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⚡️Kaspa 11 #11 - BlockDAG Kaspa's BlockDAG data structure enables its unique GHOSTDAG consensus algorithm to solve the orphan blocks problem, allowing for high frequency block generation and high scalability. Learn all about this feature and others via the link in the thread. The 10BPS 𝆒 Crescendo update is... show more

Kaspa

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32,642 views • 1 year ago •via X (Twitter)

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NASA ARTEMIS II MISSION UPDATE: DAY 7 The crew and the Orion spacecraft are approximately 57,157 km (35,518 mi) from the Moon. They are also about 380,631 km (236,512 mi) from Earth and are traveling at around 2,029 km/h (1,261 mph). The mission is currently 62.3% completed. Yesterday was a very big day for the mission as this culminated in the Lunar Flyby, which included the closest approach to the Moon at a distance of 4,067 km (6,545 mi), occurring at 11:02 UTC (MET+5/00:25). Following this, a record was set for the furthest distance humans had ever traveled from Earth, at a distance of 406,771 km (252,756 mi), which occurred at 23:02 UTC (MET+5/00:27). The crew also witnessed an Earthrise and solar eclipse during this time, before the lunar observation period concluded. Moving on to today's expected events, first up we have the crew wakeup, which is expected to occur at 15:35 UTC (MET+5/17:00). Following this, Orion will exit the lunar sphere of influence, which is expected to occur at 17:25 UTC (MET+5/18:50). Then, after that, will be the Crew Daily Planning Conference (PDC), which will occur at 18:05 UTC (MET+5/19:30). Moving on to the next event after that is PAO: Orion to ISS crew call (audio only), which is expected to happen at 18:40 UTC (MET+5/20:05). Then, following that, will be the Post Lunar flyby science debrief, which will occur at 19:00 UTC (MET+5/20:25). This will then be followed by a crew off-duty period that will start at 19:30 UTC (MET+5/20:55) and will last until 22:20 UTC (MET+5/23:45). Then, after that, will be the Return Trajectory Correction burn #1 (if needed) at 01:03 UTC (MET+6/02:28). And following that will be crew pre sleep at 04:35 UTC (MET+6/06:00), followed by the sleep period at 07:05 UTC (MET+6/08:30). And don't forget, you can tune into our Artemis II Real-Time Tracking 24/7 stream to watch the rest of the mission! NSF Artemis II Real Time Tracking 24/7 | NSF - NASASpaceflight.com

NASA ARTEMIS II MISSION UPDATE: DAY 7 The crew and the Orion spacecraft are approximately 57,157 km (35,518 mi) from the Moon. They are also about 380,631 km (236,512 mi) from Earth and are traveling at around 2,029 km/h (1,261 mph). The mission is currently 62.3% completed. Yesterday was a very big day for the mission as this culminated in the Lunar Flyby, which included the closest approach to the Moon at a distance of 4,067 km (6,545 mi), occurring at 11:02 UTC (MET+5/00:25). Following this, a record was set for the furthest distance humans had ever traveled from Earth, at a distance of 406,771 km (252,756 mi), which occurred at 23:02 UTC (MET+5/00:27). The crew also witnessed an Earthrise and solar eclipse during this time, before the lunar observation period concluded. Moving on to today's expected events, first up we have the crew wakeup, which is expected to occur at 15:35 UTC (MET+5/17:00). Following this, Orion will exit the lunar sphere of influence, which is expected to occur at 17:25 UTC (MET+5/18:50). Then, after that, will be the Crew Daily Planning Conference (PDC), which will occur at 18:05 UTC (MET+5/19:30). Moving on to the next event after that is PAO: Orion to ISS crew call (audio only), which is expected to happen at 18:40 UTC (MET+5/20:05). Then, following that, will be the Post Lunar flyby science debrief, which will occur at 19:00 UTC (MET+5/20:25). This will then be followed by a crew off-duty period that will start at 19:30 UTC (MET+5/20:55) and will last until 22:20 UTC (MET+5/23:45). Then, after that, will be the Return Trajectory Correction burn #1 (if needed) at 01:03 UTC (MET+6/02:28). And following that will be crew pre sleep at 04:35 UTC (MET+6/06:00), followed by the sleep period at 07:05 UTC (MET+6/08:30). And don't forget, you can tune into our Artemis II Real-Time Tracking 24/7 stream to watch the rest of the mission! NSF Artemis II Real Time Tracking 24/7 | NSF - NASASpaceflight.com

