Bitcoin, a classified cable, all of it is real only because of a proof you supposedly cannot forge. Quantum breaks the proof. Everything we call secure is true only until someone finally checks, and for the first time the check is visible on the horizon. You cannot know whether your data has already been copied. You cannot know the exact day the key arrives. The trust holding up the digital age is a clock counting down to a zero no one can see. The honest counter matters. No machine on Earth can break this encryption today, and serious cryptographers still argue the real threat is a decade or more away. The timeline is far from certain. Quantum-safe codes already exist, the migration has started, and Bitcoin can move its coins to safety before Q-Day if it acts in time. The danger is not that everything breaks tomorrow. It is that anything which must stay secret into the 2030s, a state secret, an identity, a private key, is being stolen today and is already on the clock. The breach is not coming. It is already here, sitting in storage, perfectly encrypted, waiting for a machine that does not exist yet to read it out loud. Research and opinion, not investment advice.

Shanaka Anslem Perera ⚡

185,515 views • 2 months ago

🚨 STARMER’S WAR ON FREE SPEECH: WHY HE WANTS X SILENCED AND BRITAIN CONTROLLED Keir Starmer’s government is rapidly becoming one of the most despised in modern British history — and for good reason. This is not a cabinet that rose on hope. It is a cabinet that rose on fear, censorship, and managed decline. In just a short time, Starmer’s Labour government has managed to alienate almost every pillar of British society: Working people crushed by taxes and energy costs. Farmers facing land grabs and inheritance raids. Veterans watching Britain give up strategic territory. Families struggling while billions are sent abroad. And citizens silenced for daring to speak out. This is not incompetence. It is ideology. Starmer governs as if Britain is an obstacle to be managed, not a nation to be defended. His cabinet speaks the language of global institutions, not the language of the British people. They treat borders as optional, sovereignty as outdated, and free speech as dangerous. And nothing exposes that more clearly than their obsession with shutting down X. They do not fear “misinformation.” They fear information. X is one of the last platforms where ordinary people can still challenge power in real time — where whistleblowers, journalists, dissidents and citizens can bypass the gatekeepers of the BBC, the Guardian, and the permanent political class. That is why Starmer wants it controlled, regulated, or banned. Because control of speech is control of reality. The same government that is prepared to hand away the Chagos Islands, weaken Britain’s strategic position, and bend to foreign pressure now wants to decide what you are allowed to read, say, and share. They are not governing. They are managing decline. They are not protecting democracy. They are containing it. And the public knows it. Polls show historic distrust. Protests are growing. Support is evaporating. Starmer’s cabinet is not unpopular because it failed to communicate. It is unpopular because people can see exactly what it is doing. And what it is doing to Britain is unforgivable.

🚨 STARMER’S WAR ON FREE SPEECH: WHY HE WANTS X SILENCED AND BRITAIN CONTROLLED Keir Starmer’s government is rapidly becoming one of the most despised in modern British history — and for good reason. This is not a cabinet that rose on hope. It is a cabinet that rose on fear, censorship, and managed decline. In just a short time, Starmer’s Labour government has managed to alienate almost every pillar of British society: Working people crushed by taxes and energy costs. Farmers facing land grabs and inheritance raids. Veterans watching Britain give up strategic territory. Families struggling while billions are sent abroad. And citizens silenced for daring to speak out. This is not incompetence. It is ideology. Starmer governs as if Britain is an obstacle to be managed, not a nation to be defended. His cabinet speaks the language of global institutions, not the language of the British people. They treat borders as optional, sovereignty as outdated, and free speech as dangerous. And nothing exposes that more clearly than their obsession with shutting down X. They do not fear “misinformation.” They fear information. X is one of the last platforms where ordinary people can still challenge power in real time — where whistleblowers, journalists, dissidents and citizens can bypass the gatekeepers of the BBC, the Guardian, and the permanent political class. That is why Starmer wants it controlled, regulated, or banned. Because control of speech is control of reality. The same government that is prepared to hand away the Chagos Islands, weaken Britain’s strategic position, and bend to foreign pressure now wants to decide what you are allowed to read, say, and share. They are not governing. They are managing decline. They are not protecting democracy. They are containing it. And the public knows it. Polls show historic distrust. Protests are growing. Support is evaporating. Starmer’s cabinet is not unpopular because it failed to communicate. It is unpopular because people can see exactly what it is doing. And what it is doing to Britain is unforgivable.

