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Welcome to the community of wealthiest individuals | Bulls Who Never Quit | Built To Last #iamultimatebull

To the moon
Joined November 2023
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๐Ÿšจ The Market Breaks Most. But Not Us. ๐Ÿงต Weโ€™ve been through it all: losses, FOMO, revenge trades. And weโ€™re still here. But hereโ€™s the secret๐Ÿคซ The ones who make it arenโ€™t the smartest or luckiest. Theyโ€™re the ones who REFUSE TO QUIT. Thatโ€™s why we built The Ultimate Bulls โ€“ a community for traders who: โœ… Get back up EVERY. SINGLE. TIME. โœ… Turn losses into lessons (not excuses) โœ… Know wealth isnโ€™t built in a day โ€“ but can be built together Weโ€™re NOT here to sell you a โ€œget rich tomorrowโ€ dream. Weโ€™re here to: 1โƒฃShare "real stories" from traders whoโ€™ve blown accountsโ€ฆ and came back stronger! Someday it will be yours. Build your greatest comeback story. 2โƒฃBreak down market cycles without the toxic alpha-bro vibes 3โƒฃHelp you earn while you learn ($TUBR tokens, NFTs, strategy deep-dives) 4โƒฃLaugh through the pain when the charts go sideways (because if you donโ€™t laugh, youโ€™ll cry) This isnโ€™t a pump group. Itโ€™s a war room for people whoโ€™ve realized: The ultimate edge isnโ€™t a strategy โ€“ itโ€™s stubbornness. You donโ€™t have to be โ€œwinningโ€ right now to belong here. You just have to be done with quitting. Join the Ultimate Bulls. Letโ€™s grind smarter, not harder. #BuiltToLast #TUBR (P.S. If youโ€™ve ever stared at a red portfolio and thought โ€œscrew this, Iโ€™m not done yetโ€ โ€“ youโ€™re already one of us.)