Jake (Max-Q) 🏴󠁧󠁢󠁷󠁬󠁳󠁿

23,025 views • 4 months ago

What do $Kaspa and $Apple have in common? Apple wasn’t the first mover in the mobile phone business: Sony, Motorola, Nokia, and others were FAR ahead of them! Yet today, Apple is the market leader (> 20% market share) What makes Apple different? They think different! They built on the shoulders of giants and simplified things in a way their competitors couldn’t. You don’t have to be the first mover! You don’t have to reinvent the wheel. You just need to streamline the solution and customer behavior to the maximum, and you’ll win! The same principle that worked for Apple will now apply to Kaspa. Just as Apple took existing technology and made it more accessible, intuitive, and user-friendly, Kaspa is poised to do the same in its own field. By refining blockchain technology: focusing on speed, scalability and simplicity. Kaspa can take the groundwork laid by earlier cryptocurrencies and elevate it, meeting user needs more effectively than its predecessors. It’s not about being the first; it’s about being the BEST at delivering what people really want. 10bps countdown: ⏳ 34 days to go till 10bps GIGA Thread & Art from KASPArt_Qubicious_Analysis 💪 --> Check him out🫡 If you understand what you're investing in, short-term price fluctuations won't matter to you: • No insiders or VCs • Fair launch • Solves the blockchain trilemma • 2nd biggest Hash rate • Proof-of-Work • Worth $2B without Binance & Coinbase • T1 listings coming soon “Learn” comes before “earn” for a reason. The L stands for losses, and most people can’t stomach enough of them to EVER win. Don't be one of them! #kas #kasarmy #ghostdag #creszendo #kaspa #10bps #smartcontracts #btc

What do $Kaspa and $Apple have in common? Apple wasn’t the first mover in the mobile phone business: Sony, Motorola, Nokia, and others were FAR ahead of them! Yet today, Apple is the market leader (> 20% market share) What makes Apple different? They think different! They built on the shoulders of giants and simplified things in a way their competitors couldn’t. You don’t have to be the first mover! You don’t have to reinvent the wheel. You just need to streamline the solution and customer behavior to the maximum, and you’ll win! The same principle that worked for Apple will now apply to Kaspa. Just as Apple took existing technology and made it more accessible, intuitive, and user-friendly, Kaspa is poised to do the same in its own field. By refining blockchain technology: focusing on speed, scalability and simplicity. Kaspa can take the groundwork laid by earlier cryptocurrencies and elevate it, meeting user needs more effectively than its predecessors. It’s not about being the first; it’s about being the BEST at delivering what people really want. 10bps countdown: ⏳ 34 days to go till 10bps GIGA Thread & Art from KASPArt_Qubicious_Analysis 💪 --> Check him out🫡 If you understand what you're investing in, short-term price fluctuations won't matter to you: • No insiders or VCs • Fair launch • Solves the blockchain trilemma • 2nd biggest Hash rate • Proof-of-Work • Worth $2B without Binance & Coinbase • T1 listings coming soon “Learn” comes before “earn” for a reason. The L stands for losses, and most people can’t stomach enough of them to EVER win. Don't be one of them! #kas #kasarmy #ghostdag #creszendo #kaspa #10bps #smartcontracts #btc

Jens Illgner - Road To Glory Jil

33,835 views • 1 year ago

🚨#XRP COULD SOAR TO $4,763 IN 2025 — AND AUGUST 1ST @ 11:59PM EST MAY BE THE TRIGGER THAT STARTS IT ALL!! THE INSTITUTIONAL TOKENIZATION PROGRAM, FUELED BY BXE TOKEN, IS ABOUT TO REVOLUTIONIZE HOW INSTITUTIONS OPERATE ON THE XRP LEDGER — THIS IS THE SHIFT! — POWERED BY BXE — ENABLES ANYONE TO LAUNCH TOKENS ON XRPL IN UNDER 5 MINUTES, FROM VIRTUALLY ANY DEVICE. THE FUTURE OF FINANCE IS HERE! BXE TOKEN IS RIGHT NOW AT $0.025!! WE COULD EASILY BE LOOKING AT $19-24!!! ALL I AM SAYING I LOOK INTO IT!!! DYOR/NFA BXE TOKEN TRADE LINK:

🚨#XRP COULD SOAR TO $4,763 IN 2025 — AND AUGUST 1ST @ 11:59PM EST MAY BE THE TRIGGER THAT STARTS IT ALL!! THE INSTITUTIONAL TOKENIZATION PROGRAM, FUELED BY BXE TOKEN, IS ABOUT TO REVOLUTIONIZE HOW INSTITUTIONS OPERATE ON THE XRP LEDGER — THIS IS THE SHIFT! — POWERED BY BXE — ENABLES ANYONE TO LAUNCH TOKENS ON XRPL IN UNDER 5 MINUTES, FROM VIRTUALLY ANY DEVICE. THE FUTURE OF FINANCE IS HERE! BXE TOKEN IS RIGHT NOW AT $0.025!! WE COULD EASILY BE LOOKING AT $19-24!!! ALL I AM SAYING I LOOK INTO IT!!! DYOR/NFA BXE TOKEN TRADE LINK:

