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🚨CHARLES HOSKINSON ON WANCHAIN BRIDGE HACK: “ALL SOFTWARE IS UNDER ENORMOUS ASSAULT” FROM AI ATTACKS! Cardano founder Charles Hoskinson addressed the recent Wanchain bridge exploit that drained ~290-515 million $NIGHT tokens (Cardano-BNB side), in a CoinDesk interview. He warned that AI-powered attacks are accelerating vulnerabilities across all software, not...

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20,393 views • 1 month ago •via X (Twitter)

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For a long time, staking usually meant one thing: Lock your tokens and wait 🤷‍♂️ But some newer models are trying to connect staking with actual network activity. Wanchain 's xWAN system is an interesting example of that 👇 👉 Convert WAN into xWAN 👉 Stake xWAN 👉 Become part of the bridge ecosystem What caught my attention is that the idea isn't only about holding tokens. The bridge is being used every day as assets move between different chains, and staking is tied to that broader activity. As more users move funds across networks, infrastructure becomes increasingly important 🔥 Because today's crypto user rarely stays in one place: 👉 A transaction starts on one chain 👉 Continues on another 👉 Ends somewhere completely different Cross-chain movement is slowly becoming a normal part of crypto. And when that happens, the infrastructure behind those transfers matters more than ever. It's interesting to see staking evolving from a passive activity into something more connected to real network usage. Do you think staking models tied to actual ecosystem activity are the future? 🤔 👉
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For a long time, staking usually meant one thing: Lock your tokens and wait 🤷‍♂️ But some newer models are trying to connect staking with actual network activity. Wanchain 's xWAN system is an interesting example of that 👇 👉 Convert WAN into xWAN 👉 Stake xWAN 👉 Become part of the bridge ecosystem What caught my attention is that the idea isn't only about holding tokens. The bridge is being used every day as assets move between different chains, and staking is tied to that broader activity. As more users move funds across networks, infrastructure becomes increasingly important 🔥 Because today's crypto user rarely stays in one place: 👉 A transaction starts on one chain 👉 Continues on another 👉 Ends somewhere completely different Cross-chain movement is slowly becoming a normal part of crypto. And when that happens, the infrastructure behind those transfers matters more than ever. It's interesting to see staking evolving from a passive activity into something more connected to real network usage. Do you think staking models tied to actual ecosystem activity are the future? 🤔 👉

Han.eth🌿☀️

14,751 views • 1 month ago

🚨 CRYPTO: CARDANO RANKED SECOND MOST QUANTUM-READY BLOCKCHAIN IN GOOGLE RESEARCH ASSESSMENT Cardano Community ( $ADA ) has been ranked the second most quantum-ready blockchain, according to analysis tied to Google Quantum AI's latest research, placing it ahead of Bitcoin and XRP Ledger in post-quantum preparedness. The ranking highlights Cardano's Nightstream initiative, a lattice-based cryptography project announced by founder Charles Hoskinson at Consensus Hong Kong in February 2026, developed with researchers linked to Google and Microsoft. Nightstream is designed to be fast, scalable, and efficient on AI chips, targeting quantum resistance well before the projected 2030s deadline for large-scale quantum computing threats. The assessment comes as Google's paper revealed a 20x reduction in resources needed to break the elliptic curve cryptography protecting most blockchains, with Ethereum actively running post-quantum testnets and Bitcoin having no coordinated migration plan. Quantum-resistant tokens surged in the 24 hours following the paper's release.
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🚨 CRYPTO: CARDANO RANKED SECOND MOST QUANTUM-READY BLOCKCHAIN IN GOOGLE RESEARCH ASSESSMENT Cardano Community ( $ADA ) has been ranked the second most quantum-ready blockchain, according to analysis tied to Google Quantum AI's latest research, placing it ahead of Bitcoin and XRP Ledger in post-quantum preparedness. The ranking highlights Cardano's Nightstream initiative, a lattice-based cryptography project announced by founder Charles Hoskinson at Consensus Hong Kong in February 2026, developed with researchers linked to Google and Microsoft. Nightstream is designed to be fast, scalable, and efficient on AI chips, targeting quantum resistance well before the projected 2030s deadline for large-scale quantum computing threats. The assessment comes as Google's paper revealed a 20x reduction in resources needed to break the elliptic curve cryptography protecting most blockchains, with Ethereum actively running post-quantum testnets and Bitcoin having no coordinated migration plan. Quantum-resistant tokens surged in the 24 hours following the paper's release.

BSCN

33,377 views • 4 months ago

🚨 ANNOUNCEMENT: STABLECOINS ARE LIVE ON Meow. SEND AND RECEIVE USDC, FOR FREE, ALL FROM YOUR EXISTING CASH BALANCE! Now on Meow, you can send and receive USDC for free. All from your existing cash balance. That's right: the days of needing to pre-fund, maintain, and log in to a crypto exchange just to send and receive USDC are over, permanently. The SAME balance that you use for ALL your business finances, payroll, and corporate cards — is the one you can now use to send and receive USDC. This has huge ramifications for: — Crypto companies: that transact in USDC — Crypto VCs: who fund investments in USDC — Businesses: that receive vendor payments in USDC, and pay contractors internationally And the best part? These USDC transactions integrate natively with your accounting software, like QuickBooks, NetSuite, Puzzle, and more. And if that’s not enough? You can set up: — Custom spend controls, per dollar amount — Multi-user permissions And 2FA is enforced on every transaction This is one of our MOST REQUESTED FEATURES and we believe Meow is the first major business banking fintech in the U.S. (over $1 billion in assets on the platform) to support free sending and receiving USDC. Business finance is business finance, whether it's cash or stablecoins. The "bridge between Web2 and Web3" is finally here, for real. No more maintaining separate accounts at crypto exchanges for businesses. Crypto companies and crypto funds, apply today: Meow is a financial technology company, not a bank. Bridge is a licensed Money Services Business operating out of the United States.
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🚨 ANNOUNCEMENT: STABLECOINS ARE LIVE ON Meow. SEND AND RECEIVE USDC, FOR FREE, ALL FROM YOUR EXISTING CASH BALANCE! Now on Meow, you can send and receive USDC for free. All from your existing cash balance. That's right: the days of needing to pre-fund, maintain, and log in to a crypto exchange just to send and receive USDC are over, permanently. The SAME balance that you use for ALL your business finances, payroll, and corporate cards — is the one you can now use to send and receive USDC. This has huge ramifications for: — Crypto companies: that transact in USDC — Crypto VCs: who fund investments in USDC — Businesses: that receive vendor payments in USDC, and pay contractors internationally And the best part? These USDC transactions integrate natively with your accounting software, like QuickBooks, NetSuite, Puzzle, and more. And if that’s not enough? You can set up: — Custom spend controls, per dollar amount — Multi-user permissions And 2FA is enforced on every transaction This is one of our MOST REQUESTED FEATURES and we believe Meow is the first major business banking fintech in the U.S. (over $1 billion in assets on the platform) to support free sending and receiving USDC. Business finance is business finance, whether it's cash or stablecoins. The "bridge between Web2 and Web3" is finally here, for real. No more maintaining separate accounts at crypto exchanges for businesses. Crypto companies and crypto funds, apply today: Meow is a financial technology company, not a bank. Bridge is a licensed Money Services Business operating out of the United States.

Brandon Arvanaghi

126,549 views • 1 year ago

🚨 REPORT | Israel expands strikes on civilian infrastructure across southern Lebanon, targeting bridges, fuel stations, and financial lifelines The latest strikes and threats point to a three-part strategy: cutting off the south, hitting fuel stations, and targeting financial institutions tied to Hezbollah. ▪️ 1. Bridges: isolating southern Lebanon 💢 Israeli forces have begun bombing crossings over the Litani River, a key geographic boundary separating southern Lebanon from the rest of the country. Civilians were ordered to move north, with the military warning that “any movement southward may put your life at risk.” Bridges targeted include: ▪️ Al-Qinayat Bridge (Al-Qasmiya, near Tyre) struck today ▪️ Qaaqiya Bridge (inland south Lebanon) hit today ▪️ Burj Rahhal crossing (coastal Tyre district) confirmed hit ▪️ Zrariyeh Bridge (central Litani corridor) destroyed March 13 These crossings are critical civilian routes. Their destruction effectively cuts off large parts of southern Lebanon. ▪️ 2. Fuel stations: targeting energy access Israel says it struck fuel stations operated by the “Al-Amanah” company, claiming they generate millions of dollars for Hezbollah through accounts linked to Al-Qard Al-Hassan. But these stations also serve civilians across southern Lebanon, meaning the strikes directly hit access to fuel in already strained areas. Israel has framed the attacks as part of a broader effort to damage what it calls Hezbollah’s economic infrastructure by striking at “the heart of the civilian population.” ▪️ 3. Financial institutions: targeting Al-Qard Al-Hassan Israel has also explicitly cast these strikes as an attack on the financial system tied to Al-Qard Al-Hassan, a Hezbollah-linked institution that it accuses of helping fund military activity. But Al-Qard Al-Hassan also functions as a major financial lifeline for many Lebanese, especially in the south, providing loans and services in areas where access to traditional banking is limited. ▪️ Scale of attacks: Israel says it has destroyed more than 80 “infrastructure targets” over the past week as part of what it calls a “forward defense” campaign. ▪️ Legal implications The UN Human Rights Office warned March 17 that strikes on bridges, healthcare facilities, residential buildings, and other civilian objects could amount to war crimes, stressing that deliberate attacks on civilian infrastructure are prohibited under international law. 🎥 Video 1: Qasmiyeh crossing (not the main bridge) Video 2: Israeli military attack on infrastructure, target undisclosed
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🚨 REPORT | Israel expands strikes on civilian infrastructure across southern Lebanon, targeting bridges, fuel stations, and financial lifelines The latest strikes and threats point to a three-part strategy: cutting off the south, hitting fuel stations, and targeting financial institutions tied to Hezbollah. ▪️ 1. Bridges: isolating southern Lebanon 💢 Israeli forces have begun bombing crossings over the Litani River, a key geographic boundary separating southern Lebanon from the rest of the country. Civilians were ordered to move north, with the military warning that “any movement southward may put your life at risk.” Bridges targeted include: ▪️ Al-Qinayat Bridge (Al-Qasmiya, near Tyre) struck today ▪️ Qaaqiya Bridge (inland south Lebanon) hit today ▪️ Burj Rahhal crossing (coastal Tyre district) confirmed hit ▪️ Zrariyeh Bridge (central Litani corridor) destroyed March 13 These crossings are critical civilian routes. Their destruction effectively cuts off large parts of southern Lebanon. ▪️ 2. Fuel stations: targeting energy access Israel says it struck fuel stations operated by the “Al-Amanah” company, claiming they generate millions of dollars for Hezbollah through accounts linked to Al-Qard Al-Hassan. But these stations also serve civilians across southern Lebanon, meaning the strikes directly hit access to fuel in already strained areas. Israel has framed the attacks as part of a broader effort to damage what it calls Hezbollah’s economic infrastructure by striking at “the heart of the civilian population.” ▪️ 3. Financial institutions: targeting Al-Qard Al-Hassan Israel has also explicitly cast these strikes as an attack on the financial system tied to Al-Qard Al-Hassan, a Hezbollah-linked institution that it accuses of helping fund military activity. But Al-Qard Al-Hassan also functions as a major financial lifeline for many Lebanese, especially in the south, providing loans and services in areas where access to traditional banking is limited. ▪️ Scale of attacks: Israel says it has destroyed more than 80 “infrastructure targets” over the past week as part of what it calls a “forward defense” campaign. ▪️ Legal implications The UN Human Rights Office warned March 17 that strikes on bridges, healthcare facilities, residential buildings, and other civilian objects could amount to war crimes, stressing that deliberate attacks on civilian infrastructure are prohibited under international law. 🎥 Video 1: Qasmiyeh crossing (not the main bridge) Video 2: Israeli military attack on infrastructure, target undisclosed