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NVIDIA Open-Sources Auto Ontology, a Semantic Layer for AI Agents Your boss asks the AI agent: "What was revenue last quarter?" It answers in 3 seconds. Clean number. Nice chart. But it used the wrong "revenue" column. ๐—ก๐—ผ๐—ฏ๐—ผ๐—ฑ๐˜† ๐—ป๐—ผ๐˜๐—ถ๐—ฐ๐—ฒ๐˜€. That's the problem NVIDIA's new open-source library, Auto Ontology, goes after. Its README puts it plainly: "โ€ฆ๐˜ข ๐˜ณ๐˜ฆ๐˜ท๐˜ฆ๐˜ฏ๐˜ถ๐˜ฆ ๐˜ฎ๐˜ฆ๐˜ต๐˜ณ๐˜ช๐˜ค ๐˜ข๐˜ฏ๐˜ด๐˜ธ๐˜ฆ๐˜ณ๐˜ฆ๐˜ฅ ๐˜ง๐˜ข๐˜ด๐˜ต๐˜ฆ๐˜ณ ๐˜ช๐˜ด ๐˜ธ๐˜ฐ๐˜ณ๐˜ต๐˜ฉ ๐˜ฏ๐˜ฐ๐˜ต๐˜ฉ๐˜ช๐˜ฏ๐˜จ ๐˜ช๐˜ง ๐˜ต๐˜ฉ๐˜ฆ ๐˜ฏ๐˜ถ๐˜ฎ๐˜ฃ๐˜ฆ๐˜ณ ๐˜ช๐˜ด ๐˜ธ๐˜ณ๐˜ฐ๐˜ฏ๐˜จ." ๐—ช๐—ต๐—ฎ๐˜ ๐—ถ๐˜ ๐—ถ๐˜€: A "context layer" that sits between an AI agent and your database. It tells the agent where the data lives, what each field means, and whether to use it. ๐—›๐—ผ๐˜„ ๐—ถ๐˜ ๐˜„๐—ผ๐—ฟ๐—ธ๐˜€, ๐˜€๐˜๐—ฒ๐—ฝ ๐—ฏ๐˜† ๐˜€๐˜๐—ฒ๐—ฝ: โ€ข ๐——๐—ถ๐˜€๐—ฐ๐—ผ๐˜ƒ๐—ฒ๐—ฟ: it reads your database metadata and drafts an ontology, a map of business terms like "active customer" โ€ข ๐—š๐—ฟ๐—ผ๐˜‚๐—ป๐—ฑ: agents use those terms instead of guessing from raw table names โ€ข ๐—ฉ๐—ฎ๐—น๐—ถ๐—ฑ๐—ฎ๐˜๐—ฒ: it checks generated SQL against certified definitions โ€ข ๐—˜๐˜…๐—ฝ๐—ผ๐˜€๐—ฒ: agents reach it through MCP, a CLI or an API โ€ข ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป: certified corrections go back into the map ๐—™๐—ผ๐—ฟ ๐˜‚๐˜€๐—ฒ๐—ฟ๐˜€: Ask a question, get ๐˜๐—ต๐—ฒ ๐—ฎ๐—ป๐˜€๐˜„๐—ฒ๐—ฟ, ๐˜๐—ต๐—ฒ ๐—ฆ๐—ค๐—Ÿ ๐—ถ๐˜ ๐—ฟ๐—ฎ๐—ป, ๐—ฎ๐—ป๐—ฑ ๐˜๐—ต๐—ฒ ๐—ฟ๐—ผ๐˜„๐˜€. You can check the work, not just trust it. ๐—™๐—ผ๐—ฟ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ๐—ฒ๐—ฟ๐˜€: โ€ข Apache 2.0, runs with Docker Compose or Helm โ€ข Works with Databricks, Postgres, Snowflake and DuckDB โ€ข Defaults to NVIDIA's Nemotron models, but ๐—ฎ๐—ป๐˜† ๐—ข๐—ฝ๐—ฒ๐—ป๐—”๐—œ-๐—ฐ๐—ผ๐—บ๐—ฝ๐—ฎ๐˜๐—ถ๐—ฏ๐—น๐—ฒ ๐—ฒ๐—ป๐—ฑ๐—ฝ๐—ผ๐—ถ๐—ป๐˜ ๐˜„๐—ผ๐—ฟ๐—ธ๐˜€ โ€ข The MCP server has ๐Ÿต ๐—ฟ๐—ฒ๐—ฎ๐—ฑ-๐—ผ๐—ป๐—น๐˜† ๐˜๐—ผ๐—ผ๐—น๐˜€. There is deliberately no tool to browse raw tables, so agents must go through the business terms ๐—œ๐˜ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ๐˜€ ๐—ผ๐—ป ๐—ฒ๐—ฎ๐—ฟ๐—น๐—ถ๐—ฒ๐—ฟ ๐˜„๐—ผ๐—ฟ๐—ธ: โ€ข Cube and dbt MetricFlow: semantic layers you write by hand in code โ€ข Wren AI: an open semantic layer for AI agents, with a context layer built partly by agents โ€ข Snowflake's Semantic View Autopilot: also drafts semantic models with AI, but only for Snowflake What's different here: ๐—ผ๐—ฝ๐—ฒ๐—ป ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ, ๐˜„๐—ผ๐—ฟ๐—ธ๐˜€ ๐—ฎ๐—ฐ๐—ฟ๐—ผ๐˜€๐˜€ ๐—ณ๐—ผ๐˜‚๐—ฟ ๐—ฑ๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ๐˜€, ๐—ฎ๐—ป๐—ฑ ๐—ฏ๐˜‚๐—ถ๐—น๐˜ ๐—ณ๐—ผ๐—ฟ ๐—ฎ๐—ด๐—ฒ๐—ป๐˜๐˜€ ๐˜๐—ต๐—ฟ๐—ผ๐˜‚๐—ด๐—ต ๐— ๐—–๐—ฃ. ๐—ง๐—ต๐—ฒ ๐—ต๐—ผ๐—ป๐—ฒ๐˜€๐˜ ๐—ฝ๐—ฎ๐—ฟ๐˜: โ€ข ๐—ง๐—ต๐—ฒ "๐Ÿต๐Ÿฌ% ๐—ณ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ" ๐—ฐ๐—น๐—ฎ๐—ถ๐—บ ๐—ถ๐˜€ ๐—ก๐—ฉ๐—œ๐——๐—œ๐—”'๐˜€ ๐—ผ๐˜„๐—ป ๐˜๐—ฒ๐˜€๐˜๐—ถ๐—ป๐—ด, with no baseline published โ€ข ๐—ก๐—ผ ๐—ฎ๐—ฐ๐—ฐ๐˜‚๐—ฟ๐—ฎ๐—ฐ๐˜† ๐˜€๐—ฐ๐—ผ๐—ฟ๐—ฒ๐˜€ ๐—ฎ๐—ฟ๐—ฒ ๐—ฝ๐˜‚๐—ฏ๐—น๐—ถ๐˜€๐—ต๐—ฒ๐—ฑ. NVIDIA ships an eval harness (BIRD, 1,534 questions) but no results โ€ข That harness was tested with ๐—–๐—น๐—ฎ๐˜‚๐—ฑ๐—ฒ ๐—ข๐—ฝ๐˜‚๐˜€ ๐Ÿฐ.๐Ÿด, ๐—ป๐—ผ๐˜ ๐—ก๐—ฒ๐—บ๐—ผ๐˜๐—ฟ๐—ผ๐—ป โ€ข ๐—ช๐—ถ๐˜๐—ต๐—ผ๐˜‚๐˜ ๐—›๐—ฎ๐˜€๐—ต๐—ถ๐—–๐—ผ๐—ฟ๐—ฝ ๐—ฉ๐—ฎ๐˜‚๐—น๐˜, ๐—ฑ๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ ๐—ฝ๐—ฎ๐˜€๐˜€๐˜„๐—ผ๐—ฟ๐—ฑ๐˜€ ๐—ฎ๐—ฟ๐—ฒ ๐˜€๐˜๐—ผ๐—ฟ๐—ฒ๐—ฑ ๐˜‚๐—ป๐—ฒ๐—ป๐—ฐ๐—ฟ๐˜†๐—ฝ๐˜๐—ฒ๐—ฑ in Postgres (per the README) โ€ข It's young: ๐—ฎ๐—ฏ๐—ผ๐˜‚๐˜ ๐Ÿณ๐Ÿฑ๐Ÿฌ ๐—š๐—ถ๐˜๐—›๐˜‚๐—ฏ ๐˜€๐˜๐—ฎ๐—ฟ๐˜€, and NVIDIA isn't accepting outside contributions ๐—ง๐—ต๐—ฒ ๐—ฏ๐—ถ๐—ด๐—ด๐—ฒ๐—ฟ ๐—ฝ๐—ผ๐—ถ๐—ป๐˜: the hard part of AI analytics isn't writing SQL. ๐—œ๐˜'๐˜€ ๐—ฎ๐—ด๐—ฟ๐—ฒ๐—ฒ๐—ถ๐—ป๐—ด ๐—ผ๐—ป ๐˜„๐—ต๐—ฎ๐˜ ๐˜๐—ต๐—ฒ ๐˜„๐—ผ๐—ฟ๐—ฑ๐˜€ ๐—บ๐—ฒ๐—ฎ๐—ป. GitHub: github.com/NVIDIA/auto-ontolโ€ฆ Links in reply ๐Ÿ‘‡
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We got your back, New York!
