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CoinJie.com news: The SDPG algorithm was open-sourced by Liu Yifeng and Zhang Shiyuan from the University of California, Los Angeles (UCLA), along with Zhang Yifan from Princeton University. It is designed to address the self-evolution bottleneck faced by agents when they lack external teacher model guidance. The algorithm uses an internal teacher guidance mechanism to leverage privileged information to generate high-quality reasoning paths, improving the training efficiency and success rate of multi-step decision-making. Evaluation data shows that SDPG performs better than GRPO and multiple self-distillation baseline algorithms in mathematical reasoning and multi-step planning tasks.

Mars Finance reports that, according to Qianxun Intelligence, “Qianxun Intelligence” has secured RMB 1.5 billion in A+ round financing. Its shareholders include first-tier US dollar funds, major industrial investors, and state-owned capital funds, and existing shareholders are continuing to increase their stakes. The funds raised in this round will be used to focus on three core directions: ongoing R&D and iteration of a next-generation embodied intelligence foundational model; building a global real-data infrastructure system; and promoting large-scale commercial deployment across multi-industry scenarios.

CryptoWorld News: Well-known trader Loracle has reduced his short position in HYPE by 8,194.61 tokens within the HyperLiquid ecosystem, approximately worth $611,295.83.
The current position size is $1,329,713.25, with an average price of $45.51, and a current profit and loss of -$519,841.80, representing a loss ratio of -78.19%.
The current HYPE token price is $74.72, with a liquidation price of $2,298.88.

CryptoWorld News reports that XBIT DEX published an article stating that Adeniyi Abiodun (former Meta Libra co-founder) explained how decentralization can be a cure for the surveillance economy, and how SUI Stack makes it possible. He pointed out that the future belongs to users who own their own data; decentralization is not only a cure for centralization, but also a cure for existing business models. Abiodun emphasized that the data generated in the future will belong to users, and users will be able to choose how to monetize this data without having to trust centralized institutions. SUI Stack allows users to store, encrypt, share, and monetize data without trusting centralized institutions.

ME News reports that the Dark Side of the Moon and Tsinghua University proposed Prefill-as-a-Service on arXiv, enabling the pre-filling stage of large model inference to run across data centers.
By using a hybrid attention model, it significantly reduces KV cache throughput, allowing the cache to be transmitted over Ethernet and returned to the local cluster for decoding.
The PrfaaS architecture builds an independent prefill cluster that only routes requests for long context misses, while short requests stay on the local PD; and introduces length threshold routing and bandwidth-aware scheduling.
In tests with a 1T parameter hybrid model, throughput improved by 54% over homogeneous PD, and by 32% over naive heterogeneous setups.

ME News report: May 30 (UTC+8). Judging from the situation on the special military operation front, there is reason to believe that the Russia-Ukraine conflict is nearing its end, but given the continued fighting, it is not possible to set a specific deadline for the end of the Russia-Ukraine conflict. Putin said that the Russian side’s strikes on the Kyiv region are a response to the Ukrainian forces’ attacks on the Luhansk region, and that the Russian military is launching an offensive across the entire special military operation area. (Source: Wall Street Insight)

ME News message: On May 29 (UTC+8), Dan Loeb—the legendary Wall Street hedge fund manager—said that kindness is especially important. He recalled that during the worst stretch of his unemployment, a friend was willing to let him sleep on the couch and provided him with several hundred thousand dollars to support his investments, helping him build a hedge fund empire. He couldn’t help but remark: “The one thing money can’t buy is, when you have nothing, still believing in your friends.” (Source: Wall Street Insight)

AIMPACT reports that Tesla disclosed details during Robotaxi testing: remote operators drove vehicles at low speeds to hit metal fences and construction barriers. No serious injuries occurred, and Tesla has improved related systems and processes, stating that remote operation is used to simulate various scenarios. The incident has raised public concerns about the safety of driverless taxis, and safety issues will be subject to strict scrutiny.

CryptoWorld News reports that Peskov stated the EU is a participant in the Russia-Ukraine conflict and cannot serve as a mediator in negotiations between Russia and Ukraine. Additionally, he pointed out that refusing to engage in dialogue with Russia is the EU's biggest mistake, which has led to a deadlock in its relations with Russia.

Mars Finance News, May 29th, Dell's stock price has increased by a total of 80% since May 8th, when Trump publicly urged "to buy Dell stock." The company's market value has risen by approximately 120 billion USD.
Behind this surge are also positive factors such as Dell securing a 9.7 billion USD contract with the U.S. Pentagon and quarterly earnings exceeding market expectations.

ME News Report, May 16 (UTC+8), Lindsay Fraser of the Blockchain Association stated that even though the CLARITY Act has passed the Senate Banking Committee, ethical issues remain the biggest obstacle to cryptocurrency legislation. Senators Gallego and Brooks said that their support in the committee does not mean they will support in subsequent votes, and they need some form of ethical language. (Source: MLion)

ME News: On May 27 (UTC+8), Falcon Finance announced it will launch the stablecoin fUSD in partnership with Anchorage Digital Bank. fUSD is a USD payment stablecoin that complies with the GENIUS Act. fUSD is the first GENIUS-ready stablecoin launched on Ceffu’s institutional infrastructure, featuring a yield structure: eligible institutional holders can share in the economic benefits generated from the fUSD reserve, targeting an annual return of approximately 3%. Rewards are provided by Falcon Finance based on separate bilateral agreements with qualified institutional holders, rather than by Anchorage or Ceffu. Falcon Finance will be among the first holders, investing part of the company’s reserves into fUSD from day one.