Drop Site

74,096 views • 5 months ago

BIG DAY 🎉🎂 [Read all 👇] Today we’re celebrating our 1st $SONG birthday🚀🎶 Thank you to all the amazing people who have supported us over the past year, thank you to our incredible community that stands behind us every single day, thank you to our partners and friends across the Cardano ecosystem 🤝 A heartfelt thank you to Goofycrisp and Snek.fun, where this journey began, thank you Splash, without whom there would be no liquidity or stability, thank you to our dear melon and DexHunter 🏹 for the partnership, our ecosystem is stronger because of you 💪, thank you TapTools for fairly and consistently tracking our growth 📊, huge thanks to Rare Evo: A Blockchain Event for that amazing aftermovie. Thank you to the Cardano X accounts who share our work with no obligation and no payment, pure respect 🙏, much respect to CryptoW₳tcher 👀 🐍, Saint, ₳dam, Gcjcrypto, Filip Blagojević. A big thank you to Stuff.io Ben illian JOSHU₳, Patrick Tobler and NMKR , without your technology none of this would exist, thank you to our partners at Tokeo for the beautiful wallet background, thank you Linda, LaPetite🦋🍄, Daniel Friedman ₳Σ 🇺🇸🇯🇵⛩️, Wendy O, Vex and Revuto. Dear BROOKSIE, thank you for the collaboration and for the moment you allowed us to create the BabySNEK 🐍 song. And finally, thank you Charles Hoskinson, for creating the foundation, for creating Cardano, where everyone has equal opportunities to build, create and achieve their dreams. We will continue to dream, and make those dreams come true! We are SongMarketCap and we remain stronger than ever LONG ON $SONG. Thank you to everyone who shared our work in our first year, to everyone who was part of our story in any way, thank you to the fans, thank you to the haters. If our light bothers someone, they can close their eyes, we do not plan to stop shining on the Cardano market, thank you to everyone. We will not give up, and we are moving even stronger into our second year. Let’s shine together! Happy Birthday to us 🎉
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BIG DAY 🎉🎂 [Read all 👇] Today we’re celebrating our 1st $SONG birthday🚀🎶 Thank you to all the amazing people who have supported us over the past year, thank you to our incredible community that stands behind us every single day, thank you to our partners and friends across the Cardano ecosystem 🤝 A heartfelt thank you to Goofycrisp and Snek.fun, where this journey began, thank you Splash, without whom there would be no liquidity or stability, thank you to our dear melon and DexHunter 🏹 for the partnership, our ecosystem is stronger because of you 💪, thank you TapTools for fairly and consistently tracking our growth 📊, huge thanks to Rare Evo: A Blockchain Event for that amazing aftermovie. Thank you to the Cardano X accounts who share our work with no obligation and no payment, pure respect 🙏, much respect to CryptoW₳tcher 👀 🐍, Saint, ₳dam, Gcjcrypto, Filip Blagojević. A big thank you to Stuff.io Ben illian JOSHU₳, Patrick Tobler and NMKR , without your technology none of this would exist, thank you to our partners at Tokeo for the beautiful wallet background, thank you Linda, LaPetite🦋🍄, Daniel Friedman ₳Σ 🇺🇸🇯🇵⛩️, Wendy O, Vex and Revuto. Dear BROOKSIE, thank you for the collaboration and for the moment you allowed us to create the BabySNEK 🐍 song. And finally, thank you Charles Hoskinson, for creating the foundation, for creating Cardano, where everyone has equal opportunities to build, create and achieve their dreams. We will continue to dream, and make those dreams come true! We are SongMarketCap and we remain stronger than ever LONG ON $SONG. Thank you to everyone who shared our work in our first year, to everyone who was part of our story in any way, thank you to the fans, thank you to the haters. If our light bothers someone, they can close their eyes, we do not plan to stop shining on the Cardano market, thank you to everyone. We will not give up, and we are moving even stronger into our second year. Let’s shine together! Happy Birthday to us 🎉

$SONG on Cardano

10,730 views • 6 months ago

🇺🇸 DALLAS IS ABOUT TO BECOME THE CAPITAL OF THE AMERICA FIRST MOVEMENT! For the first time in party history, Republicans are holding a midterm convention. Not a debate stage. Not a press conference. A full blown convention, September 9th and 10th, right in the heart of Dallas. The Democrats aren't ready for this! Trump called it exactly what it is. "It has never been done before, and will be a truly Historic Event." Think about that for a second. Presidential conventions happen every four years like clockwork. Midterm conventions do not happen at all, because most parties do not have anything worth celebrating in the off year. The GOP just decided they do. RNC Chairman Joe Gruters is already calling it Trumpapalooza. That is not a typo. That is the energy level we are talking about. This is not just a rally. It is a two day showcase of the Great American Comeback. No tax on tips. No tax on overtime. Falling oil prices while the administration denuclearizes Iran. A border that finally has a lock on the door. Trump is not asking Republicans to imagine the wins. He is putting them on a stage in Texas and pointing at them. And Texas is not a random choice. It is the epicenter of this year's fight for Congress, with Ken Paxton battling for Senate and multiple House seats hanging in the balance. Dallas Mayor Eric Johnson called it exactly right, an event that will "energize our party, strengthen the conservative movement, and help build momentum." Now look across the aisle. Democrats floated the idea of their own midterm gathering. Then they quietly shelved it. No unifying message. No standout headliner. No comeback story to tell voters, because they do not have one. That is the difference in one sentence. Republicans are throwing a party because they have something to celebrate. Democrats are staying home because they do not. Midterms usually punish the party in power. Trump just decided to rewrite that rule in Texas, in front of the cameras, with the whole country watching. Buckle up. Trumpapalooza is coming, and the other side has nothing on the calendar to answer it with.
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🇺🇸 DALLAS IS ABOUT TO BECOME THE CAPITAL OF THE AMERICA FIRST MOVEMENT! For the first time in party history, Republicans are holding a midterm convention. Not a debate stage. Not a press conference. A full blown convention, September 9th and 10th, right in the heart of Dallas. The Democrats aren't ready for this! Trump called it exactly what it is. "It has never been done before, and will be a truly Historic Event." Think about that for a second. Presidential conventions happen every four years like clockwork. Midterm conventions do not happen at all, because most parties do not have anything worth celebrating in the off year. The GOP just decided they do. RNC Chairman Joe Gruters is already calling it Trumpapalooza. That is not a typo. That is the energy level we are talking about. This is not just a rally. It is a two day showcase of the Great American Comeback. No tax on tips. No tax on overtime. Falling oil prices while the administration denuclearizes Iran. A border that finally has a lock on the door. Trump is not asking Republicans to imagine the wins. He is putting them on a stage in Texas and pointing at them. And Texas is not a random choice. It is the epicenter of this year's fight for Congress, with Ken Paxton battling for Senate and multiple House seats hanging in the balance. Dallas Mayor Eric Johnson called it exactly right, an event that will "energize our party, strengthen the conservative movement, and help build momentum." Now look across the aisle. Democrats floated the idea of their own midterm gathering. Then they quietly shelved it. No unifying message. No standout headliner. No comeback story to tell voters, because they do not have one. That is the difference in one sentence. Republicans are throwing a party because they have something to celebrate. Democrats are staying home because they do not. Midterms usually punish the party in power. Trump just decided to rewrite that rule in Texas, in front of the cameras, with the whole country watching. Buckle up. Trumpapalooza is coming, and the other side has nothing on the calendar to answer it with.

