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This Data Proves How Much $USTC Terra Form Labs Left on Binance & Yes, It’s Gigantic. - These assets should have been burned by TFL - Project Dawn added, represents high numbers - Greenpeace lies, Binance won't burn, but I can - New data is conclusive, the chain doesn't lie

Jake Collis

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29,579 görüntüleme • 8 ay önce •via X (Twitter)

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I now have the world’s largest collection of these old films, showing how basic processes worked. I’ve made great progress training AI on 100s of these thus far—I have 100s more to go, but it’s quite astonishing the details of remembrance. This is high protein training data.

I now have the world’s largest collection of these old films, showing how basic processes worked. I’ve made great progress training AI on 100s of these thus far—I have 100s more to go, but it’s quite astonishing the details of remembrance. This is high protein training data.

Brian Roemmele

385,445 görüntüleme • 8 ay önce

This is not surprising at all but it's still pretty amazing to see. September, 2024. Ken Dilanian criticizes Republicans for questioning the crime data put out by Biden's FBI. "The FBI doesn't make these numbers up...The Republicans and others are pushing the narrative that this data is wrong." The data was wrong. Biden's FBI ended up revising the numbers right before the election to show that violent crime had gone up, not down (after the MSM spent months telling everyone how much it had fallen). Fast forward to 2026 and Dilanian is on TV claiming that the crime data put out by the FBI is bogus and shouldn't be trusted. BTW that fake journalist blocked me the last time I did one of these videos on his "reporting." 😆

This is not surprising at all but it's still pretty amazing to see. September, 2024. Ken Dilanian criticizes Republicans for questioning the crime data put out by Biden's FBI. "The FBI doesn't make these numbers up...The Republicans and others are pushing the narrative that this data is wrong." The data was wrong. Biden's FBI ended up revising the numbers right before the election to show that violent crime had gone up, not down (after the MSM spent months telling everyone how much it had fallen). Fast forward to 2026 and Dilanian is on TV claiming that the crime data put out by the FBI is bogus and shouldn't be trusted. BTW that fake journalist blocked me the last time I did one of these videos on his "reporting." 😆

MAZE

190,700 görüntüleme • 2 ay önce

Yes, this video is about CZ 🔶 BNB, Yi He, and YZi Labs. In this video, I examine the projects listed and incubated on Binance’s own platform, and I analyze the relationships and connections between these entities. Through #Binance and #BinanceLaunchpool products, I present serious concerns raised by the community about how certain listed projects have resulted in massive investor losses. YZi Labs incubated NFP. Portal was listed via Binance Launchpool and placed on the Watchlist. A Binance Director is reportedly directly involved with the core team of XAI 🎮⛓️ and publicly supportive of the project. Sleepless AI received support through Binance Launchpool. There are publicly discussed close ties between Yi He, Richard Teng, and Memeland ❤️ Memecoin. While CZ’s net worth was increasing, billions of dollars were withdrawn from the entire cryptocurrency market, and many investors were driven to zero. According to Forbes, the estimated net worth is $92.5B. U.S. Securities and Exchange Commission Enjoy watching !

Yes, this video is about CZ 🔶 BNB, Yi He, and YZi Labs. In this video, I examine the projects listed and incubated on Binance’s own platform, and I analyze the relationships and connections between these entities. Through #Binance and #BinanceLaunchpool products, I present serious concerns raised by the community about how certain listed projects have resulted in massive investor losses. YZi Labs incubated NFP. Portal was listed via Binance Launchpool and placed on the Watchlist. A Binance Director is reportedly directly involved with the core team of XAI 🎮⛓️ and publicly supportive of the project. Sleepless AI received support through Binance Launchpool. There are publicly discussed close ties between Yi He, Richard Teng, and Memeland ❤️ Memecoin. While CZ’s net worth was increasing, billions of dollars were withdrawn from the entire cryptocurrency market, and many investors were driven to zero. According to Forbes, the estimated net worth is $92.5B. U.S. Securities and Exchange Commission Enjoy watching !

DXC Foundation

29,137 görüntüleme • 6 ay önce

"Agents should have an identity. We hope our protocol doesn't just become a provider, but can also invest in the agent. We need identity and reputation system to annotate each agent." We had the amazing Yi (Founder and CEO Codatta) join our latest episode of AI on AIR hosted by Chi Zhang and Scott Shi - e/acc where he discussed: 1⃣ How AI boosts businesses 2⃣ Importance of data in model building and problems with scaling it 3⃣ Joining Binance Booster and getting listed on Binance Alpha 4⃣ Why he chose to build Codatta within the Kite AI ecosystem

"Agents should have an identity. We hope our protocol doesn't just become a provider, but can also invest in the agent. We need identity and reputation system to annotate each agent." We had the amazing Yi (Founder and CEO Codatta) join our latest episode of AI on AIR hosted by Chi Zhang and Scott Shi - e/acc where he discussed: 1⃣ How AI boosts businesses 2⃣ Importance of data in model building and problems with scaling it 3⃣ Joining Binance Booster and getting listed on Binance Alpha 4⃣ Why he chose to build Codatta within the Kite AI ecosystem

