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More →Kimi训练AI老板，General Reasoning训练整家AI公司
Coin World news: In January of this year, Kimi launched the K2.5 version of agent swarm, allowing a main agent to recruit and direct up to 300 sub-agents. Its reinforcement learning method PARL trains only the "boss" responsible for command and freezes the sub-agents. The General Reasoning team launched the 120B-parameter model Avalon-M1-Mini and proposed collective reward reinforcement learning (RLCR), in which one agent serves as CEO and can recruit up to 8 employees, collaborating through a message board and a shared workspace. This method achieved continuous improvement across 147 training environments, with the proportion of supervisory engineers among recruited positions rising from 0.4% to about 13%. Avalon-M1-Mini is still in training, and the team plans to publish the final paper after training is completed, and to open-source the training environment, agent framework, and model weights.
VXN Nasdaq 100 Volatility Index daily change reported at -1.46%
CoinWorld US stock data: The VXN Nasdaq 100 Volatility Index fell 1.46% from the previous trading day. It was flat compared with the same-caliber snapshot 24 hours earlier; compared with the same-caliber snapshot 7 days earlier, it dropped 19.9858 percentage points.
The 4-hour trading volume ratio of SOL contracts to spot is 7.48.
CoinWorld data: Over the most recent 4 complete hours, SOLUSDT perpetual contract trading volume was 7.48 times its spot trading volume. This is up 1.6849 compared with the same-methodology snapshot 24 hours earlier, and up 0.3806 compared with the same-methodology snapshot 7 days earlier.
Tanker freight rates soar, benchmark pricing sparks controversy, and the "Dow Jones of shipping" faces a lawsuit.
Mercuria, one of the world's largest commodity traders, is suing the 282-year-old Baltic Exchange, the Financial Times reported. The UK High Court will begin hearing the case on Monday, with the core dispute centering on whether the Baltic Exchange should continue publishing benchmark tanker freight rates for routes through the Strait of Hormuz after the US and Israel went to war with Iran this year. Mercuria argues that, after the outbreak of the war, shipping volumes through the strait plummeted and Iran claimed a blockade, so the Baltic Exchange should suspend its flagship tanker route benchmark index "TD3C." The Baltic Exchange contends that short-term inactivity on a route is not unusual, that ships are still transiting, and that it relies on experienced brokers to provide freight rates. Its lawyers warned that if Mercuria prevails, it would trigger "chaotic market-wide consequences," with hundreds of trades potentially forced to unwind.
Israeli military: All land crossings in the West Bank will be closed on the October 27 election day.
Israeli military: All land crossings in the West Bank will be closed on the October 27 election day.
The 4-hour trading volume ratio of ETH contracts to spot is 14.61.
CoinWorld data: Over the most recent 4 complete hours, ETHUSDT perpetual contract trading volume was 14.61 times the spot trading volume. Compared with the same-caliber snapshot 24 hours ago, it rose by 2.389; compared with the same-caliber snapshot 7 days ago, it fell by 0.6426.
AI overcapacity concerns intensify as 79% of enterprises report GPU utilization below 50%
According to a report from Bijie.com, the latest data shows that 79% of surveyed enterprises use GPUs at a utilization rate below 50%. Nevertheless, 70% of enterprises still plan to adopt new AI computing platforms. At the same time, 91% of the companies planning new platforms lack financially reviewed return on investment (ROI) estimates, which has raised concerns about the growth of AI spending.
The Ministry of Industry and Information Technology is advancing a special initiative on "AI + software," and analysts are optimistic about the deployment of AI applications.
According to CoinWorld news, the Ministry of Industry and Information Technology has called for accelerating the "AI + Software" special initiative and supporting the development of agent software. Analysts believe that driven by policy, AI applications will move from "local exploration" to "systematic implementation." The company has released multiple agent products, and several clients have already achieved commercial deployment; another company has integrated its full-stack AI large-model solution with DeepSeek.
The 4-hour trading volume ratio of BTC contracts to spot is 9.81.
CoinWorld data: Over the most recent 4 complete hours, BTCUSDT perpetual contract trading volume was 9.81 times spot trading volume. Compared with the same-caliber snapshot 24 hours ago, it rose by 0.2254; compared with the same-caliber snapshot 7 days ago, it rose by 1.3098.
Papertrade generated $8.5 million in revenue over the past 7 days, ranking fifth across the entire network.
CoinWorld data: Papertrade's revenue over the past 7 days reached $8.5 million, ranking fifth among all protocols by revenue, trailing only Tether, Circle, Pump.fun, and Hyperliquid.