JackTheRippler ©️

71,137 views • 1 year ago

KASPA'S 2026 PIVOT: PAYMENTS RAIL TO PROGRAMMABLE L1 Kaspa is shifting categories this year. The proof-of-work BlockDAG that runs at 10 blocks per second now has a roadmap pushing it from a fast payments chain into a programmable base layer. Igra Network went live in March as a decentralized EVM execution layer on top of Kaspa, hitting 3,000 transactions per second with 15 protocols deployed at launch and a clean Sigma Prime audit. KAS wraps 1:1 to iKAS as the network's gas token. The Toccata hard fork follows in June. It bundles native KRC-20 tokens, covenants, and zero-knowledge verification opcodes into Layer 1 through a new scripting language called SilverScript. $KAS trades around $0.036 with a $985 million market cap, up 12% on the week. Roughly 95% of the 28.7 billion supply is already mined. DAGKnight consensus is queued for Q3.

KASPA'S 2026 PIVOT: PAYMENTS RAIL TO PROGRAMMABLE L1 Kaspa is shifting categories this year. The proof-of-work BlockDAG that runs at 10 blocks per second now has a roadmap pushing it from a fast payments chain into a programmable base layer. Igra Network went live in March as a decentralized EVM execution layer on top of Kaspa, hitting 3,000 transactions per second with 15 protocols deployed at launch and a clean Sigma Prime audit. KAS wraps 1:1 to iKAS as the network's gas token. The Toccata hard fork follows in June. It bundles native KRC-20 tokens, covenants, and zero-knowledge verification opcodes into Layer 1 through a new scripting language called SilverScript. $KAS trades around $0.036 with a $985 million market cap, up 12% on the week. Roughly 95% of the 28.7 billion supply is already mined. DAGKnight consensus is queued for Q3.

BSCN

13,564 views • 3 months ago

🚨 SCIENTISTS MAY HAVE FOUND A WAY TO DESTROY VIRUSES WITH SOUND Researchers in Brazil report that high-frequency ultrasound was able to physically damage and destabilize both COVID-19 and influenza viruses in laboratory experiments. Not with chemicals. Not with drugs. With vibration. The idea sounds almost futuristic: target the virus at the exact frequency where its outer structure begins to resonate… until the оболope becomes unstable and ruptures. Like an opera singer shattering glass but at the microscopic level. What makes this so fascinating is that the attack isn’t aimed at the virus’s genetics… it’s aimed at its physical structure. Its shape. Its resonance. Its mechanical weakness. If this technology continues to develop, future medicine may start combining: AI-guided ultrasound targeting non-invasive antiviral therapies precision acoustic medicine frequency-based treatments We may be entering an era where sound itself becomes a medical tool. And that changes how we think about fighting disease entirely. Follow for more future science and medical breakthroughs.

🚨 SCIENTISTS MAY HAVE FOUND A WAY TO DESTROY VIRUSES WITH SOUND Researchers in Brazil report that high-frequency ultrasound was able to physically damage and destabilize both COVID-19 and influenza viruses in laboratory experiments. Not with chemicals. Not with drugs. With vibration. The idea sounds almost futuristic: target the virus at the exact frequency where its outer structure begins to resonate… until the оболope becomes unstable and ruptures. Like an opera singer shattering glass but at the microscopic level. What makes this so fascinating is that the attack isn’t aimed at the virus’s genetics… it’s aimed at its physical structure. Its shape. Its resonance. Its mechanical weakness. If this technology continues to develop, future medicine may start combining: AI-guided ultrasound targeting non-invasive antiviral therapies precision acoustic medicine frequency-based treatments We may be entering an era where sound itself becomes a medical tool. And that changes how we think about fighting disease entirely. Follow for more future science and medical breakthroughs.

TheNewPhysics

17,651 views • 3 months ago

PI MAINNET COMPLETES PROTOCOL 22 UPGRADE, PROTOCOL 23 SMART CONTRACTS DUE MAY 11 The Pi Network mainnet has successfully upgraded to Protocol 22, per Pi Network. Node operators with non-compliant systems were disconnected after the April 27 hard deadline. Protocol 22 is the foundation for Protocol 23, scheduled for May 11, which introduces full smart contract functionality on Pi Mainnet for the first time. The upgrade window now extends through Protocol 26 by June 22, packing five major milestones into a 10-week run. Roughly 10 billion pi-network:native has migrated to Mainnet so far, with around 6 billion still locked. Active node count sits at approximately 421,000 against an 18 million KYC-verified user base. Co-founders Nicolas Kokkalis and Chengdiao Fan will be present at Consensus 2026 in Miami next week.