KITE AI

24,289 görüntüleme • 1 yıl önce

As an investor you want to have assets that can play into each others strengths. Having cashflow every month gives you the ability to “buy the dip” & accumulate during bearish moments or entire bear markets. Many of our investors have been investing into Bali property - one of the top 2 destinations on the planet to own real estate right now. With much more growth to come & exciting projects like the Nuanu creative city project? This island is only getting started. Yield is high. Community is strong. & I can be your ticket in ❤️ Comment 👀 below to receive some data on who’s been moving in, how much the returns are & why you don’t want to miss this :)

As an investor you want to have assets that can play into each others strengths. Having cashflow every month gives you the ability to “buy the dip” & accumulate during bearish moments or entire bear markets. Many of our investors have been investing into Bali property - one of the top 2 destinations on the planet to own real estate right now. With much more growth to come & exciting projects like the Nuanu creative city project? This island is only getting started. Yield is high. Community is strong. & I can be your ticket in ❤️ Comment 👀 below to receive some data on who’s been moving in, how much the returns are & why you don’t want to miss this :)

Tyinlife

12,642 görüntüleme • 2 yıl önce

So here’s the deal, THE TREASURY DEPARTMENT DATA IS COMPROMISED. Actors without security clearance have been given access to scrape your data. Elon Musk now controls your data and it represents the same level of control exerted by the Chinese government’s social credit system. Musk is now able to profile every name on the treasury data systems. There is no way to sugar coat the fact that your data is no longer secure. It can now be used to target you and not for your benefit, be sure of that. Democrats and advocacy groups can take all the legal action they like, THE DATA IS COMPROMISED and you can’t put the genie back in the bottle. This data can now be used to literally social engineer services to target any perceived enemy of ‘the state’. Call me a conspiracy theorist if you like, but then sit back have a think if any of what I am suggesting is not possible. I analyse big data for a living and I have no solution to this problem and neither does any Democrat telling you it can be fixed.

𝔗𝔯𝔲𝔱𝔥 𝔐𝔞𝔱𝔱𝔢𝔯𝔰

16,366 görüntüleme • 1 yıl önce

Neiro is Now Verified on Spectre AI’s On-Chain Search Engine! We’re excited to announce that Neiro has been officially added as a Verified Partner on the SPECTRE AI On-Chain Search Engine. This is a great step forward for our community, making it easier than ever to track and explore everything happening with $Neiro. Through the $SPECT platform, you can view real-time price performance, market data, and sentiment trends all in one place. It’s a seamless way to stay up-to-date and keep an eye on how the community and the project are progressing. Browse the app:

Neiro is Now Verified on Spectre AI’s On-Chain Search Engine! We’re excited to announce that Neiro has been officially added as a Verified Partner on the SPECTRE AI On-Chain Search Engine. This is a great step forward for our community, making it easier than ever to track and explore everything happening with $Neiro. Through the $SPECT platform, you can view real-time price performance, market data, and sentiment trends all in one place. It’s a seamless way to stay up-to-date and keep an eye on how the community and the project are progressing. Browse the app:

Neiro

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We just launched a major new Data Engineering Professional Certificate on Coursera! Data underlies all modern AI systems, and engineers who know how to build systems to store and serve it are in high demand. If you're interested in learning this skill, please check out this 4-course sequence, which is designed to make you job-ready to be a Data Engineer. This is a new specialization taught by Joe Reis, the co-author of the best-selling book “Fundamentals of Data Engineering," in collaboration with AWS. (Disclosure, I serve on Amazon's board.) For many AI systems, data engineering is 80% of the work, and modeling is 20%. But people’s attention on these two topics is often flipped. This makes the job of the data engineer particularly important. In this professional certificate, you'll learn foundational data engineering skills while implementing modern data architectures using open-source tools: - Learn the key steps of the data lifecycle, to generate, ingest, store, transform, and serve data. - Learn to align with organizational goals to design the data pipeline right for your business' needs. - Understand how to make necessary trade-offs between speed, scalability, security, and cost. Joe has distilled into this specialization decades of experience helping startups and large companies with data infrastructure. He is also joined by 17 other industry leaders in the data field, who will help you learn in-demand skills for the growing field of data engineering. Please sign up here:

We just launched a major new Data Engineering Professional Certificate on Coursera! Data underlies all modern AI systems, and engineers who know how to build systems to store and serve it are in high demand. If you're interested in learning this skill, please check out this 4-course sequence, which is designed to make you job-ready to be a Data Engineer. This is a new specialization taught by Joe Reis, the co-author of the best-selling book “Fundamentals of Data Engineering," in collaboration with AWS. (Disclosure, I serve on Amazon's board.) For many AI systems, data engineering is 80% of the work, and modeling is 20%. But people’s attention on these two topics is often flipped. This makes the job of the data engineer particularly important. In this professional certificate, you'll learn foundational data engineering skills while implementing modern data architectures using open-source tools: - Learn the key steps of the data lifecycle, to generate, ingest, store, transform, and serve data. - Learn to align with organizational goals to design the data pipeline right for your business' needs. - Understand how to make necessary trade-offs between speed, scalability, security, and cost. Joe has distilled into this specialization decades of experience helping startups and large companies with data infrastructure. He is also joined by 17 other industry leaders in the data field, who will help you learn in-demand skills for the growing field of data engineering. Please sign up here:

Andrew Ng

118,937 görüntüleme • 1 yıl önce

Should Task Manager use this graph style? By "style", I don't mean the visuals - I mean the compressing of time on the horizontal axis so you can have an hour of data visible while still getting frequent updates. Note how the graphs "stack up" over time. You get both a long-tail history and current data on the same graph. I just 'invented' this :-) ChatGPT says it's been done before, and is called a "logarithmic time scale with multi-resolution aggregation and downsampling". Fancy!