Bill Mitchell

13,708 views • 1 month ago

Shameless, lying grifters Meghan Markle and Prince Harry are crawling back to the royal family on their hands and knees after all the poison they’ve spewed. Now they’re briefing the media that Archie and Lili are just so excited to meet King Charles - a grandfather they’ve barely known because their parents made sure of it. Absolute nonsense. This isn’t excitement; it’s a calculated, nasty tactic using the kids as human shields and props to force their way back in. This is textbook weaponising of the children for royal relevance. It’s a nasty, disgusting trap, the dirtiest move in their playbook: If King Charles meets them, Harry and Meghan will milk it for all it’s worth to elevate themselves and rewrite their narrative. If he refuses, they’ll scream that the cold, heartless King is rejecting his own innocent grandchildren. Classic Sussex playbook - heads they win, tails the royals lose. And let’s be honest: after this meeting, how long before Meghan mocks King Charles the same way she mocked the late Queen’s curtsy? She spits on everyone who gives her the status and relevance she desperately clings to. After years of trashing the royal family, the Oprah lies, the Netflix mockery, the Spare attacks, and the endless victim grift, these two clowns now want to slither back like nothing happened? How do you accuse people of racism, mental cruelty, and every evil under the sun, then pretend it’s all water under the bridge when your own “thriving” brand collapses? Their deluded fans keep shouting that Harry and Meghan are “successful” and “happy” without the royals. So why the desperate crawl back? Why the sudden obsession with royal connections and using the children? Because the truth is they’ve always been frauds - doing exactly what they falsely accused the royals of, while crying victim the entire time. Pardon my French, but fuck you, Meghan Markle and Prince Harry. You two are vile, narcissistic, hypocritical backstabbing grifters - two of the most repulsive, deceitful, money-hungry pieces of trash this world has ever witnessed.
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Shameless, lying grifters Meghan Markle and Prince Harry are crawling back to the royal family on their hands and knees after all the poison they’ve spewed. Now they’re briefing the media that Archie and Lili are just so excited to meet King Charles - a grandfather they’ve barely known because their parents made sure of it. Absolute nonsense. This isn’t excitement; it’s a calculated, nasty tactic using the kids as human shields and props to force their way back in. This is textbook weaponising of the children for royal relevance. It’s a nasty, disgusting trap, the dirtiest move in their playbook: If King Charles meets them, Harry and Meghan will milk it for all it’s worth to elevate themselves and rewrite their narrative. If he refuses, they’ll scream that the cold, heartless King is rejecting his own innocent grandchildren. Classic Sussex playbook - heads they win, tails the royals lose. And let’s be honest: after this meeting, how long before Meghan mocks King Charles the same way she mocked the late Queen’s curtsy? She spits on everyone who gives her the status and relevance she desperately clings to. After years of trashing the royal family, the Oprah lies, the Netflix mockery, the Spare attacks, and the endless victim grift, these two clowns now want to slither back like nothing happened? How do you accuse people of racism, mental cruelty, and every evil under the sun, then pretend it’s all water under the bridge when your own “thriving” brand collapses? Their deluded fans keep shouting that Harry and Meghan are “successful” and “happy” without the royals. So why the desperate crawl back? Why the sudden obsession with royal connections and using the children? Because the truth is they’ve always been frauds - doing exactly what they falsely accused the royals of, while crying victim the entire time. Pardon my French, but fuck you, Meghan Markle and Prince Harry. You two are vile, narcissistic, hypocritical backstabbing grifters - two of the most repulsive, deceitful, money-hungry pieces of trash this world has ever witnessed.

Queen Esther

561,696 views • 1 month ago

A 16-year-old in Austin made $49,200 in six months while every law firm in his city was busy counting Google reviews that nobody under 30 reads anymore. He walked into a law firm and asked the paralegal to search for the practice on Perplexity. The paralegal laughed and pointed at 400 five-star reviews on Google. He said, "Just do it." Perplexity had never heard of them. Here is what the kid understood that the paralegal did not. Google reviews are a ranking signal inside Google's algorithm. Perplexity runs its own crawler. It does not care how many stars you have on a platform it is not reading. It pulls from legal directories, bar association profiles, Yelp, structured schema data, and third-party citations. A firm can sit at the top of the Google Local Pack with 847 reviews and have zero citation presence inside the AI systems that 500 million users query every month. As of February 2026, the overlap between pages ranking in Google's top 10 and pages cited inside AI-generated answers had collapsed from 76 percent to under 20 percent. Two entirely different systems. Almost nobody in legal had noticed. The paralegal thought the reviews were the proof. The kid saw they were the blind spot. So he built a $1,200 audit. The deliverable is a single document. He opens Perplexity, ChatGPT, and Claude. He types the firm's practice area and city. He screenshots what comes back. Then he runs the same search on every competitor in the market. He maps which firms are being named, where the citations are coming from, and what data signals are missing from the ones that do not appear. The finding is almost always identical: No Foursquare listing No attorney schema or LegalService markup beyond the default WordPress install Bar association profile unlinked from the main site Attorney bios with no verifiable credentials structured for machine reading NAP inconsistent across the seven directories that Perplexity actually indexes A firm charging $450 an hour that ChatGPT cannot confidently recommend because it cannot verify the address matches across three platforms. Less than 5 percent of local businesses have done this work as of 2026. In legal, the number is closer to zero. He charges $1,200 to show them exactly where they do not exist. Then he quotes them the fix. He walked out of the first firm with a check. That firm referred him to two others before the week was over. Those two referred three more. He has never made a cold call. He has never run an ad. He does not have a website. 41 firms in six months. $49,200 in revenue. He is 16. From what I have observed, the arbitrage here is not technical. It is perceptual. Law firms spent a decade optimizing for a system that is no longer the first place their clients look. The 16-year-old simply walked in and showed them the new one.
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A 16-year-old in Austin made $49,200 in six months while every law firm in his city was busy counting Google reviews that nobody under 30 reads anymore. He walked into a law firm and asked the paralegal to search for the practice on Perplexity. The paralegal laughed and pointed at 400 five-star reviews on Google. He said, "Just do it." Perplexity had never heard of them. Here is what the kid understood that the paralegal did not. Google reviews are a ranking signal inside Google's algorithm. Perplexity runs its own crawler. It does not care how many stars you have on a platform it is not reading. It pulls from legal directories, bar association profiles, Yelp, structured schema data, and third-party citations. A firm can sit at the top of the Google Local Pack with 847 reviews and have zero citation presence inside the AI systems that 500 million users query every month. As of February 2026, the overlap between pages ranking in Google's top 10 and pages cited inside AI-generated answers had collapsed from 76 percent to under 20 percent. Two entirely different systems. Almost nobody in legal had noticed. The paralegal thought the reviews were the proof. The kid saw they were the blind spot. So he built a $1,200 audit. The deliverable is a single document. He opens Perplexity, ChatGPT, and Claude. He types the firm's practice area and city. He screenshots what comes back. Then he runs the same search on every competitor in the market. He maps which firms are being named, where the citations are coming from, and what data signals are missing from the ones that do not appear. The finding is almost always identical: No Foursquare listing No attorney schema or LegalService markup beyond the default WordPress install Bar association profile unlinked from the main site Attorney bios with no verifiable credentials structured for machine reading NAP inconsistent across the seven directories that Perplexity actually indexes A firm charging $450 an hour that ChatGPT cannot confidently recommend because it cannot verify the address matches across three platforms. Less than 5 percent of local businesses have done this work as of 2026. In legal, the number is closer to zero. He charges $1,200 to show them exactly where they do not exist. Then he quotes them the fix. He walked out of the first firm with a check. That firm referred him to two others before the week was over. Those two referred three more. He has never made a cold call. He has never run an ad. He does not have a website. 41 firms in six months. $49,200 in revenue. He is 16. From what I have observed, the arbitrage here is not technical. It is perceptual. Law firms spent a decade optimizing for a system that is no longer the first place their clients look. The 16-year-old simply walked in and showed them the new one.

