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first_img Delphi Digital: China's AI Laboratory is Transforming Intelligent Economics

Research institution Delphi Digital stated that hardware limitations are driving Chinese laboratories to shift towards cheaper models and more efficient technology stacks. Export control restrictions limit their access to advanced chips, while domestic accelerators can handle inference, but cutting-edge training remains difficult to achieve. Chinese laboratories are innovating in system efficiency, model architecture, training data, and reinforcement learning. DeepSeek has found a way to avoid GPU idle data movement, and ByteDance and Moonshot are set to release similar versions within months.In terms of architecture, training is shifting to cheaper digital formats that are compatible with domestic chips. Sparse architectures reduce the runtime per token, and the attention mechanism has been redesigned three times to control the memory costs of long context. In terms of data, denser prediction targets and better optimizers enhance the learning signal per token. In reinforcement learning, DeepSeek's GRPO has become the default recipe, with ByteDance, Alibaba, and MiniMax each launching successor plans within a year. Chinese models are now among the lowest-cost cutting-edge adjacent systems.On OpenRouter, the proportion of token consumption by Chinese developed models is expected to rise from less than 1.2% at the end of 2024 to the majority by 2026. The Chinese AI market is experiencing a price war from 2024 to early 2026, with several laboratories implying revenue multiples of about 47-117 times, while Anthropic and OpenAI are around 15-21 times. Huawei's Ascend chips are currently available for inference, and DeepSeek reportedly attempted to train R2 on Ascend but returned to NVIDIA after encountering technical issues. Domestic accelerator supply remains below estimated demand.

ZachXBT: The cryptocurrency exchange AscendEX is suspected of long-term delays in withdrawals, urging users to report to the police

According to on-chain detective ZachXBT, multiple reports indicate that the centralized cryptocurrency exchange AscendEX (formerly Bitmax) has recently delayed or failed to process users' withdrawal requests for several days or even weeks, yet the platform continues to accept user deposits.As early as the initial warning on June 26, ZachXBT pointed out that, after reviewing on-chain data from Arkham and TRM, several known hot wallets of AscendEX (covering EVM, Tron, and Solana networks) severely lack major market cap tokens such as ETH, USDT, and SOL, indicating that the platform is likely facing a serious liquidity crisis.The latest situation shows that, in the 9 days since the first warning, the official X account of AscendEX has remained inactive, and the platform's co-founder George (Jing) Cao has not responded to inquiries from users with large amounts of trapped funds. Currently, ZachXBT strongly advises users unable to withdraw their funds to report to law enforcement and regulatory agencies in their respective countries or regions as soon as possible.It is reported that AscendEX was founded by George (Jing) Cao and Ariel Ling in 2018. In December 2021, the platform was attacked by the hacker group Lazarus Group, resulting in approximately $78 million in asset losses.
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