Should Task Manager use this graph style? By "style", I don't mean the visuals - I mean the compressing of time on the horizontal axis so you can have an hour of data visible while still getting frequent updates. Note how the graphs "stack up" over time. You get both a long-tail history and current data on the same graph. I just 'invented' this :-) ChatGPT says it's been done before, and is called a "logarithmic time scale with multi-resolution aggregation and downsampling". Fancy!

Dave W Plummer

19,063 görüntüleme • 6 ay önce

🚗 This guy explains how his truck has been sending all his driving data to his insurance company without him knowing about it, and then he shows exactly how to turn it off in the settings. He has a Ford F-150, but there’s probably a similar setting in your vehicle if it’s connected to the internet. It’s a quick reminder of how much is being tracked these days… and how easy it can be to protect yourself if you just know where to look. Have you ever checked your own vehicle settings for anything like this, or found out your car was sharing data you didn’t expect? Note: he says that he may have opted in to sharing his data without knowing it.

🚗 This guy explains how his truck has been sending all his driving data to his insurance company without him knowing about it, and then he shows exactly how to turn it off in the settings. He has a Ford F-150, but there’s probably a similar setting in your vehicle if it’s connected to the internet. It’s a quick reminder of how much is being tracked these days… and how easy it can be to protect yourself if you just know where to look. Have you ever checked your own vehicle settings for anything like this, or found out your car was sharing data you didn’t expect? Note: he says that he may have opted in to sharing his data without knowing it.

End3of6Days9 (Helen) 🇺🇸

307,879 görüntüleme • 3 ay önce

LAUNCH 🚀🚀 I coulda been a fuck nobody who got screwed over and fired, struggling to find a job rn. Instead, I am about to make the generational MONEYMAXXING run that goes down in history. The only difference is the insights I have on hand. Insightmaxxing. Standard practice for corporations is investing in a truckload of numerical data, and hiring for roles such as “Data Analysts” to find these insights. That’s the way it’s always been done. Numbers SUCK at driving ACTIONABLE INSIGHTS though. Charts, dashboards, the most they can tell you is where to look, but they still need analysts to turn it into a format that drives key decisions. What if we were not limited to numbers? There is no way for a human to read enough to get coverage on large datasets without certain abstractions. Excel was invented for this very purpose. A human can’t. LLMs CAN. The very fact that we now have intelligence at the cost of nothing unlock new paradigms of data analysis. We are no longer bound by the limitations of having to work with numbers. We can work with data in their much more optimal, original forms. Texts. Images. Videos. For example, if you make a post on X, a high like count can tell you that it is successful. But you will not know WHY it’s successful. The WHY is information that you can get by looking at the non-numeric data. What exactly did you post about? How is it different from other posts? What did the comments say? If a business launches a new product, positive social media sentiment and an increase in revenue can tell you that you are doing something right. That information is valuable. What is infinitely more valuable is knowing EXACTLY what you did right, and any feedback on how it could have been even better. Today, I am launching my first, public product. It is the first Insights tool of its kind that follows this new paradigm I’ve described. Know exactly what your competitors are doing. What is working for them? Why is it working for them? How can it work for you? Know the exact issues with your offerings as they occur. Bugs, complaints, valuable user feedback. How can it be better? Know all the opportunity spaces you might not be aware of. You cannot possibly read everything. Insightmaxxing will do it for you. I truly believe it is a tool every single company can benefit from using.

LAUNCH 🚀🚀 I coulda been a fuck nobody who got screwed over and fired, struggling to find a job rn. Instead, I am about to make the generational MONEYMAXXING run that goes down in history. The only difference is the insights I have on hand. Insightmaxxing. Standard practice for corporations is investing in a truckload of numerical data, and hiring for roles such as “Data Analysts” to find these insights. That’s the way it’s always been done. Numbers SUCK at driving ACTIONABLE INSIGHTS though. Charts, dashboards, the most they can tell you is where to look, but they still need analysts to turn it into a format that drives key decisions. What if we were not limited to numbers? There is no way for a human to read enough to get coverage on large datasets without certain abstractions. Excel was invented for this very purpose. A human can’t. LLMs CAN. The very fact that we now have intelligence at the cost of nothing unlock new paradigms of data analysis. We are no longer bound by the limitations of having to work with numbers. We can work with data in their much more optimal, original forms. Texts. Images. Videos. For example, if you make a post on X, a high like count can tell you that it is successful. But you will not know WHY it’s successful. The WHY is information that you can get by looking at the non-numeric data. What exactly did you post about? How is it different from other posts? What did the comments say? If a business launches a new product, positive social media sentiment and an increase in revenue can tell you that you are doing something right. That information is valuable. What is infinitely more valuable is knowing EXACTLY what you did right, and any feedback on how it could have been even better. Today, I am launching my first, public product. It is the first Insights tool of its kind that follows this new paradigm I’ve described. Know exactly what your competitors are doing. What is working for them? Why is it working for them? How can it work for you? Know the exact issues with your offerings as they occur. Bugs, complaints, valuable user feedback. How can it be better? Know all the opportunity spaces you might not be aware of. You cannot possibly read everything. Insightmaxxing will do it for you. I truly believe it is a tool every single company can benefit from using.