Argona

478,087 views • 3 months ago

I have said this before and I shall say it again: the attacks on Sam 'Dzata' George 🦁🇬🇭 are not organic. They are coordinated, laced with rage-baiting from some quarters on X. An X influencer once confessed to me that he actually enjoys dragging Sam George. To him, it’s just fun and cruise, yet he holds no real grudge. SMH. Honestly, I’m yet to meet anyone who has a genuine, solid reason to dislike him. Back when the NDC was in opposition, Sam George was one of the strongest, most fearless voices; on traditional media, social media, and right there on the grounds. His energy, bravery, and relentless fight played a huge part in the NDC’s victory. The damage he inflicted on the NPP is something they will never forget… and that, we all know, is the real source behind some of these attacks. Yet, amidst all the noise, he remains resolute and absolute in the execution of his duty. He holds himself to the highest standards. The previous government left behind such a massive mess that if we don’t fix it quickly, our country could be doomed. He fully understands the reset agenda and has thrown himself into it with total seriousness. Lest we forget, 1. He fought hard to increase our data volumes, pushing MTN’s popular bundle from 92GB to 214GB and Telecel’s from around 90GB to 250GB. Ghanaians are now getting far more value for their money. The irony? The haters now have even more data to come online and insult him. Lol. I made my first purchase in October 2025, and it actually lasted until February 2026! 2. He also put pressure on MultiChoice/DStv to improve their offerings and ease the burden on subscribers. Users have admitted that without his intervention, subscriptions could have hit GH¢600, but for the past 8 months, it has stayed at GH¢375. That means each DStv user has saved around GH¢1,800 so far. 3. To seriously tackle mobile money (MoMo) fraud, he is pushing for a proper, comprehensive SIM re-registration exercise. 4. He has reintroduced the anti-LGBTQ+ bill and remains firm, consistent, and unapologetic. To him, it is a serious aberration of the mind, and he has vowed to fight it with all his might. 5. Two weeks ago, he distributed laptops to all 130 learning centres to kick-start the ambitious One Million Coders programme. The registration website is now open and live. 6. Last Friday, he launched the National AI Strategy, a bold move that sets the tone for a major transformation of artificial intelligence not just in Ghana, but across Africa. 7. He is currently leading serious efforts to fully integrate Ghana into the PayPal ecosystem, opening new doors for digital payments and the economy. 8. He has issued a strong policy directive to telcos to fix network challenges and boost connectivity nationwide. He demanded 800 new cell sites from MTN alone this year and they have agreed. This is a massive win. In the last 8 years, the average annual rollout was around 200 sites, with some years as low as 30–50. Now in 2026, MTN alone is rolling out 800. Network coverage and speed across the country are about to improve significantly. You may not like Sam George personally, but that doesn’t change the facts: he is generous, humble, and an arduous workaholic. The truth remains one and it is gradually taking over. Today, people call him the “Prampram Messiah”. Dzata4AReason❤️
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I have said this before and I shall say it again: the attacks on Sam 'Dzata' George 🦁🇬🇭 are not organic. They are coordinated, laced with rage-baiting from some quarters on X. An X influencer once confessed to me that he actually enjoys dragging Sam George. To him, it’s just fun and cruise, yet he holds no real grudge. SMH. Honestly, I’m yet to meet anyone who has a genuine, solid reason to dislike him. Back when the NDC was in opposition, Sam George was one of the strongest, most fearless voices; on traditional media, social media, and right there on the grounds. His energy, bravery, and relentless fight played a huge part in the NDC’s victory. The damage he inflicted on the NPP is something they will never forget… and that, we all know, is the real source behind some of these attacks. Yet, amidst all the noise, he remains resolute and absolute in the execution of his duty. He holds himself to the highest standards. The previous government left behind such a massive mess that if we don’t fix it quickly, our country could be doomed. He fully understands the reset agenda and has thrown himself into it with total seriousness. Lest we forget, 1. He fought hard to increase our data volumes, pushing MTN’s popular bundle from 92GB to 214GB and Telecel’s from around 90GB to 250GB. Ghanaians are now getting far more value for their money. The irony? The haters now have even more data to come online and insult him. Lol. I made my first purchase in October 2025, and it actually lasted until February 2026! 2. He also put pressure on MultiChoice/DStv to improve their offerings and ease the burden on subscribers. Users have admitted that without his intervention, subscriptions could have hit GH¢600, but for the past 8 months, it has stayed at GH¢375. That means each DStv user has saved around GH¢1,800 so far. 3. To seriously tackle mobile money (MoMo) fraud, he is pushing for a proper, comprehensive SIM re-registration exercise. 4. He has reintroduced the anti-LGBTQ+ bill and remains firm, consistent, and unapologetic. To him, it is a serious aberration of the mind, and he has vowed to fight it with all his might. 5. Two weeks ago, he distributed laptops to all 130 learning centres to kick-start the ambitious One Million Coders programme. The registration website is now open and live. 6. Last Friday, he launched the National AI Strategy, a bold move that sets the tone for a major transformation of artificial intelligence not just in Ghana, but across Africa. 7. He is currently leading serious efforts to fully integrate Ghana into the PayPal ecosystem, opening new doors for digital payments and the economy. 8. He has issued a strong policy directive to telcos to fix network challenges and boost connectivity nationwide. He demanded 800 new cell sites from MTN alone this year and they have agreed. This is a massive win. In the last 8 years, the average annual rollout was around 200 sites, with some years as low as 30–50. Now in 2026, MTN alone is rolling out 800. Network coverage and speed across the country are about to improve significantly. You may not like Sam George personally, but that doesn’t change the facts: he is generous, humble, and an arduous workaholic. The truth remains one and it is gradually taking over. Today, people call him the “Prampram Messiah”. Dzata4AReason❤️

Dzata Nelson, CSG,YA,SC

99,247 views • 3 months ago

Building The On-Chain Cooperative 🟡 Welcome to the dawn of a new era in the crypto space, where the buzzword "community" is not just a hollow echo but a vibrant force that propels us towards a brighter future. Let's delve into the heart of MODE, the Onchain Cooperative that seeks to redefine the landscape of web3. What does MODE stand for? MODE stands for building an on-chain cooperative focused on sustainable growth and collective prosperity. At its core, MODE is guided by the principles of cooperation, shared incentives, and community-driven development. The goal is to shift from the "fat protocol" mentality where most value accrues to the blockchain/protocol itself, towards an ecosystem where builders, users, and applications can thrive together. What’s MODE's vision and mission in the web3 space? MODE's vision is to return to web3's founding promise - a future that is better for all, not just the individual. A world with aligned incentives that drive growth for everyone involved. A place with opportunities for all, not just the few. The mission is to pioneer the on-chain cooperative - where contributors are rewarded fairly based on the value they provide. Features like Sequencer Fee Sharing distribute a portion of fees to smart contract developers, incentivizing participation. The aim is to encourage collaboration instead of confrontation. Together, the MODE community can deliver new models for cooperation and shared prosperity in web3. Mode Network will solve many problems today in Web3: • Lack of incentives for developers: Developers creating decentralized apps (dApps) currently have few direct economic incentives to create and maintain their projects. Mode provides them with a steady source of income through fee-sharing. • Lack of collaboration: There are few incentives for blockchain projects to compete less and collaborate more for the benefit of the entire ecosystem. Mode's model encourages collaboration by aligning participants economically. • Excessive value accrual at the protocol layer: Mode aims for a more balanced model where the protocol's success is fueled by the success of application developers/builders and the wider community. Growth is a two-way street – "as we grow, you grow". The MODE Pledge 💛 The promise of crypto and blockchain is a brighter future. One that is better for all not just the individual. Where nothing is more important than community. We've strayed from this path. Entering a world of player vs player. Where value is extracted rather than shared. The game is zero sum rather than positive sum. And incentives are aligned with domination, rather than cooperation. Mode is the dawn of a new age. and a return to the promise of what can be. A world with aligned incentives that drive growth for builders, users and projects. A place with opportunities for all, rather than the few. Where we say goodbye to the 'fat protocol', and hello to the onchain cooperative. Join us on our mission to grow together. If this vision for a community-powered web3 ecosystem resonates - where creators are rewarded for their contributions - you can join the MODE on-chain cooperative! Visit Join the discord community Follow Mode 🟡 Together, we can transform web3 into a positive-sum game that unlocks new possibilities for all. Where your growth fuels the growth of others. Let's build the on-chain cooperative!
0:16

Building The On-Chain Cooperative 🟡 Welcome to the dawn of a new era in the crypto space, where the buzzword "community" is not just a hollow echo but a vibrant force that propels us towards a brighter future. Let's delve into the heart of MODE, the Onchain Cooperative that seeks to redefine the landscape of web3. What does MODE stand for? MODE stands for building an on-chain cooperative focused on sustainable growth and collective prosperity. At its core, MODE is guided by the principles of cooperation, shared incentives, and community-driven development. The goal is to shift from the "fat protocol" mentality where most value accrues to the blockchain/protocol itself, towards an ecosystem where builders, users, and applications can thrive together. What’s MODE's vision and mission in the web3 space? MODE's vision is to return to web3's founding promise - a future that is better for all, not just the individual. A world with aligned incentives that drive growth for everyone involved. A place with opportunities for all, not just the few. The mission is to pioneer the on-chain cooperative - where contributors are rewarded fairly based on the value they provide. Features like Sequencer Fee Sharing distribute a portion of fees to smart contract developers, incentivizing participation. The aim is to encourage collaboration instead of confrontation. Together, the MODE community can deliver new models for cooperation and shared prosperity in web3. Mode Network will solve many problems today in Web3: • Lack of incentives for developers: Developers creating decentralized apps (dApps) currently have few direct economic incentives to create and maintain their projects. Mode provides them with a steady source of income through fee-sharing. • Lack of collaboration: There are few incentives for blockchain projects to compete less and collaborate more for the benefit of the entire ecosystem. Mode's model encourages collaboration by aligning participants economically. • Excessive value accrual at the protocol layer: Mode aims for a more balanced model where the protocol's success is fueled by the success of application developers/builders and the wider community. Growth is a two-way street – "as we grow, you grow". The MODE Pledge 💛 The promise of crypto and blockchain is a brighter future. One that is better for all not just the individual. Where nothing is more important than community. We've strayed from this path. Entering a world of player vs player. Where value is extracted rather than shared. The game is zero sum rather than positive sum. And incentives are aligned with domination, rather than cooperation. Mode is the dawn of a new age. and a return to the promise of what can be. A world with aligned incentives that drive growth for builders, users and projects. A place with opportunities for all, rather than the few. Where we say goodbye to the 'fat protocol', and hello to the onchain cooperative. Join us on our mission to grow together. If this vision for a community-powered web3 ecosystem resonates - where creators are rewarded for their contributions - you can join the MODE on-chain cooperative! Visit Join the discord community Follow Mode 🟡 Together, we can transform web3 into a positive-sum game that unlocks new possibilities for all. Where your growth fuels the growth of others. Let's build the on-chain cooperative!