Readers added context they thought people might want to know
Several figures here arenโ€™t federal results or NY-specific. The $472B combines US wide pledges: Micron's $250B is nationwide (NY site $100B) Anthropic's $50B covers TX and NY. The 48% murder drop is from NY's state run GIVE program (28 departments, Jan โ€“ May 2026). arkolith.com/news/news-micrโ€ฆ therepublic.com/?p=843020 governor.ny.gov/news/safer-strโ€ฆ
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Pendle RWA Insights Megathread ๐Ÿฆ๐Ÿงต
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Under pressure from Israeli prime minister Benjamin Netanyahu, the Trump administration may be within days of launching a nuclear strike on Iran. The target would be Pickax Mountain in central Iran, where Israeli intelligence claims the Iranian government has restarted its nuclear enrichment program. No conventional weapon in the American arsenal can penetrate 300 feet of solid granite to destroy the tunnels where enrichment is supposedly taking place. The only military option is a nuclear strike. Netanyahu has been pushing hard for one. โ€œBibi calls Trump about it every day,โ€ says an informed observer. Netanyahu is cornered and desperate. After last weekโ€™s election results, he canโ€™t form a government unless Trump intervenes directly in Israeli politics and brokers a deal with other parties that gives Netanyahu 61 seats in the Knesset. Otherwise, he is out as prime minister and on his way to ignominy, investigations and possibly jail. Netanyahu must stay close to Trump. He needs this war. To that end, heโ€™s applied maximum pressure to his closest allies in the administration, including Secretary of Defense Pete Hegseth and CENTCOM commander Brad Cooper. Both oppose a negotiated settlement to the war theyโ€™ve so grievously mismanaged; both are pushing to restart major combat operations. Secretary of State Marco Rubio and CIA director John Ratcliffe are also following Netanyahuโ€™s lead, as are leaders of the Democratic Party. In a recent meeting on the subject, former president Barack Obama said he opposes the current Iran peace deal being drafted in Doha. The rest of Americaโ€™s longtime allies in the Middle East are terrified by the prospect of more war. On September 27th, Netanyahu flew secretly to Abu Dhabi to enlist the UAE in his lobbying effort for a final attack on Iran. The Emiratis refused. After eight months of conflict, Gulf economies are teetering. So are global energy and fertilizer markets. They wonโ€™t recover soon. Globally, there are a total of about 850 supertankers used to transport oil from producers to the rest of the world. In October alone, 11 of them were badly damaged in Hormuz. At this pace, a global depression is imminent. A nuclear strike would radically accelerate the destruction. Fallout from a ground explosion at Pickax Mountain would contaminate the Persian Gulf, poisoning the water supply for 100 million people. And those are just some of the immediate consequences for the region. The rest of the world is every bit as exposed. No country other than the United States has ever used a nuclear weapon in war. Some would like to. An American nuclear attack on Iran would set a new precedent. The Russians have already told at least two other governments that an American nuclear strike on Iran would free them to use nuclear weapons against Ukraine. Pakistan and India would be tempted to do the same against each other, as would North Korea against Seoul. After the first nuclear strike, World War Three is inevitable. That war would be short and final. Weโ€™ve been sleepwalking toward this moment for months. Since February, the administration has quietly rewritten Americaโ€™s nuclear doctrine to make first use of so-called โ€œbattlefield nukesโ€ easier and therefore more likely. No one in Washington in either party seems bothered by this. Now weโ€™re on the brink of it. Close observers say Trump is likely to decide by next weekend whether or not to use nuclear weapons. That would be November 7, six days from now. To his credit, heโ€™s hesitating. At the moment, Trump is listening to his vice president, JD Vance, and to his envoy and friend Steve Witkoff, both of whom argue a deal with Iran can be made. Theyโ€™re right, though it wonโ€™t be simple. The Iranians are famously frustrating to negotiate with under any circumstances, and elements of that government have become more radical since Ayatollah Ali Khamenei and his family were killed in February. After decades of isolation, even relatively moderate Iranian leaders seem confused by how decisions are made in the West. (There is a widespread belief in Tehran, for example, that the United States government controls Israel.) But overall, people who have spoken to decision-makers in Iran say there is consensus there that more war is bad for everyone and a deal is worth making. One group that hasnโ€™t been consulted so far is the global population โ€” the hundreds of millions of people who will be killed along with their children if Trump is pushed by Netanyahu into launching a nuclear strike next week. Now would be the time for them to speak up.
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Pendle is now the 2nd largest venue in DeFi for tokenized stocks, with ~17% market share ๐Ÿฆ ๐Ÿ”น7th โ†’ 2nd largest venue in one month ๐Ÿ”น1st in tokenized stocks TVL growth last month
This chart reveals whether a DeFi venueโ€™s RWA strategy is working: is it attracting tokenized stock deposits? If yes, itโ€™s positioned to benefit as the global equities market moves onchain to be lent out, borrowed against, and traded.