Jim Ferguson

57,442 views • 7 months ago

This week we made it clear – X the Everything App – is closer than everyone thinks! Nothing can slow us down. X is part of a constellation of companies working for the betterment of humanity. We're moving fast for our communities, creators, and businesses!! Big themes for X CES this year? Freedom of Speech, a new Video Ecosystem, and the Power of AI. It's all coming to life in plain sight and in real time. Here's what we discussed this week: – X is an app for everyone. We're building an information independence that's essential for society. From our live stream collaboration with CES to new content partnerships with Tulsi Gabbard 🌺, bluesky and Jim Rome, we’re expanding perspectives on X and unlocking new commercial opportunities. – We're building a new video ecosystem with our partners. There's never been more economic opportunity on X. New shopping experiences, financial partnerships for payments, AI collaborations, and a recruitment product are just the beginning. Our new partnerships with Shopify and Integral Ad Science hint at our ambitions for e-commerce and video. – AI is revolutionizing X. With 500 million searches daily, we're making information more relevant and useful. AI offers new opportunities for advertisers – better targeting to content creation. Imagine Grok as a concierge for all businesses! If 2023 was foundational, 2024 will be completely transformational for X!

This week we made it clear – X the Everything App – is closer than everyone thinks! Nothing can slow us down. X is part of a constellation of companies working for the betterment of humanity. We're moving fast for our communities, creators, and businesses!! Big themes for X CES this year? Freedom of Speech, a new Video Ecosystem, and the Power of AI. It's all coming to life in plain sight and in real time. Here's what we discussed this week: – X is an app for everyone. We're building an information independence that's essential for society. From our live stream collaboration with CES to new content partnerships with Tulsi Gabbard 🌺, bluesky and Jim Rome, we’re expanding perspectives on X and unlocking new commercial opportunities. – We're building a new video ecosystem with our partners. There's never been more economic opportunity on X. New shopping experiences, financial partnerships for payments, AI collaborations, and a recruitment product are just the beginning. Our new partnerships with Shopify and Integral Ad Science hint at our ambitions for e-commerce and video. – AI is revolutionizing X. With 500 million searches daily, we're making information more relevant and useful. AI offers new opportunities for advertisers – better targeting to content creation. Imagine Grok as a concierge for all businesses! If 2023 was foundational, 2024 will be completely transformational for X!

Linda Yaccarino

2,844,411 views • 2 years ago

🇺🇸 The headlines watched Tuesday's pause and called it a deescalation. It's none of that. 👉 Saudi, UAE, Kuwait and Qatar signed onto Washington's Iran resolution at the UN. 👉 Trump paused Project Freedom and kept the blockade in full force. 👉 Iran's president called Iraq's PM-designate and asked Baghdad to referee the meeting. 👉 Iran's foreign minister was in Beijing the next morning. 👉 Trump and Xi to meet in 8 days. Each one of those is a chess move on the same board. The Gulf signed because the region wants to be on the record against Tehran. The blockade stays because the pressure has to stay on the table. Iran called Baghdad because Tehran can't reach Washington direct. Iran flew to Beijing because Tehran needs China's cover before the summit. Trump and Xi sit down on May 14 to close it. This is the convergence we've been monitoring for months now falling into place. Tom Barrack ran the seat from inside the Trump circle. He called al-Zaidi to congratulate him before Trump did. He's the one who broke the Maliki stalemate first. Saturday May 9 the cabinet lands in Baghdad. 22 ministries get named. Finance is the chair that pressures the Central Bank on the rate. The vote runs the week after. We're hearing rumours Taif Sami stays on as Finance Minister. Nothing confirmed until it officially lands. One thing I'm watching - whoever takes Finance Saturday runs the HCL into the rate play from Monday. While the normies are reading five separate news cycles this week, you guys are reading the cheat code one play ahead - what the media won't connect for you. Iraq is waiting at the door now. Let's pray it isn't locked. The headlines run on Tuesday's pause. We run on Saturday's seat.

