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HTX data monitoring shows that UNI has broken through 4 USDT, currently reported at 4.01 USDT, with a 24H increase of 7.00%.

【UNI Breakthrough 4 USDT】HTX data monitoring shows that UNI has broken through 4 USDT, currently reported at 4.01 USDT, with a 24H increase of 7.00%.

UNI Breakthrough 4 USDT

On May 10, The Wall Street Journal reported on the 9th, citing U.S. officials and informed sources, that Israel has established a secret military base in the Iraqi desert for airstrikes against Iran. It was reported that in the early stages of the conflict with Iran, Israel launched airstrikes against Iraqi forces that 'almost discovered' the base. According to sources, the base was established shortly before the U.S. and Israel took military action against Iran this year, and the U.S. was 'aware' of it. The base also serves as a logistical hub for the Israeli Air Force. Reports indicate that Israel has deployed rescue teams at the base. Additionally, informed sources stated that Israeli Air Force special forces capable of conducting assault missions are also stationed at the base.

[US Media: Israel Establishes Secret Base in Iraqi Desert Targeting Iran]On May 10, The Wall Street Journal reported on the 9th, citing U.S. officials and informed sources, that Israel has established a secret military base in the Iraqi desert for airstrikes against Iran. It was reported that in the early stages of the conflict with Iran, Israel launched airstrikes against Iraqi forces that 'almost discovered' the base. According to sources, the base was established shortly before the U.S. and Israel took military action against Iran this year, and the U.S. was 'aware' of it. The base also serves as a logistical hub for the Israeli Air Force. Reports indicate that Israel has deployed rescue teams at the base. Additionally, informed sources stated that Israeli Air Force special forces capable of conducting assault missions are also stationed at the base.

US Media: Israel Establishes Secret Base in Iraqi Desert Targeting Iran

opg Surges 10.05% in 24H, Currently at 0.2781 USDT

【opg currently trades at 0.2781 USDT, up 10.05% in 24h, according to HTX market data.】opg Surges 10.05% in 24H, Currently at 0.2781 USDT

opg currently trades at 0.2781 USDT, up 10.05% in 24h, according to HTX market data.

bill Surges 19.83% in 24H, Currently at 0.11331 USDT

【bill currently trades at 0.11331 USDT, up 19.83% in 24h, according to HTX market data.】bill Surges 19.83% in 24H, Currently at 0.11331 USDT

bill currently trades at 0.11331 USDT, up 19.83% in 24h, according to HTX market data.

On May 10, the Islamic Republic News Agency (IRNA) reported that Khalil Sherkhani, Iran's Ambassador to Armenia, emphasized that an agreement could be reached if countries that have illegally aggressed against Iran return to rational and logical policies and actions. In an interview with Armenian television on Saturday, Sherkhani stated that the aggression of the U.S. and Israeli regimes towards Iran clearly shows that military means, pressure, or threats cannot force Iran to surrender or accept extreme demands from either side. He expressed Iran's willingness to reach an agreement through negotiations, but this requires clear guarantees that the U.S. will adopt rational and logical practices to ensure that military aggression against Iran will not occur again. He also stressed that Iran opposes the selective interpretation of international law and will never allow the Iranian nation to be deprived of its right to peacefully utilize nuclear capabilities.

[Iranian Envoy: Agreement Possible if U.S. Acts Rationally]On May 10, the Islamic Republic News Agency (IRNA) reported that Khalil Sherkhani, Iran's Ambassador to Armenia, emphasized that an agreement could be reached if countries that have illegally aggressed against Iran return to rational and logical policies and actions. In an interview with Armenian television on Saturday, Sherkhani stated that the aggression of the U.S. and Israeli regimes towards Iran clearly shows that military means, pressure, or threats cannot force Iran to surrender or accept extreme demands from either side. He expressed Iran's willingness to reach an agreement through negotiations, but this requires clear guarantees that the U.S. will adopt rational and logical practices to ensure that military aggression against Iran will not occur again. He also stressed that Iran opposes the selective interpretation of international law and will never allow the Iranian nation to be deprived of its right to peacefully utilize nuclear capabilities.

Iranian Envoy: Agreement Possible if U.S. Acts Rationally

On May 10, Santiment reported on platform X that Tether (Ethereum-based) experienced its largest net outflow from exchanges in nearly three months, with a net outflow of $1.29 billion (USDT) on Friday. Such a large-scale outflow of USDT typically reflects institutional or whale-level participants moving funds to self-custody wallets, DeFi protocols, or over-the-counter trading platforms in preparation for larger operational plans. This is merely a reallocation of funds, not a complete exit from the ecosystem.

[Ethereum-based USDT Sees Largest Exchange Net Outflow in Nearly Three Months This Friday]On May 10, Santiment reported on platform X that Tether (Ethereum-based) experienced its largest net outflow from exchanges in nearly three months, with a net outflow of $1.29 billion (USDT) on Friday. Such a large-scale outflow of USDT typically reflects institutional or whale-level participants moving funds to self-custody wallets, DeFi protocols, or over-the-counter trading platforms in preparation for larger operational plans. This is merely a reallocation of funds, not a complete exit from the ecosystem.

Ethereum-based USDT Sees Largest Exchange Net Outflow in Nearly Three Months This Friday

LAYER fluctuated by 50.5% within 24 hours, current price $0.1325

【LAYER fluctuated over 50% in 24 hours!】LAYER fluctuated by 50.5% within 24 hours, current price $0.1325

LAYER fluctuated over 50% in 24 hours!

