On the evening of October 31, the DeepSeek Harness team published a technical article titled "Exploring Super-agent Design: Towards More Autonomous Agent Systems." DeepSeek stated that the enhancement of model capabilities has given rise to new application forms, with personal assistants (Personal Agents) recently emerging in large numbers. However, existing mainstream Agent designs struggle to support this model at the scale of multitasking and team collaboration, as the working mode of Agents is still based on a single session, with different sessions operating independently. Under this design, the limit of single-task performance depends on model capabilities, while the limit of multitasking depends on human attention. By employing a dual-layer architecture, event-driven design, asynchronous multi-channel interaction, separation of storage and computation, and external watchdog concepts, the DeepSeek team has broken through these limitations. The system takes over cumbersome session management and context synchronization at the underlying level, allowing humans to shift from specific execution details to higher-level decision-making and acceptance. DeepSeek refers to this form of Agent and its system architecture as Super-agent. The article mentioned that currently, internal Super-agent instances built on this concept are continuously running, participating in daily problem reproduction and resolution, code review responses, and the iterative development of DeepSeek Harness itself.
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DeepSeek Releases New Agent Architecture
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Binance Completes Approximately 90% Asset Replenishment and New Reserve Proof Snapshot
On October 31, Binance announced that the replenishment ratio of stolen assets has increased from approximately 80% to 90%. The company has previously allocated over $6.34 billion of its own funds to cover the losses caused by this security incident. Currently, BTC, ETH, USDT, BNB, SOL, USDC, XRP, USD1, RLUSD, and ZEC have achieved 100% full reserve support. The sources of the replenishment funds include part of the SAFU user asset security fund, part of the contract insurance fund, and the company's own funds, with the remaining balance of the contract insurance fund retained as required by regulators. The approximately 10% of assets that have not yet been replenished consist of other tokens outside of the aforementioned ten, which may take longer to acquire due to relatively low liquidity. Binance is continuing to repurchase through market and OTC channels. A new round of Proof of Reserves (PoR) snapshot was completed at 08:00 Beijing time on October 31, and the relevant data has been updated on the official website. Binance stated that the generation of zero-knowledge proofs is expected to take 40 to 50 hours, with the complete proof expected to be provided on November 3 (UTC). Holders of the aforementioned ten tokens will be able to verify for themselves whether their assets have at least 1:1 full reserve support. Binance reiterated that it will fully bear the financial losses caused by the theft, rather than passing them on to users. The restoration of withdrawal services is progressing as planned and is expected to resume on November 1, with specific arrangements to be announced separately. -
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18th Anniversary of Bitcoin White Paper Release
Today marks the 18th anniversary of the release of the Bitcoin white paper. On October 31, 2008, Satoshi Nakamoto published the paper titled 'Bitcoin: A Peer-to-Peer Electronic Cash System' on a cryptography mailing list, proposing an electronic cash solution that eliminates the need for a trusted third party and relies on a P2P network and proof of work to solve the double-spending problem. Today, we celebrate the 18th anniversary of its publication. -
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Trump: Monitoring Binance Theft Incident, Uncertain if North Korea is Involved
On October 31, Bloomberg reported that U.S. President Trump is monitoring the Binance theft incident. In a C-SPAN live video, Trump responded to reporters' questions on October 30 while meeting with a U.S. citizen who had previously been detained by Russia in the Oval Office. When asked if the attack should be attributed to North Korean hacker groups, he stated, 'We don’t know, we are investigating this matter.' When questioned about the possibility of recovering the stolen funds, Trump mentioned that Binance has claimed they will recover the funds and assured that 'they say they have basically controlled the situation,' but he also noted that people have not seen the actual funds, expressing that he has always felt this 'a bit dangerous.' Previous reports indicated that Binance experienced a security incident this week, affecting approximately $6.3 billion in assets, with on-chain analysis firms like TRM Labs attributing it to the North Korean hacker group TraderTraitor. -
Binance: Approximately 80% of Stolen Funds Recovered, Withdrawal Services to Resume in Phases Within 34 Hours, Initial Reserve Proof Snapshot Planned Within 12 Hours
On October 31, Binance released a security incident update at 3:33 AM, disclosing the progress of investigations and asset compensation over the past 24 hours. The announcement stated that on October 30, 2026, at 04:05 (UTC+8), Binance's hot wallet was attacked, resulting in a loss of approximately $6.3 billion in token assets. Binance clearly stated that it will fully cover the losses through the SAFU fund and its own funds, without passing the losses onto users. Currently, Binance has prepared over $6.34 billion in company funds, with more than $5 billion equivalent in assets such as USDC, USDT, BTC, ETH, and BNB already in place, and about 80% of the stolen funds have been replenished, with the remaining portion being purchased through market and over-the-counter trading channels. Previously, Binance had frozen approximately $3 billion in assets on-chain. Regarding the cause of the attack, Binance indicated that initial investigations suggested the incident might involve an infiltrated laptop, but subsequent investigations revealed other points of intrusion. No evidence of wallet private key leakage has been found, and further technical investigation results are expected to be released within approximately 48 hours. In terms of follow-up arrangements, Binance is working to resume withdrawal services in phases within approximately 34 hours, depending on the progress of security checks; it plans to conduct the first reserve proof snapshot within 12 hours and publish the results before November 2. Additionally, Binance will continue to collaborate with law enforcement agencies, blockchain intelligence firms, and asset issuers to track and recover the stolen funds, and will release a complete technical review report. -
He Yi: Withdrawal Resumption Expected in 42 Hours, Affected Assets Totaling $6.3 Billion
On October 30, Binance Co-CEO He Yi released a video on the X platform stating that the hacker incident affected assets totaling $6.3 billion. With the joint efforts of all industry participants, $3 billion has been frozen. Withdrawals are expected to resume in the next 42 hours; the previous suspension was to ensure a clean environment. In addition to reconstructing the security environment, a detailed technical security audit report will be produced in the future, and efforts to track the hackers will continue until the matter is fully resolved. -
Nasdaq 100 Index Declines by 3%
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