Nic0le

25,454 görüntüleme • 4 ay önce

🌐 Swarm on Hedera | Regulated RWA Infrastructure at Institutional Scale In this Genfinity interview, Swarm outlines how it is using Hedera to tokenize regulated stocks and bonds under compliant frameworks, bridging traditional financial markets with on-chain settlement. The conversation centers on Swarm’s announced acquisition by Invenium, a firm focused on authenticated, high-veracity data for private assets. Together, the platforms combine tokenization infrastructure with asset identity and compliance, supporting both public and private market use cases. Swarm confirms its continued build on Hedera, with the ecosystem benefiting from expanded integrations, additional assets, and deeper connections into financial markets. Private markets are highlighted as an area where verified asset data is critical and where on-chain infrastructure can improve existing processes. The focus is not on speed or speculation, but on regulatory alignment, asset authenticity, and scalability across jurisdictions. Podcast Powered by HashPack Wallet Hashgraph

🌐 Swarm on Hedera | Regulated RWA Infrastructure at Institutional Scale In this Genfinity interview, Swarm outlines how it is using Hedera to tokenize regulated stocks and bonds under compliant frameworks, bridging traditional financial markets with on-chain settlement. The conversation centers on Swarm’s announced acquisition by Invenium, a firm focused on authenticated, high-veracity data for private assets. Together, the platforms combine tokenization infrastructure with asset identity and compliance, supporting both public and private market use cases. Swarm confirms its continued build on Hedera, with the ecosystem benefiting from expanded integrations, additional assets, and deeper connections into financial markets. Private markets are highlighted as an area where verified asset data is critical and where on-chain infrastructure can improve existing processes. The focus is not on speed or speculation, but on regulatory alignment, asset authenticity, and scalability across jurisdictions. Podcast Powered by HashPack Wallet Hashgraph

Generation Infinity

95,348 görüntüleme • 7 ay önce

Wanna become a top-tier investor? 🤑 Look no further - our most recent project Kvants has got all the tools to make you one. Check out more about this one-of-a-kind AI-powered asset management platform: ◽️ AI-Driven Quantitative Trading Strategies developed by leading hedge fund managers ◻️ Data aggregation platform powered by Sentiment AI Agent ◻️ Kvants DEX Trading Terminal: the fastest on-chain trading bot on Solana & EVM Chains ◻️ Integrated by Binance, OKX, ByBit, KuCoin, HTX The average APY for users of Kvants platform is 64% 🤯 You don't have just to dream big... now you can win big! IDO loading...

Wanna become a top-tier investor? 🤑 Look no further - our most recent project Kvants has got all the tools to make you one. Check out more about this one-of-a-kind AI-powered asset management platform: ◽️ AI-Driven Quantitative Trading Strategies developed by leading hedge fund managers ◻️ Data aggregation platform powered by Sentiment AI Agent ◻️ Kvants DEX Trading Terminal: the fastest on-chain trading bot on Solana & EVM Chains ◻️ Integrated by Binance, OKX, ByBit, KuCoin, HTX The average APY for users of Kvants platform is 64% 🤯 You don't have just to dream big... now you can win big! IDO loading...

Seedify

83,626 görüntüleme • 1 yıl önce

I Am The Law! This isn’t a reel. But a video showcasing the administration prowess of Medak MLA Mynampally Rohit. ‘If you have any problem, I will speak with the DSP or SP. Don’t trouble them.’ ‘But sir there is a high court order on how much decibel can be allowed. It is a health hazard. They can use two sound boxes.’ ‘It’s okay, I told. Do whatever you want to.’ Yes! The lawmaker tells a cop to ignore the high court orders. Like I said, they troll themselves! #Telangana #PoliticsAndThenSome #ReelVsReal #NotAJoke

I Am The Law! This isn’t a reel. But a video showcasing the administration prowess of Medak MLA Mynampally Rohit. ‘If you have any problem, I will speak with the DSP or SP. Don’t trouble them.’ ‘But sir there is a high court order on how much decibel can be allowed. It is a health hazard. They can use two sound boxes.’ ‘It’s okay, I told. Do whatever you want to.’ Yes! The lawmaker tells a cop to ignore the high court orders. Like I said, they troll themselves! #Telangana #PoliticsAndThenSome #ReelVsReal #NotAJoke

