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first_img Chainlink released CCIP 2, allowing enterprises to customize cross-chain security verification

On Monday, the oracle network Chainlink released the cross-chain interoperability protocol CCIP 2, making significant upgrades to its communication and cross-chain bridge infrastructure. The new version allows enterprises to add their own security verification checks on top of Chainlink's default network of 16 independent node operators. Enterprises can run their own validators or hire external service providers such as Infosys and Nethermind. Chainlink stated that users should not be forced to become "cross-chain security infrastructure experts."This upgrade comes about five months after the Kelp DAO was hacked in April of this year. The attackers are reportedly linked to the North Korean Lazarus group, stealing approximately $292 million in rsETH by deceiving the single validator relied upon by the Kelp cross-chain bridge, which operates on LayerZero. LayerZero blamed Kelp for using only a single validator, while Kelp stated that LayerZero employees had reviewed its setup and raised no objections. Kelp subsequently announced that it would migrate rsETH to Chainlink.The upgrade also adjusts the security mechanism that Chainlink had previously heavily promoted; its risk management network will no longer operate as an independent review node, with such independent checks now provided by optional validators. This means that users who have not added any validators currently rely on a single validation network, whereas previously they relied on two. Existing Chainlink users have been automatically migrated to the new version, but the company has not disclosed which institutions are using the new validators, only stating that Aave and Maple have begun adopting other features of the upgrade.

Tether released a dataset of 191.4 billion Token STEM, betting on the "explanatory ability" of local small models

The stablecoin giant Tether's Tether AI Research today released QVAC Genesis III, a synthetic training dataset aimed at the fields of science, technology, engineering, and mathematics, with a scale of 19.143 billion tokens, covering 159.6 million documents.It is reported that Tether hopes to enhance the reasoning and teaching capabilities of small AI models, allowing more AI assistants to run directly on laptops, mobile phones, and local servers, reducing the ongoing reliance on large cloud models.Genesis III continues the data lineage of Genesis I and Genesis II, covering 19 curriculum-related fields including biology, chemistry, physics, mathematics, computer science, medicine, electrical engineering, and machine learning, aimed at high school, university, and professional applications. Tether states that the dataset will focus on training models to explain problem-solving paths, identify erroneous reasoning, and provide corrections, rather than just outputting final answers.According to Tether's disclosed test results, a 1.7 billion parameter model trained with Genesis III option-level data achieved an effective answer rate of 99.45% in relevant benchmark tests. Compared to the Cosmopedia-v2 training model of similar token scale, Genesis III improved scores on the ARC-Easy, ARC-Challenge, and MMLU STEM benchmarks by 28.57, 21.35, and 15.03 percentage points, respectively.

first_img The 2026 China Private Enterprises Top 500 was released, with revenue of 44.93 trillion yuan

The All-China Federation of Industry and Commerce organized the 28th large-scale survey of private enterprises, with a total of 6,350 companies participating that have an operating income of over 1 billion yuan in 2025. Among them, the top 500 companies by operating income are the 2026 China Private Enterprises Top 500. In 2025, the total operating income of the Top 500 private enterprises reached 44.93 trillion yuan, with an average of 8.9851 billion yuan per household, an increase of 4.35% compared to the previous year; total assets reached 53.74 trillion yuan, with an average of 10.7479 billion yuan per household, an increase of 5.05%. A total of 29 companies made it to this year's Fortune Global 500 list.The net profit of the Top 500 private enterprises was 1.83 trillion yuan, with an average of 3.652 billion yuan per household, an increase of 1.31%. The proportion of companies in the secondary industry and manufacturing industry accounted for 74.40% and 70.60%, respectively, with the total operating income of the manufacturing industry reaching 32.22 trillion yuan, an increase of 8.73%. The actual reported total R&D expenditure of enterprises was 1.26 trillion yuan, with an average R&D investment intensity of 2.95%; total exports reached 1.97 trillion yuan, an increase of 11.25%; total tax payments amounted to 1.30 trillion yuan, and the total number of employed persons was 11.9633 million.
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