PI MAINNET COMPLETES PROTOCOL 22 UPGRADE, PROTOCOL 23 SMART CONTRACTS DUE MAY 11 The Pi Network mainnet has successfully upgraded to Protocol 22, per Pi Network. Node operators with non-compliant systems were disconnected after the April 27 hard deadline. Protocol 22 is the foundation for Protocol 23, scheduled for May 11, which introduces full smart contract functionality on Pi Mainnet for the first time. The upgrade window now extends through Protocol 26 by June 22, packing five major milestones into a 10-week run. Roughly 10 billion pi-network:native has migrated to Mainnet so far, with around 6 billion still locked. Active node count sits at approximately 421,000 against an 18 million KYC-verified user base. Co-founders Nicolas Kokkalis and Chengdiao Fan will be present at Consensus 2026 in Miami next week.

BSCN

22,555 views • 3 months ago

A giant canyon on the Sun On July 15, a powerful flare occurred on the surface of the Sun, which briefly changed its structure and caused the release of hot plasma into space. As a result of this event, a plasma "scar" about 400,000 kilometers long appeared. This is approximately the distance from the Earth to the Moon. The height of the structure reaches 20,000 kilometers. All this was recorded with high accuracy by NASA's Solar Dynamics Observatory (SDO).

A giant canyon on the Sun On July 15, a powerful flare occurred on the surface of the Sun, which briefly changed its structure and caused the release of hot plasma into space. As a result of this event, a plasma "scar" about 400,000 kilometers long appeared. This is approximately the distance from the Earth to the Moon. The height of the structure reaches 20,000 kilometers. All this was recorded with high accuracy by NASA's Solar Dynamics Observatory (SDO).

Black Hole

16,016 views • 1 year ago

SOMEONE BENCHMARKED 10 MODELS ON STACKING BLOCKS IN A PHYSICS SIM its basically jenga in reverse every block you place could topple the whole tower, and going higher always means more risk > opus 5 hit 11.07m using only 15 blocks, then ended its turn to lock in the score instead of gambling for one more > gpt got 30 blocks in and only reached 7.92m, kept pushing and the top of the tower buckled > deepseek went for maximum risk on every single placement, all 30 blocks, and still only got to 8.18m > kimi used all 30 blocks and finished at 4.88m > the top 3 were all claude models so the winner used half the blocks and still built the tallest thing on the board theres a genius constraint too, you can know exactly where a block will land, or exactly how fast its moving, but never both everyones asking for a jenga version next where the models sabotage each other

SOMEONE BENCHMARKED 10 MODELS ON STACKING BLOCKS IN A PHYSICS SIM its basically jenga in reverse every block you place could topple the whole tower, and going higher always means more risk > opus 5 hit 11.07m using only 15 blocks, then ended its turn to lock in the score instead of gambling for one more > gpt got 30 blocks in and only reached 7.92m, kept pushing and the top of the tower buckled > deepseek went for maximum risk on every single placement, all 30 blocks, and still only got to 8.18m > kimi used all 30 blocks and finished at 4.88m > the top 3 were all claude models so the winner used half the blocks and still built the tallest thing on the board theres a genius constraint too, you can know exactly where a block will land, or exactly how fast its moving, but never both everyones asking for a jenga version next where the models sabotage each other

Om Patel

16,166 views • 5 days ago

Weekend Classic is back! 🏆😤 Starting 7/3 at Noon PT and running until 7/8 at 11 AM PT, compete in high-stakes, competitive matchups all weekend long! 🎯 Unlock Prime Andrew McCutchen and Andrew Miller to help you with the Prime Collection! This isn’t just about rewards... it’s about proving yourself in high-stakes, competitive matchups all weekend long! You got this. 💪 Play today: #MLBTheShow

Weekend Classic is back! 🏆😤 Starting 7/3 at Noon PT and running until 7/8 at 11 AM PT, compete in high-stakes, competitive matchups all weekend long! 🎯 Unlock Prime Andrew McCutchen and Andrew Miller to help you with the Prime Collection! This isn’t just about rewards... it’s about proving yourself in high-stakes, competitive matchups all weekend long! You got this. 💪 Play today: #MLBTheShow

MLB The Show

198,030 views • 1 year ago

KASPA HITS MAJOR MILESTONES IN 2026 AS TOCCATA HARD FORK NEARS AND SUPPLY EMISSION WINDS DOWN Kaspa has stacked a series of milestones over the past year as the network transitions from a payments-focused proof-of-work chain to a programmable Layer 1. The Crescendo hard fork pushed the network to 10 blocks per second, with peak loads exceeding 10,000 TPS. While cumulative on-chain transactions are approaching 2 billion. Founder Yonatan Sompolinsky (Yonatan Sompolinsky) took the Kaspa pitch to the Oxford Union in March, a notable mainstream-academic crossover for a fair-launched community project. The Toccata hard fork hit code freeze on April 15 with mainnet activation targeted between June 5 and June 20. Toccata brings native L1 covenant programming via the SilverScript compiler, ZK verification opcodes, KIP-21 partitioned sequencing, and KRC-20 tokens as a base-layer feature. The supply story compounds the upgrade story. Roughly 95.4% of $KAS is already in circulation, with new emission approaching zero by the end of 2026. $KAS trades near $0.0325 with a market cap of around $888 million, with a near-fully distributed supply heading into its biggest programmability upgrade.