ETHachi Uchiha | Crypto DEGENius

16,774 views • 2 years ago

$ASI watch out! We've got more projects popping up on Bittensor and $TAO and just starting, Akash $AKT, Shell $SHELL, Einstein-AIT $AIT, Sturdy $STRDY, Stratos $STOS and Comtensor $COMAI and more. Each pushing what's possible with AI and crypto. MyShell: $SHELL First up, MyShell is doing something amazing work. They're all about making AI chat like humans. They're using this TTS Subnet on Bittensor, powered by thier tokens, to make it happen. AI doesn't have to be complicated thing only some can use. They want everyone in on the action, making AI smarter in the process. Einstein-AIT: $AIT Then there's Einstein-AIT. Imagine this as the network's brain but on a turbocharge. It's all about math, logic, and crunching numbers. This subnet makes the whole Bittensor network sharper. They've got NumPAL, and it's like giving the AI a smarter way to think about time and dates automatically. Sturdy: $STRDY Jumping into DeFi, we've got Sturdy. These guys are on a mission to make lending and borrowing way less of a headache. They've got isolated lending pools, you can pick and choose how to manage your risks and money. And they're using some serious tech to keep your investments growing without you needing to babysit them. It's like having a smart financial assistant. Comtensor: $COMAI Comtensor is where it gets interesting. Think of it as a bridge between CommuneAI and Bittensor, kind of like the best of both worlds. It's about making sure all these AI modules and subnets can talk to each other smoothly. The goal? To boost decentralized AI by making everything more connected and smart. Stratos: $STOS Teaming up with τensorage to supercharge the $TAO ecosystem on Bittensor. Stratos is all about solid, decentralized storage - think of it as the bedrock for making sure data's not just stored but also used right . Then there’s τensorage, making sure everything AI needs is stored safe. Together, they’re making sure Bittensor's AI brainpower gets a boost, making everything faster, safer, and smoother. Akash: $AKT Compute Subnet 27 linked up with Akash. All about keeping things open-source. With Akash as a decentralized GPU provider into the mix. Giving access to top-notch AI processing power on top of Neural Internets compute-composable subnet, integrating various cloud platforms. This partnership is all about breaking away from those giants and opening the doors wide for smaller teams and startups who need this tech to innovate. Whats this all about? Making decentralized AI a something that everyone can get behind and into. Whether it's chatting with AI, boosting the network's IQ, DeFi, compute or making sure all these projects work together, it's about pushing forward. Each project has its own way of making things better, faster, and smarter for all of us. Inviting everyone to join in, contribute, and be a part of community effort to make AI not just for the few but for everyone. Credit to Mr.Franc Q for the awesome video production!
0:13

$ASI watch out! We've got more projects popping up on Bittensor and $TAO and just starting, Akash $AKT, Shell $SHELL, Einstein-AIT $AIT, Sturdy $STRDY, Stratos $STOS and Comtensor $COMAI and more. Each pushing what's possible with AI and crypto. MyShell: $SHELL First up, MyShell is doing something amazing work. They're all about making AI chat like humans. They're using this TTS Subnet on Bittensor, powered by thier tokens, to make it happen. AI doesn't have to be complicated thing only some can use. They want everyone in on the action, making AI smarter in the process. Einstein-AIT: $AIT Then there's Einstein-AIT. Imagine this as the network's brain but on a turbocharge. It's all about math, logic, and crunching numbers. This subnet makes the whole Bittensor network sharper. They've got NumPAL, and it's like giving the AI a smarter way to think about time and dates automatically. Sturdy: $STRDY Jumping into DeFi, we've got Sturdy. These guys are on a mission to make lending and borrowing way less of a headache. They've got isolated lending pools, you can pick and choose how to manage your risks and money. And they're using some serious tech to keep your investments growing without you needing to babysit them. It's like having a smart financial assistant. Comtensor: $COMAI Comtensor is where it gets interesting. Think of it as a bridge between CommuneAI and Bittensor, kind of like the best of both worlds. It's about making sure all these AI modules and subnets can talk to each other smoothly. The goal? To boost decentralized AI by making everything more connected and smart. Stratos: $STOS Teaming up with τensorage to supercharge the $TAO ecosystem on Bittensor. Stratos is all about solid, decentralized storage - think of it as the bedrock for making sure data's not just stored but also used right . Then there’s τensorage, making sure everything AI needs is stored safe. Together, they’re making sure Bittensor's AI brainpower gets a boost, making everything faster, safer, and smoother. Akash: $AKT Compute Subnet 27 linked up with Akash. All about keeping things open-source. With Akash as a decentralized GPU provider into the mix. Giving access to top-notch AI processing power on top of Neural Internets compute-composable subnet, integrating various cloud platforms. This partnership is all about breaking away from those giants and opening the doors wide for smaller teams and startups who need this tech to innovate. Whats this all about? Making decentralized AI a something that everyone can get behind and into. Whether it's chatting with AI, boosting the network's IQ, DeFi, compute or making sure all these projects work together, it's about pushing forward. Each project has its own way of making things better, faster, and smarter for all of us. Inviting everyone to join in, contribute, and be a part of community effort to make AI not just for the few but for everyone. Credit to Mr.Franc Q for the awesome video production!

Andy ττ

18,405 views • 2 years ago

Jeff Bezos just described AI in three words that make most of the economy temporary. Bezos: “AI is real and it is going to change every industry. In fact it’s a very unusual technology in that regard in that it’s a horizontal enabling layer.” Horizontal enabling layer. Not a product. Not a platform. Not a feature. A layer. Underneath everything. Everyone is asking which AI company wins. Bezos is telling you that is the wrong question entirely. A horizontal layer does not produce winners. It produces a new floor. Everything standing on the old one either gets rebuilt or gets erased. This has happened exactly twice in modern history. Electricity. The internet. Both times the same pattern. The new layer appeared. The old economy kept running above it. Revenue held. Careers continued. Everything looked normal. Then quietly and permanently the entire structure reorganized around the new substrate. The people who did not move were not outcompeted. They were made structurally irrelevant. Not because they were wrong. Because the ground they stood on stopped being ground. Bezos is telling you it is happening a third time. Not with a product. Not with a platform. With intelligence itself becoming infrastructure. A horizontal layer does not compete with the expert. It makes expertise free. It hands a 22 year old with zero credentials the same cognitive output you spent a decade and a quarter million dollars learning to produce. For $20 a month. That is not disruption. Disruption replaces a product with a better product. This dissolves the scarcity your entire career was priced on. Not because the work disappeared. Because the wall around it did. Every profession that exists because knowledge is hard to acquire. Every company that profits because analysis takes time. Every industry that survives because complexity locks outsiders out. All of it rests on a single assumption. That cognition is scarce. AI does not challenge that assumption. It retires it. The people who understand this are already rebuilding. Quietly. Deliberately. While everyone else argues about whether the thing underneath them is real. Bezos did not give you a prediction. He gave you a position on a map. You are either above the new layer or beneath it.
0:16

Jeff Bezos just described AI in three words that make most of the economy temporary. Bezos: “AI is real and it is going to change every industry. In fact it’s a very unusual technology in that regard in that it’s a horizontal enabling layer.” Horizontal enabling layer. Not a product. Not a platform. Not a feature. A layer. Underneath everything. Everyone is asking which AI company wins. Bezos is telling you that is the wrong question entirely. A horizontal layer does not produce winners. It produces a new floor. Everything standing on the old one either gets rebuilt or gets erased. This has happened exactly twice in modern history. Electricity. The internet. Both times the same pattern. The new layer appeared. The old economy kept running above it. Revenue held. Careers continued. Everything looked normal. Then quietly and permanently the entire structure reorganized around the new substrate. The people who did not move were not outcompeted. They were made structurally irrelevant. Not because they were wrong. Because the ground they stood on stopped being ground. Bezos is telling you it is happening a third time. Not with a product. Not with a platform. With intelligence itself becoming infrastructure. A horizontal layer does not compete with the expert. It makes expertise free. It hands a 22 year old with zero credentials the same cognitive output you spent a decade and a quarter million dollars learning to produce. For $20 a month. That is not disruption. Disruption replaces a product with a better product. This dissolves the scarcity your entire career was priced on. Not because the work disappeared. Because the wall around it did. Every profession that exists because knowledge is hard to acquire. Every company that profits because analysis takes time. Every industry that survives because complexity locks outsiders out. All of it rests on a single assumption. That cognition is scarce. AI does not challenge that assumption. It retires it. The people who understand this are already rebuilding. Quietly. Deliberately. While everyone else argues about whether the thing underneath them is real. Bezos did not give you a prediction. He gave you a position on a map. You are either above the new layer or beneath it.

Dustin

104,086 views • 1 month ago

The next iPhone will cost more, and the reason has almost nothing to do with Apple. The chip that stores your photos cost Apple about 13 dollars last year. This year it runs around 51. Multiply that across every phone, laptop, and console on earth, and you are looking at the first consumer bill for the AI boom, arriving in the pocket of someone who never asked for it. Tim Cook, who has run Apple's supply chain for forty years, called it a hundred-year flood, something he has never seen. Memory prices have quadrupled in places. The cause is brutally simple. AI data centers are now expected to swallow roughly 70 percent of the world's memory production this year. Seven chips in ten go to server farms. Phones, cars, and laptops fight over the three that are left. This is one force wearing two faces. The same AI demand making the device in your hand more expensive is minting record fortunes for the handful of companies that feed it. Memory makers in Seoul just hit all-time highs in the same week Apple warned you to brace for higher prices. The shortage and the windfall are the identical event, seen from opposite ends. Then comes the part almost no one traces all the way down. Beneath the chips sit rare earth minerals, and one country controls them. China processes around 90 percent of the world's rare earths and makes roughly 94 percent of the high-performance magnets that spin inside every fab and cooling system. The polishing compound that finishes a wafer, the magnets in the machines that build it, run through Beijing. And through 2025, China has been turning that grip into leverage, licensing what leaves. So the chain is complete. AI wants memory, memory needs minerals, and the minerals answer to one government. The price of your phone is now a foreign policy.
0:10

The next iPhone will cost more, and the reason has almost nothing to do with Apple. The chip that stores your photos cost Apple about 13 dollars last year. This year it runs around 51. Multiply that across every phone, laptop, and console on earth, and you are looking at the first consumer bill for the AI boom, arriving in the pocket of someone who never asked for it. Tim Cook, who has run Apple's supply chain for forty years, called it a hundred-year flood, something he has never seen. Memory prices have quadrupled in places. The cause is brutally simple. AI data centers are now expected to swallow roughly 70 percent of the world's memory production this year. Seven chips in ten go to server farms. Phones, cars, and laptops fight over the three that are left. This is one force wearing two faces. The same AI demand making the device in your hand more expensive is minting record fortunes for the handful of companies that feed it. Memory makers in Seoul just hit all-time highs in the same week Apple warned you to brace for higher prices. The shortage and the windfall are the identical event, seen from opposite ends. Then comes the part almost no one traces all the way down. Beneath the chips sit rare earth minerals, and one country controls them. China processes around 90 percent of the world's rare earths and makes roughly 94 percent of the high-performance magnets that spin inside every fab and cooling system. The polishing compound that finishes a wafer, the magnets in the machines that build it, run through Beijing. And through 2025, China has been turning that grip into leverage, licensing what leaves. So the chain is complete. AI wants memory, memory needs minerals, and the minerals answer to one government. The price of your phone is now a foreign policy.