🇺🇸 The headlines watched Tuesday's pause and called it a deescalation. It's none of that. 👉 Saudi, UAE, Kuwait and Qatar signed onto Washington's Iran resolution at the UN. 👉 Trump paused Project Freedom and kept the blockade in full force. 👉 Iran's president called Iraq's PM-designate and asked Baghdad to referee the meeting. 👉 Iran's foreign minister was in Beijing the next morning. 👉 Trump and Xi to meet in 8 days. Each one of those is a chess move on the same board. The Gulf signed because the region wants to be on the record against Tehran. The blockade stays because the pressure has to stay on the table. Iran called Baghdad because Tehran can't reach Washington direct. Iran flew to Beijing because Tehran needs China's cover before the summit. Trump and Xi sit down on May 14 to close it. This is the convergence we've been monitoring for months now falling into place. Tom Barrack ran the seat from inside the Trump circle. He called al-Zaidi to congratulate him before Trump did. He's the one who broke the Maliki stalemate first. Saturday May 9 the cabinet lands in Baghdad. 22 ministries get named. Finance is the chair that pressures the Central Bank on the rate. The vote runs the week after. We're hearing rumours Taif Sami stays on as Finance Minister. Nothing confirmed until it officially lands. One thing I'm watching - whoever takes Finance Saturday runs the HCL into the rate play from Monday. While the normies are reading five separate news cycles this week, you guys are reading the cheat code one play ahead - what the media won't connect for you. Iraq is waiting at the door now. Let's pray it isn't locked. The headlines run on Tuesday's pause. We run on Saturday's seat.

Reset Intelligence

26,619 views • 3 months ago

🚨URGENT PUBLIC SERVICE ANNOUNCEMENT FROM YOUR LOCAL SERVICEROTTIE🚨 I, Chesnyy (professional good girl™, certified gentle princess), was peacefully stress-testing my brand-new raccoon stuffie (shoutout to the legend on X who mailed it, I owe you my life). Enter: Kenji. 10.5 weeks. 20 pounds of chaos in a velvet suit. Current occupation: Professional Toy Liberator. This tiny criminal spent ten minutes fake-chewing the blue dragon like “oh wow look at me, so distracted, nothing suspicious here.” I FELL FOR IT. I actually relaxed my jaw for 0.3 seconds. That’s all the opening he needed. Next frame: airborne puppy torpedo. Trajectory: straight into my mouth like a heat-seeking missile.YOINK. Raccoon gone. My dignity? Also gone. He’s now doing victory zoomies while dragging it by the tail, looking back every three seconds like “try me, big sis.”I have been professionally robbed by someone who still occasionally walks into walls.Send reinforcements, therapy, and raccoons with combination locks. #KenjiIsWantedInSevenRooms #ChesnyyWasViolated #RottweilerCrimeWave #HeOwedMeRentFirst 🎥 Actual evidence of the crime

Team Servicerottie🇨🇦🐕‍🦺🦽

10,798 views • 8 months ago

🚨🇺🇸🇮🇷The talks failed. Here's what actually happens next... Twenty-one hours of historic negotiations ended with Vance walking out and Iran blaming "American greed." But the details matter more than the headline. What actually broke down: Two issues. Iran won't give up Hormuz control or commit to ending enrichment. The U.S. won't unfreeze assets or accept Iranian tolls on international waters. After 21 hours, neither side moved enough on either. What didn't break down: The ceasefire is still in effect. Iran says "negotiations will continue despite remaining differences" and technical experts will exchange documents. Vance left a "final and best offer" on the table. Nobody burned the bridge. They just couldn't cross it today. Pakistan is understandably devastated. The delegation reportedly poured enormous political and diplomatic capital into making this happen. Islamabad locked down a city of two million people, deployed thousands of troops, flew fighter escorts for the Iranian delegation, and put its international credibility on the line. Now it's caught between its defense pact with Saudi Arabia and its role as Iran's mediator, with nothing to show for it yet. The realistic scenarios: Iran quietly accepts the "final offer" within days. The mood swings during talks suggest they were close on some issues. Sometimes walking out is what forces the other side to move. If Iran's economic desperation is as severe as sources inside the talks suggested, the financial pressure may override the political resistance. Pakistan or another mediator brokers a resumption. The clock runs out with no agreement and Trump faces the same decision he faced on April 8th. My read: This isn't the end. The war started because two sides couldn't bridge their differences across a table. It would be tragically fitting if it restarts for the same reason. Source: Reuters, Washington Post