KASPA HITS MAJOR MILESTONES IN 2026 AS TOCCATA HARD FORK NEARS AND SUPPLY EMISSION WINDS DOWN Kaspa has stacked a series of milestones over the past year as the network transitions from a payments-focused proof-of-work chain to a programmable Layer 1. The Crescendo hard fork pushed the network to 10 blocks per second, with peak loads exceeding 10,000 TPS. While cumulative on-chain transactions are approaching 2 billion. Founder Yonatan Sompolinsky (Yonatan Sompolinsky) took the Kaspa pitch to the Oxford Union in March, a notable mainstream-academic crossover for a fair-launched community project. The Toccata hard fork hit code freeze on April 15 with mainnet activation targeted between June 5 and June 20. Toccata brings native L1 covenant programming via the SilverScript compiler, ZK verification opcodes, KIP-21 partitioned sequencing, and KRC-20 tokens as a base-layer feature. The supply story compounds the upgrade story. Roughly 95.4% of $KAS is already in circulation, with new emission approaching zero by the end of 2026. $KAS trades near $0.0325 with a market cap of around $888 million, with a near-fully distributed supply heading into its biggest programmability upgrade.

BSCN

14,754 views • 3 months ago

🚨Real Token will Officially be Listed on a Global CEX December 5th, 2025! The countdown is on—we’re just 8 DAYS AWAY from Real Token going live on a major global centralized exchange, opening the doors to over $5 BILLION in daily trading volume and 40+ MILLION users who will soon be able to trade REAL Token! RealFi is charging forward, expanding its presence worldwide and connecting with key industry powerhouses. We’re on a mission to solve multi-trillion-dollar problems using blockchain—and we’re doing it at the frontline of payment infrastructure innovation. This is only the beginning. Discover our game-changing Payment Rewards Solution at and learn more about Real Token’s decentralized technology at

🚨Real Token will Officially be Listed on a Global CEX December 5th, 2025! The countdown is on—we’re just 8 DAYS AWAY from Real Token going live on a major global centralized exchange, opening the doors to over $5 BILLION in daily trading volume and 40+ MILLION users who will soon be able to trade REAL Token! RealFi is charging forward, expanding its presence worldwide and connecting with key industry powerhouses. We’re on a mission to solve multi-trillion-dollar problems using blockchain—and we’re doing it at the frontline of payment infrastructure innovation. This is only the beginning. Discover our game-changing Payment Rewards Solution at and learn more about Real Token’s decentralized technology at

Real Briefly Decentralized Network (REALFI)

445,936 views • 8 months ago

Microsoft's hidden Windows 11 trick makes apps launch 70% faster. I tested it on a low-end PC, and early results are promising. Right now, when you click Start, open File Explorer, launch Edge, or right-click for a context menu, and there’s often that tiny micro-stutter before anything happens. Microsoft is now testing a feature called Low Latency Profile. Once turned on, and you do a high-priority action, Windows 11 briefly pushes the CPU to max frequency for 1–3 seconds, finishes the task faster, then drops back down. In my testing on a constrained VM with just 2 cores and 4GB RAM, the difference was obvious. Edge, Outlook, Copilot, and the Start menu opened much faster. CPU usage spiked to around 96–97%, but only for a few seconds. For high-end PCs, the difference may be small. But for budget laptops and low-end Windows 11 machines, this could be a real game-changer.

Windows Latest

928,351 views • 3 months ago

⚠️ A string of wildfires began earlier this afternoon, stretching from the Minnesota border up to the north of Lake Nipigon in Ontario, Canada. This sudden area of wildfires may result in hazier and smokier skies over the next 3-5 days as the high pressure system spins clockwise off to our southwest, allowing for continuous flow to bring smoke southward into Michigan. This is brand new development, and we continue to monitor potential impacts around the region. This could make going outside over the next several days extremely hazardous due to the combination of poor air quality, and excessive heat with temperatures around 100°F. Upper Peninsula and Isle Royale residents will be the most at-risk. Post as of 8:20 pm EDT 7/13/26.