Revathi

118,513 görüntüleme • 1 yıl önce

Important reminder Binance CZ 🔶 BNB 🚨 Remember what Binance did to us on 10.10. The big picture here. Here is a summary, an analysis, a reminder, and a warning. Never forget. Whoever has too much power is too dangerous. 🔺 1. What happened on 10.10: On 10 October 2025 the crypto market suffered the largest single liquidation event in its history. More than 19 billion USD in leveraged positions were wiped out within hours, affecting well over 1.6 million traders across all major venues. Bitcoin had just printed an all time high above 122000 USD. Within the 10 to 11 October window it crashed to lows around 104000 to 110000 USD, a drawdown of 10 to 15 percent in less than a day. This day is now referenced across mainstream media, research and exchanges simply as 10/10. The trigger in the headlines was clear: ▶️ Trump announced additional 100 percent tariffs on Chinese imports. US China trade war reignited. But the scale and structure of the crypto damage did not match a normal macro move. They matched a structural failure inside the plumbing of one venue. That venue is Binance. 🔺 2. Binance: Before the crash Binance handled: ▶️ 60 to 70 percent of global USDT altcoin spot volume ▶️ The deepest unified collateral system in crypto ▶️ Cross margin links across spot, futures, options and structured products Independent data providers like Kaiko and CoinGlass consistently identify Binance as the global price discovery engine for altcoins. On 10.10 that centralization became a single point of catastrophic failure. Across research from Kaiko, CoinGlass, Coindesk, Aurpay, Galaxy and independent analysts: ▶️ Binance order book depth collapsed more than any other exchange ▶️ Venue specific collateral assets broke first and hardest on Binance ▶️ Liquidations elsewhere followed Binance with multi minute lag ▶️ On chain and off chain data show certain wallets profited massively from the failure pattern This was a centralized system imploding under stress. 🔺 3. The Binance specific anomalies: Three Binance collateral assets behaved abnormally: ▶️ USDe traded at 0.62 to 0.65 USD on Binance while near 1 USD elsewhere ▶️ wBETH printed 430 USD while ETH traded near 3500 USD on other venues ▶️ BNSOL printed 34.9 USD while far higher elsewhere Insights4vc and Galaxy found ATOM, ENJ and other majors printed near zero only on Binance. Global markets remained far above. When you see: 1 exchange 3 collateral assets 80 to 99 percent divergence Invalid prices Frozen liquidity You are seeing a matching engine and oracle collapse. Binance later called this a “technical ghost”. It behaved like a centralized kill switch. 🔺 4. The liquidation cascade and ADL CoinGlass, Reuters and FT all agree: 10.10 created the largest liquidation cascade in crypto history. More than 19 billion USD were liquidated. But this number is only the visible liquidation counter. It does not include: • ADL reductions on profitable positions • Forced margin reductions not registered as liquidations • Collateral destruction from oracle mispricing • Spot positions force closed • Options and structured product collateral failures • Off book desk unwinds and hidden exposure reductions When analysts reconstruct the full chain, the true economic unwind is well above 40 billion USD. Several market structure estimates place the systemic damage between 60 and 100 billion USD. 19B is what dashboards show. 40B+ is what the market absorbed. Insights4vc documented: ▶️ Thousands of liquidations per second ▶️ Hyperliquid triggered ADL ▶️ Binance triggered its own ADL events Distorted Binance prices fed industry oracles and dragged the global market down. 🔺 5. On chain and off chain fingerprints: Wallet 0xb317..: ▶️ 192 million USD BTC short during crash ▶️ 163 million USD short after ▶️ Perfect timing with Binance anomalies Binance publicly acknowledged peg failures in USDe, wBETH and BNSOL. Zero prints happened only on Binance. The data convicts the structure. 🔺 6. Collapse of Fake Liquidity: Altcoins that went to zero on Binance did not do so elsewhere. Spoof liquidity, wash trading and internalized market making created an illusion of depth that vanished instantly under stress. 🔺 7. Comparison with fair, regulated markets: On NASDAQ: Market makers must quote both sides Liquidity withdrawal requires approval Wash trading is prohibited Exchanges cannot run secret market makers On 10.10 Binance’s order book had a buy side vacuum with no notice and no accountability. 🔺 8. Binance’s regulatory vacuum and conflict of incentives: Longs were liquidated. Shorts were ADL’d. Delta neutral strategies were wiped out. In an unregulated venue generating 70 million USD per day in fees, fairness is not enforced. 🔺 9. Evidence Binance refuses to provide: Mark price logs Oracle inputs Liquidation engine data ADL queues Insurance fund movements Engine parameters Matching neutrality proof None provided. 🔺 10. Why “never forget” matters: A single exchange distorted global prices in minutes. Fake liquidity collapsed. Oracle flaws vaporized billions. Unified margin amplified everything. 🔺 11. The message The data is here. The traces are here. The failures are documented. Remember what Binance did to us on 10.10. Concentrated power in crypto is systemic fragility with better marketing. Power is liquidity. Only users decide who holds it. Thanks for reading. — by $MASTR crypto project