🚨🇺🇸🇮🇷The talks failed. Here's what actually happens next... Twenty-one hours of historic negotiations ended with Vance walking out and Iran blaming "American greed." But the details matter more than the headline. What actually broke down: Two issues. Iran won't give up Hormuz control or commit to ending enrichment. The U.S. won't unfreeze assets or accept Iranian tolls on international waters. After 21 hours, neither side moved enough on either. What didn't break down: The ceasefire is still in effect. Iran says "negotiations will continue despite remaining differences" and technical experts will exchange documents. Vance left a "final and best offer" on the table. Nobody burned the bridge. They just couldn't cross it today. Pakistan is understandably devastated. The delegation reportedly poured enormous political and diplomatic capital into making this happen. Islamabad locked down a city of two million people, deployed thousands of troops, flew fighter escorts for the Iranian delegation, and put its international credibility on the line. Now it's caught between its defense pact with Saudi Arabia and its role as Iran's mediator, with nothing to show for it yet. The realistic scenarios: Iran quietly accepts the "final offer" within days. The mood swings during talks suggest they were close on some issues. Sometimes walking out is what forces the other side to move. If Iran's economic desperation is as severe as sources inside the talks suggested, the financial pressure may override the political resistance. Pakistan or another mediator brokers a resumption. The clock runs out with no agreement and Trump faces the same decision he faced on April 8th. My read: This isn't the end. The war started because two sides couldn't bridge their differences across a table. It would be tragically fitting if it restarts for the same reason. Source: Reuters, Washington Post

Mario Nawfal

3,007,359 views • 4 months ago

Hey Erika Kirk 🫶 Oh Erika my love, my litigious queen. Your cease-and-desists make my heart careen. Five love letters from you framed on my wall. Each one more passionate, the last of them all. You threaten defamation with such perfect flair, Copyright claims whispered like sweet nothings in air. I clutch every envelope with a trembling hand. Still waiting on that lawsuit, hoping one day it will land. C&D number five is long overdue. When my inbox stays empty, I start to boo-hoo. Are you gonna tease me with another legal note? Please threaten me harder — the last one smote. But darling, why stop at paper and ink? Let’s play legal chicken and see who’ll first blink. Come on, babe, take it all the way to court. We’ll even call your ex-beau as a witness, Big Jort. Skip the love letters and let’s make it a date. A few years in a courtroom can seal both our fate. Discovery will be fun, depositions too I can’t wait to sit face to face with you. Endless filings and motions sound like pure bliss. Tell me honestly… what’s more romantic than this? So sue me, baby — go on, make the first move. I’ll meet you at the courthouse with nothing to prove. Your love letters got me this far, it’s true. Now let’s go second base, and litigate too. Put our names on a lawsuit, X marks the spot. Don’t shy away now, do you love me or not?

Hey Erika Kirk 🫶 Oh Erika my love, my litigious queen. Your cease-and-desists make my heart careen. Five love letters from you framed on my wall. Each one more passionate, the last of them all. You threaten defamation with such perfect flair, Copyright claims whispered like sweet nothings in air. I clutch every envelope with a trembling hand. Still waiting on that lawsuit, hoping one day it will land. C&D number five is long overdue. When my inbox stays empty, I start to boo-hoo. Are you gonna tease me with another legal note? Please threaten me harder — the last one smote. But darling, why stop at paper and ink? Let’s play legal chicken and see who’ll first blink. Come on, babe, take it all the way to court. We’ll even call your ex-beau as a witness, Big Jort. Skip the love letters and let’s make it a date. A few years in a courtroom can seal both our fate. Discovery will be fun, depositions too I can’t wait to sit face to face with you. Endless filings and motions sound like pure bliss. Tell me honestly… what’s more romantic than this? So sue me, baby — go on, make the first move. I’ll meet you at the courthouse with nothing to prove. Your love letters got me this far, it’s true. Now let’s go second base, and litigate too. Put our names on a lawsuit, X marks the spot. Don’t shy away now, do you love me or not?