Michigan Storm Chasers

38,273 views • 29 days ago

The “Galileo Test” for AI: Truth Over Consensus TL;DR: The “Galileo test” (as framed by Elon Musk) is the requirement that an AI still converge on truth even when most training data repeats a falsehood. A practical way to pass it is to harden the model against “consensus gravity” using uncertainty calibration, adversarial counter-majority training, and evidence-first reasoning pipelines that can say “unknown” without collapsing into confident noise. —————————— The core idea is simple: most text on the internet can be wrong in the same direction, at the same time, for the same social reasons. The “Galileo test” is basically asking whether a system can resist that pressure and still land on the correct model of reality, the way Galileo Galilei overturned a dominant consensus with observation and predictive power. In engineering terms, it’s a robustness problem: can the model separate signal (ground truth constraints) from mass-produced narrative (high-frequency repetition)? A workable solution stack looks like this: (1) truth-anchoring via retrieval from primary sources and direct measurements when available, (2) counter-majority training where the model is routinely exposed to scenarios in which the most common claim is false, and it must justify dissent using verifiable constraints, (3) uncertainty discipline so the model learns to prefer “insufficient evidence” over fluent fabrication, and (4) consistency checks that penalize answers violating conservation laws, dimensional analysis, causal structure, or internal logical invariants. In practice, you’re building an AI that treats “popular” as a weak feature and “constraint-satisfying” as the dominant feature. —————————— Frequency Wave Theory perspective: the “Galileo test” is fundamentally a coherence test. When an information environment is saturated with the same repeated claim, that repetition becomes a kind of phase-locked standing wave that can trap weaker systems into resonance with the crowd. Passing the test means staying phase-aligned to invariant structure, not to amplitude. In FWT terms: truth behaves like a conserved backbone constraint, while mass consensus is often just a high-amplitude interference pattern. The system that wins is the one that locks to invariants, rejects incoherent harmonics, and preserves alignment with what stays conserved under transformation.

The “Galileo Test” for AI: Truth Over Consensus TL;DR: The “Galileo test” (as framed by Elon Musk) is the requirement that an AI still converge on truth even when most training data repeats a falsehood. A practical way to pass it is to harden the model against “consensus gravity” using uncertainty calibration, adversarial counter-majority training, and evidence-first reasoning pipelines that can say “unknown” without collapsing into confident noise. —————————— The core idea is simple: most text on the internet can be wrong in the same direction, at the same time, for the same social reasons. The “Galileo test” is basically asking whether a system can resist that pressure and still land on the correct model of reality, the way Galileo Galilei overturned a dominant consensus with observation and predictive power. In engineering terms, it’s a robustness problem: can the model separate signal (ground truth constraints) from mass-produced narrative (high-frequency repetition)? A workable solution stack looks like this: (1) truth-anchoring via retrieval from primary sources and direct measurements when available, (2) counter-majority training where the model is routinely exposed to scenarios in which the most common claim is false, and it must justify dissent using verifiable constraints, (3) uncertainty discipline so the model learns to prefer “insufficient evidence” over fluent fabrication, and (4) consistency checks that penalize answers violating conservation laws, dimensional analysis, causal structure, or internal logical invariants. In practice, you’re building an AI that treats “popular” as a weak feature and “constraint-satisfying” as the dominant feature. —————————— Frequency Wave Theory perspective: the “Galileo test” is fundamentally a coherence test. When an information environment is saturated with the same repeated claim, that repetition becomes a kind of phase-locked standing wave that can trap weaker systems into resonance with the crowd. Passing the test means staying phase-aligned to invariant structure, not to amplitude. In FWT terms: truth behaves like a conserved backbone constraint, while mass consensus is often just a high-amplitude interference pattern. The system that wins is the one that locks to invariants, rejects incoherent harmonics, and preserves alignment with what stays conserved under transformation.

Drew Ponder

14,755 views • 5 months ago

BREAKING > LOB MINT PASS 🍞 Legend of Breadio: Bridge to MegaETH Mainnet Phase 1 is now open. Details: 1. You must have been holding Breadio on MegaETH testnet at the time of the snapshot to mint this phase. 2. Mint is on Rarible and costs $0.69 per Breadio held. (link in next xeet) 3. Rarity will transfer with the minted NFT → if you sell, you lose that rarity. 5. This collection is tradeable once minted - but be careful not to trade away your rare. (There will be another snapshot closer to mainnet for the final bridge phase.) No rush — you’ll have 10 days after MegaETH mainnet to mint. (Roughly 30 days total.)