Important reminder Binance CZ 🔶 BNB 🚨 Remember what Binance did to us on 10.10. The big picture here. Here is a summary, an analysis, a reminder, and a warning. Never forget. Whoever has too much power is too dangerous. 🔺 1. What happened on 10.10: On 10 October 2025 the crypto market suffered the largest single liquidation event in its history. More than 19 billion USD in leveraged positions were wiped out within hours, affecting well over 1.6 million traders across all major venues. Bitcoin had just printed an all time high above 122000 USD. Within the 10 to 11 October window it crashed to lows around 104000 to 110000 USD, a drawdown of 10 to 15 percent in less than a day. This day is now referenced across mainstream media, research and exchanges simply as 10/10. The trigger in the headlines was clear: ▶️ Trump announced additional 100 percent tariffs on Chinese imports. US China trade war reignited. But the scale and structure of the crypto damage did not match a normal macro move. They matched a structural failure inside the plumbing of one venue. That venue is Binance. 🔺 2. Binance: Before the crash Binance handled: ▶️ 60 to 70 percent of global USDT altcoin spot volume ▶️ The deepest unified collateral system in crypto ▶️ Cross margin links across spot, futures, options and structured products Independent data providers like Kaiko and CoinGlass consistently identify Binance as the global price discovery engine for altcoins. On 10.10 that centralization became a single point of catastrophic failure. Across research from Kaiko, CoinGlass, Coindesk, Aurpay, Galaxy and independent analysts: ▶️ Binance order book depth collapsed more than any other exchange ▶️ Venue specific collateral assets broke first and hardest on Binance ▶️ Liquidations elsewhere followed Binance with multi minute lag ▶️ On chain and off chain data show certain wallets profited massively from the failure pattern This was a centralized system imploding under stress. 🔺 3. The Binance specific anomalies: Three Binance collateral assets behaved abnormally: ▶️ USDe traded at 0.62 to 0.65 USD on Binance while near 1 USD elsewhere ▶️ wBETH printed 430 USD while ETH traded near 3500 USD on other venues ▶️ BNSOL printed 34.9 USD while far higher elsewhere Insights4vc and Galaxy found ATOM, ENJ and other majors printed near zero only on Binance. Global markets remained far above. When you see: 1 exchange 3 collateral assets 80 to 99 percent divergence Invalid prices Frozen liquidity You are seeing a matching engine and oracle collapse. Binance later called this a “technical ghost”. It behaved like a centralized kill switch. 🔺 4. The liquidation cascade and ADL CoinGlass, Reuters and FT all agree: 10.10 created the largest liquidation cascade in crypto history. More than 19 billion USD were liquidated. But this number is only the visible liquidation counter. It does not include: • ADL reductions on profitable positions • Forced margin reductions not registered as liquidations • Collateral destruction from oracle mispricing • Spot positions force closed • Options and structured product collateral failures • Off book desk unwinds and hidden exposure reductions When analysts reconstruct the full chain, the true economic unwind is well above 40 billion USD. Several market structure estimates place the systemic damage between 60 and 100 billion USD. 19B is what dashboards show. 40B+ is what the market absorbed. Insights4vc documented: ▶️ Thousands of liquidations per second ▶️ Hyperliquid triggered ADL ▶️ Binance triggered its own ADL events Distorted Binance prices fed industry oracles and dragged the global market down. 🔺 5. On chain and off chain fingerprints: Wallet 0xb317..: ▶️ 192 million USD BTC short during crash ▶️ 163 million USD short after ▶️ Perfect timing with Binance anomalies Binance publicly acknowledged peg failures in USDe, wBETH and BNSOL. Zero prints happened only on Binance. The data convicts the structure. 🔺 6. Collapse of Fake Liquidity: Altcoins that went to zero on Binance did not do so elsewhere. Spoof liquidity, wash trading and internalized market making created an illusion of depth that vanished instantly under stress. 🔺 7. Comparison with fair, regulated markets: On NASDAQ: Market makers must quote both sides Liquidity withdrawal requires approval Wash trading is prohibited Exchanges cannot run secret market makers On 10.10 Binance’s order book had a buy side vacuum with no notice and no accountability. 🔺 8. Binance’s regulatory vacuum and conflict of incentives: Longs were liquidated. Shorts were ADL’d. Delta neutral strategies were wiped out. In an unregulated venue generating 70 million USD per day in fees, fairness is not enforced. 🔺 9. Evidence Binance refuses to provide: Mark price logs Oracle inputs Liquidation engine data ADL queues Insurance fund movements Engine parameters Matching neutrality proof None provided. 🔺 10. Why “never forget” matters: A single exchange distorted global prices in minutes. Fake liquidity collapsed. Oracle flaws vaporized billions. Unified margin amplified everything. 🔺 11. The message The data is here. The traces are here. The failures are documented. Remember what Binance did to us on 10.10. Concentrated power in crypto is systemic fragility with better marketing. Power is liquidity. Only users decide who holds it. Thanks for reading. — by $MASTR crypto project

MASTR

17,432 görüntüleme • 6 ay önce

$BTC Statistical Study using Claude - A Beginner's Workflow Here's an example of a z-score study on $BTC - still tinkering so don't take this as overtly useful information but the creation of a dashboard for the visualization of statistical data is phenomenal. my current workflow: > import $BTC time data - .csv file (can get this information from multiple venues - Binance is where I got mine) > creating bins - if you have a larger data set - you can use recent data to prevent overt bias in the long direction or filter consolidation and trending regime data into separate bins for statistical analysis - however, you will have to define thresholds and determine what that entails. > defining metrics in Claude that you want to use for statistical analysis e.g. for z-score what is it based on and what type of calculation? make sure you understand the calculations being performed for any metrics that you are doing a study for and modify them accordingly. > prompting Claude to do a statistical analysis with specific instructions and then tell it to create visualization for this. I've been messing around with this and I'm seriously impressed by the output.