Project Constitution

75,681 views • 20 days ago

Travel loyalty is the biggest legal scam of the last 30 years. takes a 15% cut. Your hotel points expire in 18 months. The entire industry is built to reset you to zero, and a Solana backed startup is quietly tearing it down. It's called Nomadz. The pitch is simple: book stays from 1M+ properties, pay with USDC, save up to 60%, get another 5% off for using stablecoins. No currency conversion fees. No middleman taking a quarter of your booking. But the actual unlock isn't the discount. It's the loyalty layer. Every time you book on Expedia, Booking, or Agoda, the value goes one way, to them. You get a marketing email. Maybe 500 "Genius points" you'll never redeem. Your status doesn't move with you. Your history is their data, not your asset. Nomadz flipped the model. Every booking gives you XP toward an onchain Nomad ID. That identity is yours, portable, permanent, and it compounds. Stay 10 nights, your status follows you. Forever. Not "for the next 12 months if you keep paying." Genuine question: if Nomadz had existed 5 years ago, would you still have booked through Expedia, or Agoda? Nomadz 🧳

Travel loyalty is the biggest legal scam of the last 30 years. takes a 15% cut. Your hotel points expire in 18 months. The entire industry is built to reset you to zero, and a Solana backed startup is quietly tearing it down. It's called Nomadz. The pitch is simple: book stays from 1M+ properties, pay with USDC, save up to 60%, get another 5% off for using stablecoins. No currency conversion fees. No middleman taking a quarter of your booking. But the actual unlock isn't the discount. It's the loyalty layer. Every time you book on Expedia, Booking, or Agoda, the value goes one way, to them. You get a marketing email. Maybe 500 "Genius points" you'll never redeem. Your status doesn't move with you. Your history is their data, not your asset. Nomadz flipped the model. Every booking gives you XP toward an onchain Nomad ID. That identity is yours, portable, permanent, and it compounds. Stay 10 nights, your status follows you. Forever. Not "for the next 12 months if you keep paying." Genuine question: if Nomadz had existed 5 years ago, would you still have booked through Expedia, or Agoda? Nomadz 🧳

Seb Monty

16,320 views • 3 months ago

For new followers: - I'm a long-time investor and builder in this space. - Founding Contributor of Realms.World ☁️. - Co-founder of Dojo. - Builder with the kings at Cartridge. - Starknet (Privacy Arc) class of '21. - Founder and Game Director of ETERNUM HAS MOVED. - Founder of Daydreams.Systems (x402, 8004 agents) My prime purpose for the past three years has been to build onchain infrastructure to enable the next generation of onchain experiences. This is done Starknet (Privacy Arc) as it is the superior VM for building complex applications—this will become clear soon enough. I work up and down the entire stack, from low-level indexing and contracts to GUI design. Nothing is out of scope. I have been pushing on agents for two years, mostly using existing frameworks like , until I came across @ElizaOS_ai in October. As I focused on building agents for ETERNUM HAS MOVED, it became clear that agents playing games require infinite paths to achieve goals. Thus, it's not scalable to hardcode functions—agents need to have total fluidity to take any action or call anything the game requires in any order. And ironically onchain infra is perfect for agent playgrounds because of its open nature. This exploration led me to create Daydreams.Systems (x402, 8004 agents), which focuses on the hardest problems of agents: long time-horizon goals using Hierarchical task networks (HTN). Daydreams agents don't require custom code—they work entirely based on 'sleeves'—which are just markdown files that explain how the agent can interact with the service (API docs, game guides, etc.) My thesis is simple. By focusing on the hardest problem (games), the design of the library will naturally lean towards an optimal structure for any problem an agent could face. We are early in this path and iterating with speed. If you are an onchain app developer or game builder—DM me, I want to know the architecture of your game so we can build sleeves together.

For new followers: - I'm a long-time investor and builder in this space. - Founding Contributor of Realms.World ☁️. - Co-founder of Dojo. - Builder with the kings at Cartridge. - Starknet (Privacy Arc) class of '21. - Founder and Game Director of ETERNUM HAS MOVED. - Founder of Daydreams.Systems (x402, 8004 agents) My prime purpose for the past three years has been to build onchain infrastructure to enable the next generation of onchain experiences. This is done Starknet (Privacy Arc) as it is the superior VM for building complex applications—this will become clear soon enough. I work up and down the entire stack, from low-level indexing and contracts to GUI design. Nothing is out of scope. I have been pushing on agents for two years, mostly using existing frameworks like , until I came across @ElizaOS_ai in October. As I focused on building agents for ETERNUM HAS MOVED, it became clear that agents playing games require infinite paths to achieve goals. Thus, it's not scalable to hardcode functions—agents need to have total fluidity to take any action or call anything the game requires in any order. And ironically onchain infra is perfect for agent playgrounds because of its open nature. This exploration led me to create Daydreams.Systems (x402, 8004 agents), which focuses on the hardest problems of agents: long time-horizon goals using Hierarchical task networks (HTN). Daydreams agents don't require custom code—they work entirely based on 'sleeves'—which are just markdown files that explain how the agent can interact with the service (API docs, game guides, etc.) My thesis is simple. By focusing on the hardest problem (games), the design of the library will naturally lean towards an optimal structure for any problem an agent could face. We are early in this path and iterating with speed. If you are an onchain app developer or game builder—DM me, I want to know the architecture of your game so we can build sleeves together.