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12 hours after withdrawals resumed: 2.1% net outflow, with most occurring in the first couple of hours. Over $1 billion in flow, too. 98% choose to stay! Trust isnโ€™t earned by what you say in good times. Itโ€™s earned by what you do in hard times. Thank you for your trust! ๐Ÿ™๐Ÿ™๐Ÿ™๐Ÿ™
Binance began restoring withdrawals in phases at 06:00 UTC on November 1, 2026. By 12:36 UTC, withdrawals had resumed for all 15 networks and assets in the initial phase. After an initial spike, withdrawal volumes have declined and are stabilising as expected, while deposit volumes have remained substantial. Between 06:00 and 15:30 UTC on November 1, we processed $4.649 billion in withdrawals and $1.01 billion in deposits, resulting in a net outflow of approximately $3.64 billion. This represents 2.1% of our $171 billion in total assets under management (AUM), based on the latest available Proof of Reserves (PoR) data as of October 28, 2026. A new PoR snapshot was taken at 00:00 UTC on October 31, and zero-knowledge proof (ZKP) computation began. The updated report is expected to be available on our PoR website tomorrow. Our team continues testing rigorously the remaining networks and assets. We know how important safe and reliable access to your funds is and will share details of the next phase as soon as we can. Rest assured that market conditions are stable. Thank you for your patience and continued support.
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Highly recommended read. It's an absolute masterclass in building a modern harness and enabling more autonomous agent systems. This is the best write-up I have read on how I have been working with my agent teams powered by my custom harness. In simple terms, you want a design that lets the agent operate continually and stay productive across tasks. This requires a coordination-execution architecture. This is possible now, as LLM agents have gotten better at coordination and maintaining persistent context. Once you get the core architecture right, you can explore proactive components (event triggering, acting ahead, etc.) and interesting ways to communicate with agents seamlessly (e.g., an asynchronous ReAct Loop). On top of that, the design scales through state management and sandboxes. Target a design that separates state, compute, and environment. And build something that can persist and is always available across devices. Btw, you can do this with other existing harnesses too. It doesn't have to be DeepSeek Harness. As agent capabilities improve, you should find new ways to interact with them and avoid getting in the agents' way.
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Full HUGE* If True episode on Neuralink and the future of brain computer interfaces I toured @neuralink and got a close up view of their new R1 surgical robot, to see the future they and @elonmusk are building and how it is already changing lives... 00:00 What if you put a chip in your brain? 01:02 What does a human brain feel like? 02:17 How does your brain work? 03:58 Can a brain computer interface read your thoughts? 05:19 How do you get a chip into your brain? 08:07 Whatโ€™s inside Neuralinkโ€™s implant? 10:06 How do you build a brain implant? 11:07 How does robot do brain surgery? 12:20 What could you do with a brain chip? 15:05 How are brain computer interfaces already being used today? 16:07 How are brain chips huge if true?
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Replying to @doomerfied
๐Ÿ‡ฎ๐Ÿ‡ฑ๐Ÿ‡ฐ๐Ÿ‡ต ZachXBT has publicly acknowledged investigative cooperation with Cyvers, an Israeli blockchain security company, on multiple cases. CoinDCX: he credited Cyvers with flagging suspicious withdrawals, then said he independently identified the affected wallet. SBI Crypto: he credited Cyvers with helping investigate approximately $21 million in suspicious outflows. His post noted similarities to North Korean attacks. HashFlare: he credited Cyvers with first alerting him to movements of funds linked to the fraud case. What do we know about Cyvers? Itโ€™s an Israeli blockchain security company. Its co-founder and CEO, Deddy Lavid, says he worked on Israelโ€™s Iron Dome system in 2015. He also says co-founder Meir Dolev served as a sergeant reporting to him when Lavid was an infantry company commander in the military reserves. Elron Ventures disclosed approximately 26% ownership of Cyvers as of June 2026, excluding additional convertible investments. Elron also has the right to appoint a Cyvers board member. And Elron has a longstanding partnership with Rafael Advanced Defense Systems through Rafael Development Corporation, RDC. Elron owns 50.1% of RDC. Rafael owns 49.9%. RDC has rights to commercialise Rafaelโ€™s military technologies for civilian markets. The distinction matters: Elron holds its Cyvers stake directly. These disclosures do not establish Rafael ownership of Cyvers. Lavid has also described working with EY and holding discussions with Israeli banks, including CBDC-related discussions. So the documented connections include military service, Iron Dome experience, financial-sector CBDC relationships and an investor with a Rafael joint venture. Itโ€™s important to understand the incentives behind the information thatโ€™s being fed through. Because they almost always say itโ€™s North Korea.