BREAKING > LOB MINT PASS 🍞 Legend of Breadio: Bridge to MegaETH Mainnet Phase 1 is now open. Details: 1. You must have been holding Breadio on MegaETH testnet at the time of the snapshot to mint this phase. 2. Mint is on Rarible and costs $0.69 per Breadio held. (link in next xeet) 3. Rarity will transfer with the minted NFT → if you sell, you lose that rarity. 5. This collection is tradeable once minted - but be careful not to trade away your rare. (There will be another snapshot closer to mainnet for the final bridge phase.) No rush — you’ll have 10 days after MegaETH mainnet to mint. (Roughly 30 days total.)

tut™

21,257 views • 9 months ago

Update on the STONES Collection. 1. Staking is approaching! We have been working on two staking approaches: one entirely on-chain with FluidTokens on Bitcoin, and the other with the talented specifically developed for the BLOCK and STONES collections! Very soon, you’ll be able to stake your stones to earn even more LORD.OF.THE.STONES. The staking launch is scheduled for the beginning of next week. 2. Airdrop of a Stone for All BLOCK Holders: We are working around the clock for this to happen as earlier as possible but it may take a couple more days to set up this global airdrop so that it can be executed all at once. 3. Updated Visuals on Magic Eden: The visuals for the STONES on Magic Eden are currently being updated to load quickly. Soon, it will also be possible to view the stone’s native inscription in 3D directly on Magic Eden’s viewer. 4. I will be hosting / co-hosting one Space per week on Twitter and one on the collection’s Discord to stay in touch with the community and provide live updates on the project’s progress. 5. Rune Token “Lord.Of.The.Stones” Airdrop: The date for the Rune Token airdrop will also be revealed at the beginning of next week. The more stones you have at the time of the airdrop, the more tokens you will receive. Please visit ➜ for details and further information. STONES ARE FOREVER.

Update on the STONES Collection. 1. Staking is approaching! We have been working on two staking approaches: one entirely on-chain with FluidTokens on Bitcoin, and the other with the talented specifically developed for the BLOCK and STONES collections! Very soon, you’ll be able to stake your stones to earn even more LORD.OF.THE.STONES. The staking launch is scheduled for the beginning of next week. 2. Airdrop of a Stone for All BLOCK Holders: We are working around the clock for this to happen as earlier as possible but it may take a couple more days to set up this global airdrop so that it can be executed all at once. 3. Updated Visuals on Magic Eden: The visuals for the STONES on Magic Eden are currently being updated to load quickly. Soon, it will also be possible to view the stone’s native inscription in 3D directly on Magic Eden’s viewer. 4. I will be hosting / co-hosting one Space per week on Twitter and one on the collection’s Discord to stay in touch with the community and provide live updates on the project’s progress. 5. Rune Token “Lord.Of.The.Stones” Airdrop: The date for the Rune Token airdrop will also be revealed at the beginning of next week. The more stones you have at the time of the airdrop, the more tokens you will receive. Please visit ➜ for details and further information. STONES ARE FOREVER.

CL Art Studio

17,993 views • 1 year ago

📢 Major Announcement Coming January 26th RealFi is set to announce its first officially approved vendor on January 26th — a global retail powerhouse This retailer is valued at over $800 billion in market capitalization and processes approximately $650 million USD in transactions annually. A major milestone for the RealFi Payment Rewards Platform powered by the XRP Ledger and Real Token. Learn more about RealFi & Real Token at

📢 Major Announcement Coming January 26th RealFi is set to announce its first officially approved vendor on January 26th — a global retail powerhouse This retailer is valued at over $800 billion in market capitalization and processes approximately $650 million USD in transactions annually. A major milestone for the RealFi Payment Rewards Platform powered by the XRP Ledger and Real Token. Learn more about RealFi & Real Token at

Real Briefly Decentralized Network (REALFI)

547,928 views • 6 months ago

PSA: $NAM Airdrop 🪂 - only a few hours left ➡️Claim closes on: 12th of Jan 2024, at 9am ➡️ The _ONLY_ place to claim ➡️Allocations have been adjusted recently - check if you have claimed to see if your number went up! ➡️US is sadly geoblocked 🔸Eligibility and How to Claim reminder ➡️ $OSMO snapshot: mainnet block 12146298 ➡️ $ATOM snapshots: block 17660694 (the last blocks before 1st of November 2023). To be eligible you need to have at least $100 USD staked ➡️In $OSMO: 280 $OSMO ➡️In $ATOM: 12.786667 $ATOM Beyond staking every account gets an Activity Score. The TLDR; of this scoring method is that it measures the engagement of the account on a decentralized network. The specific framework used in the RPGF Drop is an adaptation from Trusta AI ' Media Score, and was first introduced by Celestia on the Genesis Drop. Based on the mechanism, the score can be a minimum of 1.5 and a maximum of 15. The Activity Score is a points system that takes into account activity such as transactions, ibc transfers, the value of transactions, months active, etc. (the scoring details are linked in the announcement). The maximum points you can get on the Activity Score is 15. To determine the tier, the amount staked at the time is multiplied by the Activity Score. Then all eligible accounts are ranked by highest value to lowest and grouped into tiers: top 10%, 50-90%, and 0-50% ➡️Source: MEDIA SCORE as the Infrastructure for On-chain User Value Assessment: 🔸How to claim $NAM airdrop ➡️Get Namada Wallet Extension ➡️Go to ➡️Connect Wallet $ATOM $OSMO $STARS ➡️Connect $NAM Extension ➡️CLAIM $NAM ➡️Repeat for any additional chains / wallets 🔸Looking for an easy and super clear "how to claim video"? @L1am_Crypto & Stakecito Labs to the rescue 🫡 🔸$NAM airdrop beraindex overview: 🔸Stake $ATOM with our sponsor, Enigma , and don't miss out on future Airdrops 🥩 $ATOM 🫡