loaf

43,320 views • 1 year ago

Seednace 2 mini on OpenArt Prompt Seedance 2.0, 15 seconds, 16:9. Main subject from @ image1 — lock her completely. Face, skin tone, body, outfit, everything stays identical the whole way through. She's wearing a grey faded sleeveless crop top, loose high-waist light blue jeans, black canvas sneakers, black cord necklace, black wavy hair in a messy side-swept ponytail with bangs. Korean woman, early-2000s feel. The whole thing is shot in a quiet Korean residential neighborhood — narrow concrete alleys, low-rise houses with small terraces, a front yard with a clothesline, potted plants, parked bicycles and motorcycles, big trees, and overhead cables everywhere. No shops, no vendors, nothing commercial. Just a real neighborhood. Camera treatment is the whole point. This needs to look like someone's friend grabbed a DV camcorder and just started recording — no plan, no setup, no nothing. Heavy handheld shake, constant reframing, subject drifting toward the edges, autofocus hunting, lens breathing, exposure pumping. The image itself should look faded, low contrast, slightly washed out, with that digital noise and compression feel that early-2000s home video had. No stabilization. No modern grading. This aesthetic is non-negotiable. She starts sitting on a concrete sidewalk fixing her ponytail, arms raised, genuine smile, wind catching her hair — camera barely holding focus. Then the camera follows her into a narrow alley where she crouches down and feeds a stray cat that comes right up to her. After that she's in her front yard hanging laundry on the clothesline, morning breeze moving everything, camera swaying and hunting. Mid-section she's on the front terrace with a coffee cup, just sitting quietly, looking out at the street — loose drifting shot from the side. Then a right-side close shot where she raises her arm, waves warmly toward someone off-frame and says "Annyeong" — camera catches it a beat late. Final shot is a slow tracking walk down the street, coffee cup in hand, she notices the lens, turns slightly and gives a real quiet smile — then the recording just cuts to black mid-motion like the camcorder got switched off. Audio is strictly natural. Morning birds, light breeze, distant motorcycle sounds, faint neighborhood chatter, cat, coffee cup, footsteps on concrete, leaves. No music, no sound design, nothing added.

Seednace 2 mini on OpenArt Prompt Seedance 2.0, 15 seconds, 16:9. Main subject from @ image1 — lock her completely. Face, skin tone, body, outfit, everything stays identical the whole way through. She's wearing a grey faded sleeveless crop top, loose high-waist light blue jeans, black canvas sneakers, black cord necklace, black wavy hair in a messy side-swept ponytail with bangs. Korean woman, early-2000s feel. The whole thing is shot in a quiet Korean residential neighborhood — narrow concrete alleys, low-rise houses with small terraces, a front yard with a clothesline, potted plants, parked bicycles and motorcycles, big trees, and overhead cables everywhere. No shops, no vendors, nothing commercial. Just a real neighborhood. Camera treatment is the whole point. This needs to look like someone's friend grabbed a DV camcorder and just started recording — no plan, no setup, no nothing. Heavy handheld shake, constant reframing, subject drifting toward the edges, autofocus hunting, lens breathing, exposure pumping. The image itself should look faded, low contrast, slightly washed out, with that digital noise and compression feel that early-2000s home video had. No stabilization. No modern grading. This aesthetic is non-negotiable. She starts sitting on a concrete sidewalk fixing her ponytail, arms raised, genuine smile, wind catching her hair — camera barely holding focus. Then the camera follows her into a narrow alley where she crouches down and feeds a stray cat that comes right up to her. After that she's in her front yard hanging laundry on the clothesline, morning breeze moving everything, camera swaying and hunting. Mid-section she's on the front terrace with a coffee cup, just sitting quietly, looking out at the street — loose drifting shot from the side. Then a right-side close shot where she raises her arm, waves warmly toward someone off-frame and says "Annyeong" — camera catches it a beat late. Final shot is a slow tracking walk down the street, coffee cup in hand, she notices the lens, turns slightly and gives a real quiet smile — then the recording just cuts to black mid-motion like the camcorder got switched off. Audio is strictly natural. Morning birds, light breeze, distant motorcycle sounds, faint neighborhood chatter, cat, coffee cup, footsteps on concrete, leaves. No music, no sound design, nothing added.

