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Vitalik: The Diamond iO exploration program "stealth" new paradigm may drive privacy computing into a new stage

Ethereum co-founder Vitalik Buterin published a new article introducing a novel cryptographic obfuscation technology called Diamond iO. This technology aims to address the extremely low efficiency of traditional indistinguishable obfuscation schemes, allowing programs to run while hiding internal logic and critical data. Although traditional iO technology possesses strong privacy protection capabilities, its operational costs are prohibitively high, making it nearly impractical. Diamond iO, by adopting more aggressive new cryptographic assumptions, enhances computational efficiency from "universe-level time consumption" to "planet-level time consumption," bringing it closer to practical application.Diamond iO is built on technologies such as Attribute-Based Encryption (ABE) and Fully Homomorphic Encryption (FHE). By encrypting programs, it allows users to execute the encrypted programs and obtain correct outputs without being able to view the internal code or hidden keys. This solution introduces a new input encoding mechanism and conditional decryption method, reducing computational complexity while ensuring the program logic remains hidden. Its core application scenarios include protecting programs that contain private keys, enabling secure software licensing, constructing trustless cryptographic services, and supporting blockchain and artificial intelligence systems with stronger privacy protection.However, Diamond iO is still in the early research stage, and its security relies on new cryptographic assumptions, including All-Product LWE and Evasive LWE, which require further research validation. At the same time, the technology still faces efficiency challenges such as high computational overhead and circuit depth limitations. Researchers believe that by optimizing underlying hash functions, improving homomorphic encryption schemes, and reducing security parameter requirements, Diamond iO is expected to become an important direction for advancing practical program obfuscation technology in the future.

hot_img WorkBuddy has been online for three months with a DAU exceeding 13 million, and Tencent's office agent is accelerating commercialization

According to a report by Z Finance, Tencent's AI-native desktop intelligent agent platform WorkBuddy entered public beta on March 9, achieving a monthly active user count of 20 million across all platforms within 3 months, with daily active users surpassing 13 million, including over 2 million daily active users on the PC side, and a DAU/MAU ratio stabilizing between 65%-75%. The product is led by Liu Yi, Vice President of Tencent Cloud, with a core team of about one hundred people, classified internally as one of the highest priority AI projects. The team claims they are currently only "temporarily ahead by half a position."WorkBuddy is derived from Tencent's previously launched AI programming assistant CodeBuddy, which has already covered about 12,000 engineers within Tencent. The product completed prototype development on January 17, and after the public beta in March, it has undergone a total of 43 iterations, gradually integrating capabilities related to QClaw developed by the Tencent PC Manager team based on an open-source framework. The product adopts a multi-model access strategy, with the underlying self-developed Harness engine for unified scheduling.In terms of commercialization, at the end of April, Tencent Cloud adjusted its pricing: the SaaS enterprise version was raised from 78 yuan/person/month to 198 yuan, and the private cloud enterprise version was raised from 158 yuan to 316 yuan. Market information indicates that it has acquired thousands of enterprise clients and over one hundred thousand paid seats, with an estimated annual revenue of about 300 million yuan. Third-party evaluations show that the product scored an average of 2.31/4 points on 70 questions (Word category 2.85 points, Design category 1.45 points), indicating that it is still some distance from producing stable results without manual modifications.

The enthusiasm for BTC allocation among listed companies continues to cool, with a net sell-off of 15.92 million dollars in a single week

According to SoSoValue data, as of 8 AM Eastern Time on July 27, 2026, the total net sell-off of Bitcoin by global listed companies (excluding mining companies) in the past week was $15.92 million, a decrease of 1,296.99% compared to last week.According to official documents, Strategy did not purchase Bitcoin last week, selling approximately 5.43 million shares of MSTR between July 20 and July 26, resulting in a net gain of $544.5 million, and spent $25 million to repurchase 288,930 shares of STRC preferred stock.The Japanese listed company Metaplanet did not purchase Bitcoin last week.In addition, three other companies bought or sold Bitcoin last week. Aerospace-grade defense battery thermal management and safety solutions provider KULR announced on July 24 that it generated approximately $21.5 million in revenue from July 9, 2026, to July 23, 2026, selling 333 Bitcoins at a price of $64,538, reducing its total holdings to approximately 760 Bitcoins; asset management company Strive announced on July 27 that it spent $5.19 million to purchase 79 Bitcoins at a price of $65,723, bringing its total holdings to approximately 20,000 Bitcoins; Brazilian Bitcoin company OrangeBTC announced on July 27 that it spent $394,500 to purchase 6 Bitcoins at a price of $65,742, increasing its total holdings to 3,918 Bitcoins.Metaplanet subsidiary Bitcoin Japan announced a convertible bond financing agreement with EVO Fund, intending to raise 9.66 billion yen (approximately $59.5 million) to establish a cryptocurrency asset treasury.As of the time of publication, the total amount of Bitcoin held by global listed companies (excluding mining companies) in the statistics is 1,139,480 Bitcoins, a decrease of 0.02% compared to last week, with a current market value of approximately $7.416 billion, accounting for 5.7% of Bitcoin's circulating market value.
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