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We know how important trust is, especially in moments like this. We've now replenished 90% of the stolen assets, and we're committed to covering the remaining 10%. Our users will not bear the financial impact of this incident. We've also shared an updated Proof of Reserves snapshot, and we're working towards resuming withdrawals on November 1. Thank you for your patience and trust. We'll keep you updated every step of the way.
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Why did you think we invented blockchain? We invented blockchain because we knew machine learning would attack fragile systems. We invented blockchain to make uncensorable incorruptible unstoppable databases. I think people didnt get this memo and thought we were messing around. Well welcome to Moores Law. Technology has reached the exact place we predicted. All fragile centralized off chain systems and data will be corrupted. Only decentralized distributed data will survive. This is why we crypto. Welcome.
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The Ultimate Bull Run| TUBR ๐Ÿ’ฐ๐Ÿงฒ retweeted
BREAKING: Arbitrum Security Council has executed a transaction to freeze ~$30.5M from the Binance Exploit. Thanks to all other signers involved. Exploiter address 0x3E2bf1ac6bf0934BBba6456C341c2EcbCED632d5 Trsanction hash: 0xb69c81774f507d46ce776aeaed8b4d31df96dd66ce6fd05073481011835355d6
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The Ultimate Bull Run| TUBR ๐Ÿ’ฐ๐Ÿงฒ retweeted
The Binance hacker has finished dumping $UNI, $ENA, $PEPE, $LINK, $AAVE, $ONDO, and $WLD, swapping them for a total of 70,480 $ETH ($158.25M). Sold 7.02M $UNI($39.63M) at $5.65. Sold 217.5M $ENA($33.93M) at $0.16. Sold 7.77T $PEPE($31.66M) at $0.0000041. Sold 2.57M $LINK($26.05M) at $10.14. Sold 127,953 $AAVE($14.27M) at $111.55. Sold 21.85M $ONDO($6.62M) at $0.30. Sold 17.32M $WLD($6.09M) at $0.35. arkm.com/explorer/entity/ee2โ€ฆ
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The Ultimate Bull Run| TUBR ๐Ÿ’ฐ๐Ÿงฒ retweeted
Attention! The Binance hacker is now dumping $PEPE, $UNI, $LINK, and other tokens on-chain for $ETH. Please note: The hacker still holds large amounts of the following altcoins, which could face heavy selling pressure: 217.497M $ENA ($39.51M) 7.579T $PEPE ($34.41M) 2.575M $LINK ($28.07M) 128.034K $AAVE ($15.9M) 74.56M $ARB ($11.54M) 1.938M $UNI ($12.62M) 21.852M $ONDO ($8.52M) 17.318M $WLD ($6.73M) 714.911M $FUN ($6.29M) 87.853M $ZAMA ($6.02M) 3.602M $ZRO ($5.69M) 3.382B $RSR ($5.02M)
Binance has been hacked for over $5.8B! Of that, 1.58B $USDT and 823M $USDC (a total of $2.41B) have been frozen. arkm.com/explorer/entity/ee2โ€ฆ
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The Ultimate Bull Run| TUBR ๐Ÿ’ฐ๐Ÿงฒ retweeted
Gรผnaydฤฑn, โ€œPiyasada haber, fiyat hareketinin sebebi deฤŸil, bahanesidir. Fiyat zaten yรถnรผnรผ belli etmeye baลŸlamฤฑลŸtฤฑr; haber yalnฤฑzca hikรขyeyi tamamlar. Herkes aรงฤฑklanan rakama bakarken, senaryo รงoktan yazฤฑlmฤฑลŸtฤฑr.โ€
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