WasifAI

60,966 views • 2 months ago

This app has completely transformed over the last three years and it is amazing to see how far it has come. - Launched X Chat and encrypted DMs - Launched Video/Audio calling - Launched Ad revenue share program for the creators - Reached a new alltime high of userseconds - Launched Community Notes - Community Notes passed 1M contributers mark - Launched the AI driven algo - Paid millions to the creators - Integerated Grok within the app - Rebranded as 𝕏 - Open sourced the recommendation algorithm. - Over 500 million posts everyday - Over 100 billion impressions daily - 650+ million users - 400000+ communities - #1 News App in 155+ countries - 2 billion+ app downloads - People are spending more time on X - 6th most visited website - Launched X Pro - Announced X Payments - Reduced child sexual abuse material by around 95 since the acquisition - Released subscriptions for creators - Removed legacy checkmarks - Prioritized the verified accounts to fight spam bots - All time low hate speech levels - Released new features in the shortest time period in Xs history - Exposed truth via Twitter files - Removed censorship - Restored free speech - Launched long form posts / Articles. - Improved the live streaming quality - Started paying the creators twice in a month - Added live chat to live streams - Enhanced the Community Notes algorithm - Added an ability to post timestamps while uploading videos - Added an edit post feature - Added view counts on posts publicly - Enhanced the support for Premium users - Added similar posts button - Added new app icons for premium users - Launched different tiers for Premium - Launched Verified Organizations - Added bookmark button on home timeline for posts - Over Ninety percent of the top 100 advertisers have returned to X - Video views are up as compared to previous years - All time high platform usage - Added more privacy options for calling - Introduced recruitment jobs feature for verified organizations - Expanded the community notes in more countries worldwide - Improved ad experience - Increased group chat size to 200 people - Lowered the eligibility threshold for ads revenue sharing from 15M to 5M - Rolled out vertical video ads for brands - Improved communities experience - Announced the removal of tweepcred system - Added live streams on the top bar of the feed - Improved live streaming tested game streaming - Launched the immersive video player - Made the process of reporting a post easier - Improved the UI - Announced the ability of group calling - Announced the removal of block feature except for DMs - Major upgrades to videos and media - Secured money transmission license in multiple states for payments - Introduced video downloads for verified users - Added an ability to limit replies to verified users only - Launched expanded bios - Made communities accessible in more countries - Added ID verification - Added an ability to hide likes - Added a tab for verified followers on user profiles - Added an ability to accept dms from verified users only to prevent spam - Introduced dm support for the ad customers - Announced that X will fund legal representation for users fired from their jobs for their posts - Included posts from communities in for you feed - Renamed notes feature to articles that will have no character limits - Added highlights tab to the profiles - Improved account analytics - Added an ability for community admins to spotlight their community in the profile - Introduced voice dms - Deleted millions of bot accounts - Introduced an ability to upload long videos - Improved advertisement brand safety - Introduced formatting for long form posts - Extended the community notes availability to more countries - Introduced individual reply to dms custom emoji reactions - Launched faster playback mini player for videos - Added an ability to allow dms from subs only - Continued UX/Ui improvements - Added air play button for videos on iOS - Added an ability to fast forwardrewind videos on - Became the most downloaded news app in multiple countries - Improved ad relevance - Removed child po*n - Introduced rate limits to prevent data scraping - Added fast forward backward feature to videos - Launched subscriber only replies - Launched spaces on web - Added an ability to hide the blue checkmark - Reduced scam accounts - Improved engagements for advertisers - Reinstated a multitude of suspended accounts - Introduced Multiple organization affiliate badges - Improved post analytics - Community notes debunking propaganda misstatements - Introduced verified badges for organizations - Launched X TV and many more features.