$BTC Statistical Study using Claude - A Beginner's Workflow Here's an example of a z-score study on $BTC - still tinkering so don't take this as overtly useful information but the creation of a dashboard for the visualization of statistical data is phenomenal. my current workflow: > import $BTC time data - .csv file (can get this information from multiple venues - Binance is where I got mine) > creating bins - if you have a larger data set - you can use recent data to prevent overt bias in the long direction or filter consolidation and trending regime data into separate bins for statistical analysis - however, you will have to define thresholds and determine what that entails. > defining metrics in Claude that you want to use for statistical analysis e.g. for z-score what is it based on and what type of calculation? make sure you understand the calculations being performed for any metrics that you are doing a study for and modify them accordingly. > prompting Claude to do a statistical analysis with specific instructions and then tell it to create visualization for this. I've been messing around with this and I'm seriously impressed by the output.

Stoic

19,757 görüntüleme • 1 yıl önce

The Islamic takeover of America continues A new mosque opened in Gatlinburg, Tennessee There are rumors by locals another much larger mosque is being built in Wears Valley, Tennessee. This is located between Pigeon Forge and Townsend Apparently the project is being disguised as something else, but locals are saying the true purpose is to be a mosque Full transparency, I haven’t been able to find evidence of this but we won’t really know until the project is completed if it’s being secretly done. It’s something not confirmed but definitely should be checked in on I never thought I’d see the day where a Muslim mosque opens in Gatlinburg, Tennessee…..

The Islamic takeover of America continues A new mosque opened in Gatlinburg, Tennessee There are rumors by locals another much larger mosque is being built in Wears Valley, Tennessee. This is located between Pigeon Forge and Townsend Apparently the project is being disguised as something else, but locals are saying the true purpose is to be a mosque Full transparency, I haven’t been able to find evidence of this but we won’t really know until the project is completed if it’s being secretly done. It’s something not confirmed but definitely should be checked in on I never thought I’d see the day where a Muslim mosque opens in Gatlinburg, Tennessee…..

Wall Street Apes

127,886 görüntüleme • 13 gün önce

BURNING THE AMERICAN FLAG IS NOT ACCEPTABLE , AT ALL , THAT FLAG DOESN'T JUST REPRESENT THE CURRENT ADMINISTRATION , BUT IT REPRESENTS A NATION AND ITS PEOPLE💯🇺🇸 BY THE WAY , THE SENTENCE "THAT I CAN BURN THE FLAG BY PROTESTS" THIS SENTENCE IS NOT WRITTEN IN THE US CONSTITUTION , YOU DON'T FIND THIS SENTENCE ON THE 1ST A. GEORGE WASHINGTON , THE FOUNDED FATHERS THEY WOULD NEVER HAVE TOLERATED THAT AND DID NOT WRITE IT IN THE U.S.CONSTITUTION ! HOW CAN YOU SAY THAT THIS DESTROYING OF THE NATION FLAG IS INCLUDED IN THE 1ST AMENDMENT, BECAUSE THAT SENTENCE " TO BURN THE FLAG BY PROTEST" IS NOT INCLUDED IN THE 1ST A. 🇺🇸THAT IS A FACT LET THAT SINK IN 🇺🇸

BURNING THE AMERICAN FLAG IS NOT ACCEPTABLE , AT ALL , THAT FLAG DOESN'T JUST REPRESENT THE CURRENT ADMINISTRATION , BUT IT REPRESENTS A NATION AND ITS PEOPLE💯🇺🇸 BY THE WAY , THE SENTENCE "THAT I CAN BURN THE FLAG BY PROTESTS" THIS SENTENCE IS NOT WRITTEN IN THE US CONSTITUTION , YOU DON'T FIND THIS SENTENCE ON THE 1ST A. GEORGE WASHINGTON , THE FOUNDED FATHERS THEY WOULD NEVER HAVE TOLERATED THAT AND DID NOT WRITE IT IN THE U.S.CONSTITUTION ! HOW CAN YOU SAY THAT THIS DESTROYING OF THE NATION FLAG IS INCLUDED IN THE 1ST AMENDMENT, BECAUSE THAT SENTENCE " TO BURN THE FLAG BY PROTEST" IS NOT INCLUDED IN THE 1ST A. 🇺🇸THAT IS A FACT LET THAT SINK IN 🇺🇸