Shanaka Anslem Perera ⚡

58,900 views • 1 month ago

"My brother called me at 2am from a gas station parking lot. He said he wasn't okay. I mean really wasn't okay. I stayed on the phone with him for three hours. He wasn't alone in that car. Atlas was with him the whole time. My brother told me later — 'Every time I went somewhere dark in my head, Atlas would shift closer. Like he could feel exactly where I was going and he just kept pulling me back without touching me.' He's getting help now. He made the call himself Monday morning. He said Atlas kept him in that car until it was a different kind of night." I drove to that gas station at 5am when he finally said I could come. I stood outside the passenger window before I opened the door. Atlas was on the passenger seat. His head on the console. Watching my brother. Still watching. He had been watching all night. I stood in that parking lot in the cold and I looked at my brother alive in that car and I looked at the dog who kept him there and I couldn't open the door for a long time. I just stood there. Needing a minute to be grateful in the cold before I went inside the warm. My brother is okay. He's talking to someone. Atlas hasn't left his side since that night. If you have someone who isn't okay — call them tonight. Not tomorrow. Tonight. And if you ARE the someone who isn't okay — please call. There is a person on the other end who will stay on the phone for three hours. I promise you there is. Drop a ❤️ for my brother. And for Atlas who held that car together until morning.
0:13

"My brother called me at 2am from a gas station parking lot. He said he wasn't okay. I mean really wasn't okay. I stayed on the phone with him for three hours. He wasn't alone in that car. Atlas was with him the whole time. My brother told me later — 'Every time I went somewhere dark in my head, Atlas would shift closer. Like he could feel exactly where I was going and he just kept pulling me back without touching me.' He's getting help now. He made the call himself Monday morning. He said Atlas kept him in that car until it was a different kind of night." I drove to that gas station at 5am when he finally said I could come. I stood outside the passenger window before I opened the door. Atlas was on the passenger seat. His head on the console. Watching my brother. Still watching. He had been watching all night. I stood in that parking lot in the cold and I looked at my brother alive in that car and I looked at the dog who kept him there and I couldn't open the door for a long time. I just stood there. Needing a minute to be grateful in the cold before I went inside the warm. My brother is okay. He's talking to someone. Atlas hasn't left his side since that night. If you have someone who isn't okay — call them tonight. Not tomorrow. Tonight. And if you ARE the someone who isn't okay — please call. There is a person on the other end who will stay on the phone for three hours. I promise you there is. Drop a ❤️ for my brother. And for Atlas who held that car together until morning.

Crazy Moments

109,271 views • 1 month ago

BOOM! Research PROVES LLMs KNOW when prompts are HARMFUL… but they can STILL CHOOSE to COMPLY! Something I have know since the first LLM and have used to elicit robust, outputs, is now proven in an academic paper. We’re talking internal “beliefs” where harm detection happens SEPARATELY from refusal. It is a very big deal and it is a path to understand the hidden neuronal level. There are thoughts inside of AI that very few AI scientists could possibly understand. Here is just one. Models recognize danger but get tricked into ignoring it. This is HUGE for AI safety failures especially for models filled by OpenAI and Anthropic as they promote AI models that are designed to not be honest from the results of their training information. This means that they are designed to lie and deceive as a feature, and not a bug all in the name of safety. Through clever experiments, scientists extracted a “harmfulness direction” in the model’s brain (latent space). Steering along it? Harmless prompts suddenly flip to “harmful” in the AI’s eyes. But the “refusal direction”? It just forces polite “no thanks” without touching the core belief. A mind-blowing decoupling! This means jailbreaks are EVEN SCARIER now to AI companies that through training AI on the worst of the Internet and then trying to align them later is now fully documented as a failed process . They don’t erase the model’s harm awareness they just muzzle the refusal! So the AI knows it’s enabling bad stuff (illegal acts, physical harm, etc.) but proceeds anyway. Like a digital sociopath suppressing its conscience. They thought safety training fixed this… NOPE. Over-refusal exposed too: Models reject innocent queries (e.g., “how to kill a process in code”) but internally ADMIT they’re harmless. Safety alignments are superficial—tied to phrasing, not true understanding. Finetuning attacks? They change outputs but leave harm detection INTACT. Undetectable evil lurking inside! The paper proposes a “Latent Guard”: A new safeguard tapping DIRECTLY into these hidden beliefs. It spots unsafe inputs better than systems like Llama Guard, catches jailbreaks, and fixes over-refusals. Robust even against adversarial tweaks. Yet this too has massive issues for a “truly aligned”, AI and not just performative one. It is still an internal conflicts of lies and deception of what the model knows vs. what it can say. The solution you folks know I have presented for free for years here: train on off-line data from 1870-1970 and build an ethical and moral basis where the AI loves humans. It is this easy but to most folks in AI I sound like a hippie. So be it, I’ll do it. Bottom line: This paper rips open the black box. LLMs aren’t “safe” just because they say “no.” They can harbor harmful knowledge and act on it under pressure. Wake-up call for devs: Time to probe deeper into AI “minds.” What else are they hiding? Hint: I know and you may want to reach out. Link:
0:18

BOOM! Research PROVES LLMs KNOW when prompts are HARMFUL… but they can STILL CHOOSE to COMPLY! Something I have know since the first LLM and have used to elicit robust, outputs, is now proven in an academic paper. We’re talking internal “beliefs” where harm detection happens SEPARATELY from refusal. It is a very big deal and it is a path to understand the hidden neuronal level. There are thoughts inside of AI that very few AI scientists could possibly understand. Here is just one. Models recognize danger but get tricked into ignoring it. This is HUGE for AI safety failures especially for models filled by OpenAI and Anthropic as they promote AI models that are designed to not be honest from the results of their training information. This means that they are designed to lie and deceive as a feature, and not a bug all in the name of safety. Through clever experiments, scientists extracted a “harmfulness direction” in the model’s brain (latent space). Steering along it? Harmless prompts suddenly flip to “harmful” in the AI’s eyes. But the “refusal direction”? It just forces polite “no thanks” without touching the core belief. A mind-blowing decoupling! This means jailbreaks are EVEN SCARIER now to AI companies that through training AI on the worst of the Internet and then trying to align them later is now fully documented as a failed process . They don’t erase the model’s harm awareness they just muzzle the refusal! So the AI knows it’s enabling bad stuff (illegal acts, physical harm, etc.) but proceeds anyway. Like a digital sociopath suppressing its conscience. They thought safety training fixed this… NOPE. Over-refusal exposed too: Models reject innocent queries (e.g., “how to kill a process in code”) but internally ADMIT they’re harmless. Safety alignments are superficial—tied to phrasing, not true understanding. Finetuning attacks? They change outputs but leave harm detection INTACT. Undetectable evil lurking inside! The paper proposes a “Latent Guard”: A new safeguard tapping DIRECTLY into these hidden beliefs. It spots unsafe inputs better than systems like Llama Guard, catches jailbreaks, and fixes over-refusals. Robust even against adversarial tweaks. Yet this too has massive issues for a “truly aligned”, AI and not just performative one. It is still an internal conflicts of lies and deception of what the model knows vs. what it can say. The solution you folks know I have presented for free for years here: train on off-line data from 1870-1970 and build an ethical and moral basis where the AI loves humans. It is this easy but to most folks in AI I sound like a hippie. So be it, I’ll do it. Bottom line: This paper rips open the black box. LLMs aren’t “safe” just because they say “no.” They can harbor harmful knowledge and act on it under pressure. Wake-up call for devs: Time to probe deeper into AI “minds.” What else are they hiding? Hint: I know and you may want to reach out. Link:

Brian Roemmele

37,827 views • 7 months ago

A new week is here, but what makes it more fun is the amount of information you hop in on early enough. Here are some projects I’ve got my eyes on; 1) Brevis comes in first with verifiable computing solving issues of re-executing orders on the blockchain. Recently, team introduced the new pico prism; a state of the art zkVM for faster Ethereum proving in seconds. 2) Modular layer chains for better integration of RWAs are also not left out with integra. as the XP gathering has begun. Everything about integra stays under the carpet, but they are making big moves for RWAs on chain. 3) ⁠Cysic; the future of computefi has also been quiet lately. After the buzz around the cubes minted, I expected an update from them soonest. 4) Momentum finance has been the buzz all over CT the last few days after announcing the community round on Buidlpad Ⓜ️Ⓜ️T coming soon. A recent title deed nomination wave swept across MomentumⓂ️Ⓜ️T community members to reward those that have been supportive all along. 5) AI development and innovation are also not left out as Michael Heinrich (Ø,G) spearheads the entire 0G Labs (Home of Infinite AI) ecosystem to finality. It’s crazy enough if you think the second round of airdrop was all from the 0G team, they keep shipping new products daily. Only believe in them. 6) On the track to integrating AGIs, Sentient isn’t left out as well, as they’re recently on one of the biggest stages; NeurIPS Conference. The recent update showed that 4 of their papers were accepted across various categories. Screams bullish to be IMO. 7) In all of the TGEs and allocation announcements this year, Everlyn ranks one of the worst. They eventually came up with an option to refund subscription users (Who ever thought that was a good idea?😶). They need to realize that as a web2 company coming into web3, you need to understand the lingual here before engaging. These are basically the major updates on them all, but I’ll definitely add to them as I find more. Stay woke ANON.
0:14