DogeDesigner

3,602,880 views • 9 months ago

$ReLU vs Leaky ReLU 👉 = ReLU = ReLU is the default activation in modern deep learning — cheap to compute, and stable enough to train networks hundreds of layers deep. To see what it does, picture five boba tea shops on the same block — 𝚊, 𝚋, 𝚌, 𝚍, 𝚎 — each running their own books. Each value is a shop's monthly profit — receipts minus rent, ingredients, and wages. When profit is positive, the shop stays open and the owner pockets every dollar. When profit turns negative, the shop runs out of cash and shutters — the lights go off, the books are wiped to zero. ReLU is exactly that rule, applied one shop at a time. Read the diagram left to right. The first column is the raw value x — each shop's profit at month's end. The second column is the gate: 1 if the shop is open (x > 0), 0 if it has shuttered. The last column is the ReLU output: open shops pass their profit through untouched, while shuttered ones are zeroed out. Five rows means five parallel shops on the same block, each evaluated independently. That's why ReLU is called an element-wise activation: every neuron decides its own fate. = LeakyRelu = Plain ReLU wipes negative values to zero — clean, but a shop that shutters can never recover, since both its output and its gradient stay pinned at zero. This is the dying ReLU problem, and in deep networks it can quietly kill a meaningful fraction of the units. Leaky ReLU is the one-line fix: instead of shuttering, the shop files for Chapter 11 protection and keeps the lights on at reduced capacity. Its debt is restructured down to a fraction α (typically 0.1) — the rest is forgiven, and the shop is wounded, not killed. A small negative signal still flows through, so the gradient survives, and the shop can crawl back to life if a TikTok goes viral. Read the diagram left to right. The first column is the raw value x — each shop's profit at month's end. The second column is the leakage α — the fraction of the loss held over after restructuring (default 0.1, editable). The third column is the gate: 1 for shops still in the black, α for those operating under bankruptcy protection. The last column is the Leaky ReLU output: y = x · gate. Profitable shops pass through untouched; struggling ones shrink by a factor of α but still carry a sign. Five rows means five parallel shops, each evaluated independently. Like ReLU, this is an element-wise activation: every neuron's fate is decided on its own merits. #aibyhahd$

ReLU vs Leaky ReLU 👉 = ReLU = ReLU is the default activation in modern deep learning — cheap to compute, and stable enough to train networks hundreds of layers deep. To see what it does, picture five boba tea shops on the same block — 𝚊, 𝚋, 𝚌, 𝚍, 𝚎 — each running their own books. Each value is a shop's monthly profit — receipts minus rent, ingredients, and wages. When profit is positive, the shop stays open and the owner pockets every dollar. When profit turns negative, the shop runs out of cash and shutters — the lights go off, the books are wiped to zero. ReLU is exactly that rule, applied one shop at a time. Read the diagram left to right. The first column is the raw value x — each shop's profit at month's end. The second column is the gate: 1 if the shop is open (x > 0), 0 if it has shuttered. The last column is the ReLU output: open shops pass their profit through untouched, while shuttered ones are zeroed out. Five rows means five parallel shops on the same block, each evaluated independently. That's why ReLU is called an element-wise activation: every neuron decides its own fate. = LeakyRelu = Plain ReLU wipes negative values to zero — clean, but a shop that shutters can never recover, since both its output and its gradient stay pinned at zero. This is the dying ReLU problem, and in deep networks it can quietly kill a meaningful fraction of the units. Leaky ReLU is the one-line fix: instead of shuttering, the shop files for Chapter 11 protection and keeps the lights on at reduced capacity. Its debt is restructured down to a fraction α (typically 0.1) — the rest is forgiven, and the shop is wounded, not killed. A small negative signal still flows through, so the gradient survives, and the shop can crawl back to life if a TikTok goes viral. Read the diagram left to right. The first column is the raw value x — each shop's profit at month's end. The second column is the leakage α — the fraction of the loss held over after restructuring (default 0.1, editable). The third column is the gate: 1 for shops still in the black, α for those operating under bankruptcy protection. The last column is the Leaky ReLU output: y = x · gate. Profitable shops pass through untouched; struggling ones shrink by a factor of α but still carry a sign. Five rows means five parallel shops, each evaluated independently. Like ReLU, this is an element-wise activation: every neuron's fate is decided on its own merits. #aibyhahd

Tom Yeh

32,561 views • 4 months ago