PSA: $NAM Airdrop 🪂 - only a few hours left ➡️Claim closes on: 12th of Jan 2024, at 9am ➡️ The _ONLY_ place to claim ➡️Allocations have been adjusted recently - check if you have claimed to see if your number went up! ➡️US is sadly geoblocked 🔸Eligibility and How to Claim reminder ➡️ $OSMO snapshot: mainnet block 12146298 ➡️ $ATOM snapshots: block 17660694 (the last blocks before 1st of November 2023). To be eligible you need to have at least $100 USD staked ➡️In $OSMO: 280 $OSMO ➡️In $ATOM: 12.786667 $ATOM Beyond staking every account gets an Activity Score. The TLDR; of this scoring method is that it measures the engagement of the account on a decentralized network. The specific framework used in the RPGF Drop is an adaptation from Trusta AI ' Media Score, and was first introduced by Celestia on the Genesis Drop. Based on the mechanism, the score can be a minimum of 1.5 and a maximum of 15. The Activity Score is a points system that takes into account activity such as transactions, ibc transfers, the value of transactions, months active, etc. (the scoring details are linked in the announcement). The maximum points you can get on the Activity Score is 15. To determine the tier, the amount staked at the time is multiplied by the Activity Score. Then all eligible accounts are ranked by highest value to lowest and grouped into tiers: top 10%, 50-90%, and 0-50% ➡️Source: MEDIA SCORE as the Infrastructure for On-chain User Value Assessment: 🔸How to claim $NAM airdrop ➡️Get Namada Wallet Extension ➡️Go to ➡️Connect Wallet $ATOM $OSMO $STARS ➡️Connect $NAM Extension ➡️CLAIM $NAM ➡️Repeat for any additional chains / wallets 🔸Looking for an easy and super clear "how to claim video"? @L1am_Crypto & Stakecito Labs to the rescue 🫡 🔸$NAM airdrop beraindex overview: 🔸Stake $ATOM with our sponsor, Enigma , and don't miss out on future Airdrops 🥩 $ATOM 🫡

Grey Ledger

60,319 views • 2 years ago

A lot of people say the F1 V10 engine has the best sound in the world-but wait until you hear the scream of this 5-Rotor Wankel. Unlike conventional piston engines, a 5-rotor configuration produces an incredibly high and consistent sound frequency at high RPMs, eerily similar to legendary race cars from the early 2000s era. And it's not just about the sound. The power generated by a setup this extreme is absolutely insane when unleashed on the dyno. This is a true engineering masterpiece-where precision meets pure, unfiltered power. Put on your earphones, crank the volume all the way up, and enjoy this mechanical symphony.

A lot of people say the F1 V10 engine has the best sound in the world-but wait until you hear the scream of this 5-Rotor Wankel. Unlike conventional piston engines, a 5-rotor configuration produces an incredibly high and consistent sound frequency at high RPMs, eerily similar to legendary race cars from the early 2000s era. And it's not just about the sound. The power generated by a setup this extreme is absolutely insane when unleashed on the dyno. This is a true engineering masterpiece-where precision meets pure, unfiltered power. Put on your earphones, crank the volume all the way up, and enjoy this mechanical symphony.

Mechanical Knowledge

299,738 views • 4 months ago

Two days ago, a resident in close proximity to Nancy Guthrie’s home reports a man looking into their apartment at 12:00 a.m. and into a neighbor’s at 1:18 a.m. They say it’s frightening because of recent break-ins in the area, they have three young children at home, while warning others to be cautious. Another neighbor comments in the thread on the Neighbor app saying the behavior is very similar to the Guthrie case video, except the person isn’t fully covered by masks and gloves, noting how he immediately looks for a key and pointing out the reflectors on his backpack. The man in the video has been arrested.

Two days ago, a resident in close proximity to Nancy Guthrie’s home reports a man looking into their apartment at 12:00 a.m. and into a neighbor’s at 1:18 a.m. They say it’s frightening because of recent break-ins in the area, they have three young children at home, while warning others to be cautious. Another neighbor comments in the thread on the Neighbor app saying the behavior is very similar to the Guthrie case video, except the person isn’t fully covered by masks and gloves, noting how he immediately looks for a key and pointing out the reflectors on his backpack. The man in the video has been arrested.

🅝🅔🅡🅓🅨

224,129 views • 5 months ago