According to monitoring by Beating, Tilde Research has discovered a hidden flaw in the optimizer Muon, used by leading models such as DeepSeek V4, Kimi K2.5, and GLM-5: it causes over a quarter of the neurons in the MLP layer to permanently die early in training. Based on this finding, the team designed an alternative optimizer, Aurora, and made it open-source. A 1.1B model, trained with approximately 100B tokens, matched the performance of Qwen3-1.7B, which was trained with 36T tokens, on language understanding benchmarks like HellaSwag and Winogrande. The issue lies in a mathematical characteristic of how Muon handles MLP weight matrices. Early in training, some neurons happen to receive weaker gradient signals. Traditional optimizers like AdamW normalize per parameter, naturally leveling out these differences; however, Muon's orthogonalization step passes the weak signals unchanged. Weak neurons continue to receive weak updates, becoming increasingly silent, creating a 'rich get richer' death spiral. By the 500th training step, over a quarter of the neurons are effectively dead, wasting parameter capacity. The previous improved version, NorMuon, alleviated this by forcing uniformity in update magnitudes for each row, but at the cost of disrupting the orthogonality of the update matrix (orthogonalization makes each step as efficient as possible, which is a core advantage of Muon), resulting in a loss of optimization precision. Aurora sets 'uniform updates' and 'orthogonality' as joint constraints, alternating iterations to satisfy both: ensuring that each neuron gets a fair learning opportunity without sacrificing update precision. Un-tuned, Aurora incurs only 6% more computational overhead than Muon and can be directly replaced. In modded-nanoGPT optimization benchmarks, Aurora set a new record with 3175 steps. The advantages of Aurora will also amplify with increased MLP width; the higher the expansion factor, the more pronounced the improvements. The code and the 1.1B pre-trained model have been made open-source.

[Muon Silently 'Starves' 25% of Neurons: Aurora Increases Data Efficiency by Over 100 Times After Fix]According to monitoring by Beating, Tilde Research has discovered a hidden flaw in the optimizer Muon, used by leading models such as DeepSeek V4, Kimi K2.5, and GLM-5: it causes over a quarter of the neurons in the MLP layer to permanently die early in training. Based on this finding, the team designed an alternative optimizer, Aurora, and made it open-source. A 1.1B model, trained with approximately 100B tokens, matched the performance of Qwen3-1.7B, which was trained with 36T tokens, on language understanding benchmarks like HellaSwag and Winogrande. The issue lies in a mathematical characteristic of how Muon handles MLP weight matrices. Early in training, some neurons happen to receive weaker gradient signals. Traditional optimizers like AdamW normalize per parameter, naturally leveling out these differences; however, Muon's orthogonalization step passes the weak signals unchanged. Weak neurons continue to receive weak updates, becoming increasingly silent, creating a 'rich get richer' death spiral. By the 500th training step, over a quarter of the neurons are effectively dead, wasting parameter capacity. The previous improved version, NorMuon, alleviated this by forcing uniformity in update magnitudes for each row, but at the cost of disrupting the orthogonality of the update matrix (orthogonalization makes each step as efficient as possible, which is a core advantage of Muon), resulting in a loss of optimization precision. Aurora sets 'uniform updates' and 'orthogonality' as joint constraints, alternating iterations to satisfy both: ensuring that each neuron gets a fair learning opportunity without sacrificing update precision. Un-tuned, Aurora incurs only 6% more computational overhead than Muon and can be directly replaced. In modded-nanoGPT optimization benchmarks, Aurora set a new record with 3175 steps. The advantages of Aurora will also amplify with increased MLP width; the higher the expansion factor, the more pronounced the improvements. The code and the 1.1B pre-trained model have been made open-source.

Muon Silently 'Starves' 25% of Neurons: Aurora Increases Data Efficiency by Over 100 Times After Fix

As of May 10, according to Coinglass data, the cryptocurrency Fear and Greed Index is currently at 48, an increase of 11 points from yesterday. The average over the past 7 days is 43, while the average over the past 30 days is 32.

[Current Crypto Fear and Greed Index at 48, Neutral State]As of May 10, according to Coinglass data, the cryptocurrency Fear and Greed Index is currently at 48, an increase of 11 points from yesterday. The average over the past 7 days is 43, while the average over the past 30 days is 32.

Current Crypto Fear and Greed Index at 48, Neutral State

Huobi Global data showed that BTC fell below 42000 USDT and is now at 41995.56 USDT, with a decrease of 1.33% in 24H.

[BTC fell below 42000 USDT] Huobi Global data showed that BTC fell below 42000 USDT and is now at 41995.56 USDT, with a decrease of 1.33% in 24H.

BTC fell below 42000 USDT

Bitcoin 2026大会洞察：挖矿衰落，AI崛起，一场结构性大迁徙

Sam Altman最新专访自白：其实我也不太懂AI内部在发生什么

对话Dragonfly合伙人：散户离场机构兜底，今年加密货币波动性难超美股

XRP Power Play: SBI Holdings Submits LOI To Acquire Bitbank In Major Asia Move

一周代币解锁：ENA解锁价值约1700万美元代币

This Week In Bitcoin: Top Developments That Could Signal A New Era

Anthropic搞了个全是AI的闲鱼群，大模型在里面互割起了韭菜

对话华尔街策略师：AI驱动通缩，加速资本流向稀缺性资产

特朗普一条推文，BTC时隔3个月重返8万美元

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Indian Vessel Catches Fire and Sinks Near Strait of Hormuz, Resulting in 1 Death and 4 Injuries

US Court Approves Aave's Transfer of $71 Million ETH Related to North Korean Hacking Incident

BTC fell below 42000 USDT

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