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first_img The new U.S. bill proposes a voluntary disclosure program for digital assets, allowing for the correction of past tax filings

According to Cointelegraph, Section 502 of the Digital Asset Tax Clarification Act (H.R. 10357) currently advancing in the U.S. Congress stipulates that the Secretary of the Treasury must establish a voluntary disclosure program for digital assets within 12 months after the act takes effect.Eligible taxpayers can correct past digital asset tax violations by submitting amended returns and paying back taxes, interest, and penalties under the program. The act was passed by the House Ways and Means Committee on September 16 with a vote of 38 to 5, but it has not yet officially become law and still needs to be passed by the House, the Senate, and signed by the President.Andrew Gordon, Executive Director of the Digital Asset Taxation Action Organization, stated that this is a significant change that will help many ordinary taxpayers, yet it has received little attention. He pointed out that U.S. investors are facing the first filing season under the new 1099-DA broker reporting rules, which give the IRS greater visibility into crypto transactions but do not address the years prior to the rules taking effect. Sharon Yip, founder of Crypto Tax Advisors, also noted that filing errors among ordinary crypto investors are very common, and the existing procedures lack standardized processes, making it impossible to provide predictable penalty treatment for unintentional violators.According to Section 502, taxpayers generally must submit amended returns within 24 months after the program is established, and the act sets two penalty standards. Taxpayers who provide proof that their violations are neither fraudulent nor intentional can apply a 0% penalty on the portion of back taxes up to $25,000 if they file within the first 12 months after the program starts, while amounts exceeding that will incur a 5% penalty.Those who do not provide such proof will face penalties of 25% and 40%, and the tax rates will increase if the initial window is missed. The act also provides specific civil penalty waivers, allowing unproven taxpayers to be exempt from criminal referral within the scope of the disclosed information. A report by CoinTracker in 2026 showed that only 49% of crypto users correctly understand that selling crypto assets is a taxable event.

first_img CITIC Securities released the second phase report on the listing guidance for MiniMax A shares

The website of the China Securities Regulatory Commission shows that CITIC Securities released the "Report on the Progress of the Guidance Work for the Initial Public Offering and Listing of MiniMax Group Inc. (Phase II)" on October 15. This phase of guidance started on July 10, 2026, and lasted for more than three months. CITIC Securities, together with Tongshang Law Firm and Ernst & Young, continuously monitors the company's operational performance and compliance in accordance with regulatory requirements and the guidance agreement, and conducts guidance through on-site training and communication on specific issues.The report states that the guidance target has established an internal governance structure and relevant company management systems, but there is still room for optimization in execution. CITIC Securities will collaborate with intermediary institutions, combine due diligence, continuously refine and improve corporate governance and standardized operations, propose rectification suggestions, and supervise the implementation of internal controls. In the next phase, work will continue with Tongshang Law Firm and Ernst & Young, focusing on enhancing standardized operational levels and preparing for guidance acceptance.On May 29, 2026, CITIC Securities signed a guidance agreement with MiniMax and submitted a guidance filing application to the Shanghai Regulatory Bureau of the China Securities Regulatory Commission on the same day, which was accepted, marking MiniMax's official entry into the guidance period. The large model company MiniMax (00100.HK) was listed on the main board of the Hong Kong Stock Exchange on January 9, 2026, approximately four years from establishment to listing, and has focused on the research and development of full-modal models since its inception.

Big tech companies face a salary inversion for AI talent, with top fresh graduates earning up to 5 million annually

According to Beating reports, Lei Feng Network interviewed several headhunters and found that major domestic internet companies are tightening their recruitment quotas but are still willing to break salary limits for top AI talents. Headhunters revealed that this year, some outstanding fresh graduates in foundational model directions have annual packages reaching 2 million yuan; ByteDance Seed and Xiaohongshu's highest offers have reached 4 million to 5 million yuan, while Baidu is in the range of 2 million to 3 million yuan.The high salaries for talent are exacerbating internal salary discrepancies. An internet professional stated that some employees in foundational models have lower job levels but earn more than their higher-level colleagues. Similar situations emerged as early as 2017; an experienced engineer recalled that at that time, a returnee fresh graduate who joined a year later and was at a lower job level had a monthly salary 10,000 yuan higher than his own, leading to a monthly turnover of about 10% in a team of over thirty people.Headhunters noted that application-side positions are shrinking, while foundational model teams still lack individuals who can truly train large models. Coding Agents, model evaluation, pre-training data, and Agent infrastructure have become new focal points for talent acquisition; DeepSeek has recently been expanding its recruitment for backend developers and Agent Infra engineers, while the hiring enthusiasm in areas like AI search has decreased. Companies are not only looking at academic qualifications and papers but also place greater importance on whether candidates have actually trained large-scale models in leading teams; the salaries and responsibilities of scarce talents can be negotiated separately, while competition among ordinary AI job seekers is more intense.

first_img The Zcash development team plans to allocate independent keys for each ZEC exchange to prevent quantum cracking

The Zakura team, which operates the Zcash network, released a technical article stating that they plan to allocate a unique viewing key for each ZEC exchange completed through NEAR Intents, in order to block future quantum computers from exploiting public refund addresses to piece together user payment histories. NEAR Intents supports cross-chain token exchanges, and when users exchange the privacy coin ZEC for USDC, the service will publish a Zcash address for the user on the NEAR public blockchain, which will be used to return any unused ZEC.The Zcash address contains a public key generated by the wallet's viewing key, which cannot be reverse-engineered by ordinary computers, but large quantum computers running Shor's algorithm could theoretically deduce the key from the address. Zcash wallets can generate multiple seemingly unrelated addresses, but they typically share the same viewing key. Once an attacker cracks it, they can associate all payments received by the account and read the amounts and notes. Zakura's solution allocates a unique viewing key for each exchange, while the spending key remains in the user's main account. Even if the future refund address is compromised, the attacker would only be able to see payments related to that specific exchange.This design also addresses a practical issue: wallets conducting hundreds of exchanges would generate hundreds of keys, requiring each key to scan the entire Zcash chain during backup recovery. Zakura's solution is a privately queryable database that uses private information retrieval technology, so when the wallet inquires about the refund destination, the database will not know the address being queried. Zakura claims that wallets built on its open-source library (including Vizor) will be able to add this feature in the coming weeks, and hardware wallets will follow after firmware support, ahead of the January quantum-resistant payment target set by Zcash developers this month.
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