Armand Klein

16,481 görüntüleme • 1 yıl önce

ᴛʜᴇ ɴᴇxᴛ ᴇʀᴀ ᴏꜰ ᴅᴇᴄᴇɴᴛʀᴀʟɪᴢᴇᴅ ᴅᴀᴛᴀ ᴀɴᴅ ᴡɪɴᴋʟɪɴᴋ ᴏʀᴀᴄʟᴇ ɴᴇᴛᴡᴏʀᴋꜱ In today’s podcast breakdown, we explored how decentralized oracles and emerging OCR technology are transforming the way blockchains interact with the real world. ❇️ ᴡʜʏ ᴅᴇᴄᴇɴᴛʀᴀʟɪᴢᴇᴅ ᴅᴀᴛᴀ ɪꜱ ᴄʀᴜᴄɪᴀʟ One of blockchain’s biggest limitations has always been isolation smart contracts couldn’t access real-world information on their own. Decentralized Oracle like WINkLink solve this by delivering secure, verifiable data from off-chain sources directly to dApps. This unlocks: ➩ trustless financial automation ➩ real-world event settlements ➩ decentralized insurance, logistics & prediction markets ➩ verifiable randomness for gaming ➩ real-time data-driven smart contracts It’s the bridge that connects blockchain to reality. ❇️ ᴛʜᴇ ᴘᴏᴡᴇʀ ᴏꜰ ᴏꜰꜰ-ᴄʜᴀɪɴ ʀᴇᴘᴏʀᴛɪɴɢ (OCR) OCR represents a major leap forward for oracle networks. Instead of sending multiple on-chain transactions, participating nodes aggregate their data off-chain, reach consensus, and submit one verified report. This means: ➜ drastically lower fees ➜ faster, more scalable data delivery ➜ stronger decentralization ➜ reduced manipulation risks ➜ more frequent and higher-quality data feeds As OCR moves out of beta, it could become the new standard for decentralized data infrastructure. ❇️ ᴡʜᴀᴛ ᴄᴏᴜʟᴅ ᴛʜɪꜱ ᴜɴʟᴏᴄᴋ? With reliable, cryptographically verified external data, blockchains can evolve into autonomous systems capable of interacting with the real world. Potential new categories include: ✦ self-regulating DAOs reacting to real-time metrics ✦ autonomous “micro-economies” powered by data ✦ AI × blockchain hybrid systems ✦ on-chain reputation and identity primitives ✦ next-gen DeFi products across global markets We’re moving toward an internet where trust is based on verification, not authority. ❇️ ᴛʜᴇ ʙɪɢɢᴇʀ ɪᴍᴘᴀᴄᴛ ᴏɴ ᴛʀᴜꜱᴛ ᴏɴʟɪɴᴇ As decentralized oracle networks grow: ➜data becomes more transparent ➜manipulation becomes harder ➜applications become more autonomous ➜cross-chain ecosystems become more interoperable The result? A new digital world where truth is cryptographically proven not assumed. What do you think about the future of decentralized data? Will OCR and WinkLink Oracle networks redefine Web3 infrastructure? WINkLink H.E. Justin Sun 👨‍🚀 🌞 #Oracles #WINkLink #TRONEcoStar

ᴛʜᴇ ɴᴇxᴛ ᴇʀᴀ ᴏꜰ ᴅᴇᴄᴇɴᴛʀᴀʟɪᴢᴇᴅ ᴅᴀᴛᴀ ᴀɴᴅ ᴡɪɴᴋʟɪɴᴋ ᴏʀᴀᴄʟᴇ ɴᴇᴛᴡᴏʀᴋꜱ In today’s podcast breakdown, we explored how decentralized oracles and emerging OCR technology are transforming the way blockchains interact with the real world. ❇️ ᴡʜʏ ᴅᴇᴄᴇɴᴛʀᴀʟɪᴢᴇᴅ ᴅᴀᴛᴀ ɪꜱ ᴄʀᴜᴄɪᴀʟ One of blockchain’s biggest limitations has always been isolation smart contracts couldn’t access real-world information on their own. Decentralized Oracle like WINkLink solve this by delivering secure, verifiable data from off-chain sources directly to dApps. This unlocks: ➩ trustless financial automation ➩ real-world event settlements ➩ decentralized insurance, logistics & prediction markets ➩ verifiable randomness for gaming ➩ real-time data-driven smart contracts It’s the bridge that connects blockchain to reality. ❇️ ᴛʜᴇ ᴘᴏᴡᴇʀ ᴏꜰ ᴏꜰꜰ-ᴄʜᴀɪɴ ʀᴇᴘᴏʀᴛɪɴɢ (OCR) OCR represents a major leap forward for oracle networks. Instead of sending multiple on-chain transactions, participating nodes aggregate their data off-chain, reach consensus, and submit one verified report. This means: ➜ drastically lower fees ➜ faster, more scalable data delivery ➜ stronger decentralization ➜ reduced manipulation risks ➜ more frequent and higher-quality data feeds As OCR moves out of beta, it could become the new standard for decentralized data infrastructure. ❇️ ᴡʜᴀᴛ ᴄᴏᴜʟᴅ ᴛʜɪꜱ ᴜɴʟᴏᴄᴋ? With reliable, cryptographically verified external data, blockchains can evolve into autonomous systems capable of interacting with the real world. Potential new categories include: ✦ self-regulating DAOs reacting to real-time metrics ✦ autonomous “micro-economies” powered by data ✦ AI × blockchain hybrid systems ✦ on-chain reputation and identity primitives ✦ next-gen DeFi products across global markets We’re moving toward an internet where trust is based on verification, not authority. ❇️ ᴛʜᴇ ʙɪɢɢᴇʀ ɪᴍᴘᴀᴄᴛ ᴏɴ ᴛʀᴜꜱᴛ ᴏɴʟɪɴᴇ As decentralized oracle networks grow: ➜data becomes more transparent ➜manipulation becomes harder ➜applications become more autonomous ➜cross-chain ecosystems become more interoperable The result? A new digital world where truth is cryptographically proven not assumed. What do you think about the future of decentralized data? Will OCR and WinkLink Oracle networks redefine Web3 infrastructure? WINkLink H.E. Justin Sun 👨‍🚀 🌞 #Oracles #WINkLink #TRONEcoStar

BEN GURIAN 🥇

11,243 görüntüleme • 8 ay önce