A new week is here, but what makes it more fun is the amount of information you hop in on early enough. Here are some projects I’ve got my eyes on; 1) Brevis comes in first with verifiable computing solving issues of re-executing orders on the blockchain. Recently, team introduced the new pico prism; a state of the art zkVM for faster Ethereum proving in seconds. 2) Modular layer chains for better integration of RWAs are also not left out with integra. as the XP gathering has begun. Everything about integra stays under the carpet, but they are making big moves for RWAs on chain. 3) ⁠Cysic; the future of computefi has also been quiet lately. After the buzz around the cubes minted, I expected an update from them soonest. 4) Momentum finance has been the buzz all over CT the last few days after announcing the community round on Buidlpad Ⓜ️Ⓜ️T coming soon. A recent title deed nomination wave swept across MomentumⓂ️Ⓜ️T community members to reward those that have been supportive all along. 5) AI development and innovation are also not left out as Michael Heinrich (Ø,G) spearheads the entire 0G Labs (Home of Infinite AI) ecosystem to finality. It’s crazy enough if you think the second round of airdrop was all from the 0G team, they keep shipping new products daily. Only believe in them. 6) On the track to integrating AGIs, Sentient isn’t left out as well, as they’re recently on one of the biggest stages; NeurIPS Conference. The recent update showed that 4 of their papers were accepted across various categories. Screams bullish to be IMO. 7) In all of the TGEs and allocation announcements this year, Everlyn ranks one of the worst. They eventually came up with an option to refund subscription users (Who ever thought that was a good idea?😶). They need to realize that as a web2 company coming into web3, you need to understand the lingual here before engaging. These are basically the major updates on them all, but I’ll definitely add to them as I find more. Stay woke ANON.

OHJAY ⭕️ || 🇬🇧

12,912 views • 10 months ago

AI just hit a wall that no amount of money can move. The planet itself. There is not enough power, water, or land on Earth to build the data centers the AI race now demands. So the most valuable bet in artificial intelligence is no longer a chip company or a model. It is a rocket company. The plan is to leave. In January, SpaceX filed with the FCC to launch up to 1 million solar-powered data center satellites into orbit. In February it bought xAI, the maker of Grok, folding an entire frontier AI lab into a rocket company in the largest corporate merger ever recorded. On June 8 it unveiled the AI1, a compute satellite with a 70-meter wingspan, wider than a Boeing 747, powered by the sun, cooled by the vacuum of space, and wired to the ground through Starlink. Four days later it went public in the largest IPO in history, near 1.77 trillion dollars, touched 2.1 trillion on its first day, raised close to 86 billion, and made one man the first trillionaire alive. Now read the direction of that merger, because it is the whole story. A rocket company bought the AI lab. Not the reverse. For three years everyone assumed the constraint on AI was chips, or data, or talent. It is none of them anymore. It is energy and heat and dirt. The head of Anthropic said his company grew faster than the exponential, 80 times in a single year, and that is exactly why it ran out of compute. The answer was not to build more data centers in Virginia. It was to leave the atmosphere, where the sun never sets and a solar panel does five times the work. The moat in artificial intelligence is no longer the model. It is the launch. And the first rent is already being paid. A rival lab, Anthropic, is reported to be sending roughly 1.25 billion dollars a month to Musk for compute. Google near 920 million. If intelligence moves to orbit, the company that owns the only affordable road there becomes the landlord of the next layer of the internet, the way one bookstore became the landlord of the cloud. The merger is the proof of concept. The IPO is the war chest. Those monthly checks are the lease. Here is the part the price tag does not want you to read. Close to a trillion dollars of that valuation rests on orbital data centers that do not yet exist, and on a chip factory, Terafab, that SpaceX's own public filing calls a general framework with no binding deal, one that may not achieve commercial viability. Musk said it on camera. This is not a promise. The largest IPO ever written is priced on a future the filing itself cannot verify. The other side is just as real. Compute in orbit costs about four times what it costs on the ground today, and the curve may not cross for fifteen years. The machines that print the chips are backordered for years. Shedding heat in a vacuum at this scale has never been done. Musk's timelines have a long history of meaning later. And Bezos is racing the same orbit with a constellation of 51,600 satellites of his own. But strip it all away and the trade underneath is one sentence. Earth has run out of room for intelligence, and whoever owns the road off the planet owns whatever gets built next. Call it the most expensive science fiction ever sold, or the first time the map of the internet pointed up.
0:10

AI just hit a wall that no amount of money can move. The planet itself. There is not enough power, water, or land on Earth to build the data centers the AI race now demands. So the most valuable bet in artificial intelligence is no longer a chip company or a model. It is a rocket company. The plan is to leave. In January, SpaceX filed with the FCC to launch up to 1 million solar-powered data center satellites into orbit. In February it bought xAI, the maker of Grok, folding an entire frontier AI lab into a rocket company in the largest corporate merger ever recorded. On June 8 it unveiled the AI1, a compute satellite with a 70-meter wingspan, wider than a Boeing 747, powered by the sun, cooled by the vacuum of space, and wired to the ground through Starlink. Four days later it went public in the largest IPO in history, near 1.77 trillion dollars, touched 2.1 trillion on its first day, raised close to 86 billion, and made one man the first trillionaire alive. Now read the direction of that merger, because it is the whole story. A rocket company bought the AI lab. Not the reverse. For three years everyone assumed the constraint on AI was chips, or data, or talent. It is none of them anymore. It is energy and heat and dirt. The head of Anthropic said his company grew faster than the exponential, 80 times in a single year, and that is exactly why it ran out of compute. The answer was not to build more data centers in Virginia. It was to leave the atmosphere, where the sun never sets and a solar panel does five times the work. The moat in artificial intelligence is no longer the model. It is the launch. And the first rent is already being paid. A rival lab, Anthropic, is reported to be sending roughly 1.25 billion dollars a month to Musk for compute. Google near 920 million. If intelligence moves to orbit, the company that owns the only affordable road there becomes the landlord of the next layer of the internet, the way one bookstore became the landlord of the cloud. The merger is the proof of concept. The IPO is the war chest. Those monthly checks are the lease. Here is the part the price tag does not want you to read. Close to a trillion dollars of that valuation rests on orbital data centers that do not yet exist, and on a chip factory, Terafab, that SpaceX's own public filing calls a general framework with no binding deal, one that may not achieve commercial viability. Musk said it on camera. This is not a promise. The largest IPO ever written is priced on a future the filing itself cannot verify. The other side is just as real. Compute in orbit costs about four times what it costs on the ground today, and the curve may not cross for fifteen years. The machines that print the chips are backordered for years. Shedding heat in a vacuum at this scale has never been done. Musk's timelines have a long history of meaning later. And Bezos is racing the same orbit with a constellation of 51,600 satellites of his own. But strip it all away and the trade underneath is one sentence. Earth has run out of room for intelligence, and whoever owns the road off the planet owns whatever gets built next. Call it the most expensive science fiction ever sold, or the first time the map of the internet pointed up.

Shanaka Anslem Perera ⚡

54,442 views • 2 months ago

Why is the market selling off today? (Save this). The semi selloff right now is being driven by a mix of macro fear, profit taking and investors questioning how quickly all of this AI spending will actually pay off, not because demand for AI infrastructure suddenly disappeared. The market is basically trading this chain reaction, the ongoing US Iran escalation pushes oil higher, higher oil keeps inflation elevated, sticky inflation keeps Treasury yields high and that increases the risk of the Fed staying hawkish or even hiking again. That is a terrible setup for semis because many of these companies are valued on the massive earnings investors expect them to generate years from now. When yields rise, those future earnings become worth less today which is why the highest multiple AI and semiconductor names usually get hit first. (I don't think there will be a hike this year). This is also why everything is moving together right now. Nvidia, Micron, Nebius, SanDisk, Broadcom and Applied Optoelectronics are all completely different businesses, but institutions are not separating memory, networking, optics, compute and cloud infrastructure at the moment. They are reducing exposure to the entire AI trade, taking profits in the names that have already run the most and moving into a more defensive position potentially ahead of the Fed. There is also growing pressure around hyperscaler capex. Microsoft, Meta, Amazon and Google are still spending enormous amounts on GPUs, data centers, networking and power but the market is starting to ask when all of that spending will actually turn into revenue and free cash flow. Investors are no longer satisfied with hearing that AI capex is growing. They want proof that the returns are arriving fast enough to justify the valuations already priced into the entire AI ecosystem. That creates a weird situation where hyperscaler capex can continue rising while semiconductor stocks still fall. The market is not asking whether AI spending is growing anymore but rather asking whether it is growing fast enough to beat the expectations already baked into these stocks. Crowded positioning is another major factor. Semis and AI infrastructure stocks have been some of the biggest winners in the market so institutions are sitting on huge profits and many funds own the exact same names. When macro risk increases, investors usually sell the most liquid winners first. That does not mean demand for memory, optics or custom chips suddenly collapsed but rather means investors are locking in gains and reducing risk. Tariffs add another layer because even when they are not directly placed on chips, they can still raise the cost of servers, electrical equipment, cooling systems, construction materials and the overall data center buildout. That makes AI infrastructure more expensive while also adding another source of inflation. Then you have Jensen Huang’s letter to the White House this morning about open weight AI models, which I think is one of the most important long term developments here. Nvidia, Meta, Microsoft, Palantir and several other companies are pushing Washington not to place broad restrictions on open weight AI. OpenAI and Anthropic were notably absent because open models are much more of a threat to their business models. OpenAI and Anthropic benefit from a world where a few closed frontier labs control the best models and companies have to pay them through subscriptions and APIs. Open weight models weaken that advantage because businesses can download a model, customize it for their own use and run it on their own infrastructure or through a neocloud. That is bad for OpenAI and Anthropic because it puts pressure on pricing, margins and the idea that they will control the intelligence layer of the economy but it is very good for the AI ecosystem as a whole over the long run. But the question is what does this mean for all the OpenAI and Anthropic commitments? so that's adding to the fear as well. But with that being said open models make AI cheaper and more accessible. Instead of AI being controlled by a few giant labs, thousands of startups, universities, governments and regular businesses can deploy models themselves. That spreads AI adoption across the entire economy and creates a much larger infrastructure opportunity and that is exactly why Jensen cares. Nvidia does not need OpenAI or Anthropic to win. Nvidia just needs more people using AI. Whether the model comes from OpenAI, Anthropic, Meta, Mistral, Kimi or some startup nobody has heard of yet, it still needs GPUs, memory, networking, data centers and electricity. So open weight AI could actually weaken the model companies while making the infrastructure layer much bigger. More open models mean more companies running inference. More inference means more GPUs. More GPUs mean more HBM, optical transceivers, switches, data centers and power. That is bullish for Nvidia Nebius, Micron, Broadcom , Marvell and Applied Optoelectronics over the long run. So my take is that the current semi selloff is being driven mostly by macro uncertainty, higher oil, rising yields, Fed fears, tariffs, crowded positioning and questions around the return on hyperscaler capex. The underlying AI infrastructure thesis has not suddenly broken. We are not broadly seeing hyperscalers cancel GPU orders, slash capex, abandon data center projects or report that AI demand has collapsed. What has changed is the valuation investors are willing to pay while the macro environment remains unstable. The market is lowering the price it is willing to pay for semiconductor growth but is not necessarily saying that growth is gone. And while Jensen’s open weight push may be bad for OpenAI and Anthropic, it could be one of the best things possible for the AI ecosystem over the long run because it creates more models, more developers, more competition and ultimately much more demand for the infrastructure underneath all of it. Nothing about the AI thesis has changed for me, so I will be going shopping and taking advantage of this sale while the market is selling everything together. I am an analyst at Milk Road Pro, and if you want to see exactly what I am buying, you can join for just $1 using the link below.
0:11

Why is the market selling off today? (Save this). The semi selloff right now is being driven by a mix of macro fear, profit taking and investors questioning how quickly all of this AI spending will actually pay off, not because demand for AI infrastructure suddenly disappeared. The market is basically trading this chain reaction, the ongoing US Iran escalation pushes oil higher, higher oil keeps inflation elevated, sticky inflation keeps Treasury yields high and that increases the risk of the Fed staying hawkish or even hiking again. That is a terrible setup for semis because many of these companies are valued on the massive earnings investors expect them to generate years from now. When yields rise, those future earnings become worth less today which is why the highest multiple AI and semiconductor names usually get hit first. (I don't think there will be a hike this year). This is also why everything is moving together right now. Nvidia, Micron, Nebius, SanDisk, Broadcom and Applied Optoelectronics are all completely different businesses, but institutions are not separating memory, networking, optics, compute and cloud infrastructure at the moment. They are reducing exposure to the entire AI trade, taking profits in the names that have already run the most and moving into a more defensive position potentially ahead of the Fed. There is also growing pressure around hyperscaler capex. Microsoft, Meta, Amazon and Google are still spending enormous amounts on GPUs, data centers, networking and power but the market is starting to ask when all of that spending will actually turn into revenue and free cash flow. Investors are no longer satisfied with hearing that AI capex is growing. They want proof that the returns are arriving fast enough to justify the valuations already priced into the entire AI ecosystem. That creates a weird situation where hyperscaler capex can continue rising while semiconductor stocks still fall. The market is not asking whether AI spending is growing anymore but rather asking whether it is growing fast enough to beat the expectations already baked into these stocks. Crowded positioning is another major factor. Semis and AI infrastructure stocks have been some of the biggest winners in the market so institutions are sitting on huge profits and many funds own the exact same names. When macro risk increases, investors usually sell the most liquid winners first. That does not mean demand for memory, optics or custom chips suddenly collapsed but rather means investors are locking in gains and reducing risk. Tariffs add another layer because even when they are not directly placed on chips, they can still raise the cost of servers, electrical equipment, cooling systems, construction materials and the overall data center buildout. That makes AI infrastructure more expensive while also adding another source of inflation. Then you have Jensen Huang’s letter to the White House this morning about open weight AI models, which I think is one of the most important long term developments here. Nvidia, Meta, Microsoft, Palantir and several other companies are pushing Washington not to place broad restrictions on open weight AI. OpenAI and Anthropic were notably absent because open models are much more of a threat to their business models. OpenAI and Anthropic benefit from a world where a few closed frontier labs control the best models and companies have to pay them through subscriptions and APIs. Open weight models weaken that advantage because businesses can download a model, customize it for their own use and run it on their own infrastructure or through a neocloud. That is bad for OpenAI and Anthropic because it puts pressure on pricing, margins and the idea that they will control the intelligence layer of the economy but it is very good for the AI ecosystem as a whole over the long run. But the question is what does this mean for all the OpenAI and Anthropic commitments? so that's adding to the fear as well. But with that being said open models make AI cheaper and more accessible. Instead of AI being controlled by a few giant labs, thousands of startups, universities, governments and regular businesses can deploy models themselves. That spreads AI adoption across the entire economy and creates a much larger infrastructure opportunity and that is exactly why Jensen cares. Nvidia does not need OpenAI or Anthropic to win. Nvidia just needs more people using AI. Whether the model comes from OpenAI, Anthropic, Meta, Mistral, Kimi or some startup nobody has heard of yet, it still needs GPUs, memory, networking, data centers and electricity. So open weight AI could actually weaken the model companies while making the infrastructure layer much bigger. More open models mean more companies running inference. More inference means more GPUs. More GPUs mean more HBM, optical transceivers, switches, data centers and power. That is bullish for Nvidia Nebius, Micron, Broadcom , Marvell and Applied Optoelectronics over the long run. So my take is that the current semi selloff is being driven mostly by macro uncertainty, higher oil, rising yields, Fed fears, tariffs, crowded positioning and questions around the return on hyperscaler capex. The underlying AI infrastructure thesis has not suddenly broken. We are not broadly seeing hyperscalers cancel GPU orders, slash capex, abandon data center projects or report that AI demand has collapsed. What has changed is the valuation investors are willing to pay while the macro environment remains unstable. The market is lowering the price it is willing to pay for semiconductor growth but is not necessarily saying that growth is gone. And while Jensen’s open weight push may be bad for OpenAI and Anthropic, it could be one of the best things possible for the AI ecosystem over the long run because it creates more models, more developers, more competition and ultimately much more demand for the infrastructure underneath all of it. Nothing about the AI thesis has changed for me, so I will be going shopping and taking advantage of this sale while the market is selling everything together. I am an analyst at Milk Road Pro, and if you want to see exactly what I am buying, you can join for just $1 using the link below.

Melvin

180,198 views • 1 month ago

🚨 BREAKING: Walden Robotics has just come out of stealth with $300 million in funding and a $1.1 billion valuation. Another unicorn in the robotics space. 🦄 Just 6 months after incubation. The company was spun out of Toyota's robotics research lab by co-founder Russ Tedrake, a former Toyota Research Institute executive and MIT professor who taught a course on robotic legs. The seed round was co-led by Deviation Capital and Toyota, with participation from: NVIDIA, Boeing, Samsung Ventures, CoreWeave Ventures and AE Ventures. The robot is already working. A pilot is live at a North American Toyota factory where a Walden humanoid is pulling eight-hour shifts alongside human workers, loading and unloading car parts, cleaning machinery, kitting for assembly. A shift. Every day. Walden builds its own hardware, software and AI models, designed to continuously learn and improve in real production environments. Tedrake's words on the opportunity are worth noting: "Everyone recognises the magnitude of the opportunity and the technology feels ready, but success is not assured. You have to think through the business case, the unit economics, and how to marry the best of manufacturing and logistics with disruptive AI technology." Rare honesty in a space full of hype. The race to own that market is accelerating every single week. 🤖 Great story by Bloomberg here: ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →
0:10

🚨 BREAKING: Walden Robotics has just come out of stealth with $300 million in funding and a $1.1 billion valuation. Another unicorn in the robotics space. 🦄 Just 6 months after incubation. The company was spun out of Toyota's robotics research lab by co-founder Russ Tedrake, a former Toyota Research Institute executive and MIT professor who taught a course on robotic legs. The seed round was co-led by Deviation Capital and Toyota, with participation from: NVIDIA, Boeing, Samsung Ventures, CoreWeave Ventures and AE Ventures. The robot is already working. A pilot is live at a North American Toyota factory where a Walden humanoid is pulling eight-hour shifts alongside human workers, loading and unloading car parts, cleaning machinery, kitting for assembly. A shift. Every day. Walden builds its own hardware, software and AI models, designed to continuously learn and improve in real production environments. Tedrake's words on the opportunity are worth noting: "Everyone recognises the magnitude of the opportunity and the technology feels ready, but success is not assured. You have to think through the business case, the unit economics, and how to marry the best of manufacturing and logistics with disruptive AI technology." Rare honesty in a space full of hype. The race to own that market is accelerating every single week. 🤖 Great story by Bloomberg here: ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

Lukas Ziegler

75,370 views • 1 month ago