模型动态

DeFi has reached its most dangerous moment: the real vulnerabilities are not in the code

In April 2026, the DeFi sector experienced multiple attacks exploiting non-code vulnerabilities, resulting in losses exceeding $625 million. Attackers utilized administrator private keys, cross-chain bridge validators, and social engineering tactics, revealing that DeFi security issues lie not in the code but in operations and mental models. The industry needs to reassess the definition of decentralization, emphasizing operational security and transparency. In the future, protocols must disclose operational leverage to ensure user awareness and establish insurable operational risk models.

DeFiDrift ProtocolKelpDAOcross-chain bridgesocial engineeringprivate key

DeFi 到了最危险的时候:真正的漏洞不在代码里

2026 年 4 月,DeFi 领域遭遇多起非代码漏洞攻击,损失超 6.25 亿美元。攻击者利用管理员私钥、跨链桥验证者和社会工程等手段,揭示了 DeFi 安全问题不在代码,而在运营和心智模型。行业需重新审视去中心化的定义,强调运营安全和透明度。未来,协议需公开运营杠杆,确保用户知情,并建立可承保的运营风险模型。

DeFiDrift ProtocolKelpDAO跨链桥社会工程私钥

DeFi最危险时刻:真正的漏洞不在代码,而在运营与信任模型

2026年4月DeFi遭遇多起非代码漏洞攻击,损失超6.25亿美元。攻击者利用管理员私钥、跨链桥验证者和社会工程学,暴露出去中心化金融真正的安全问题不在代码,而在运营与心智模型。行业需重新审视去中心化定义,强调运营安全与透明度,协议必须披露运营杠杆与信任假设,建立可承保的运营风险模型。

DeFiDrift ProtocolKelpDAO跨链桥社会工程学私钥

Vitalik emphasized in a post that Ethereum must be "amazing," but the foundation is not the center

Vitalik emphasizes that Ethereum should maintain its idealism and not become another Google. The Ethereum Foundation is no longer the center but rather a node with clear objectives. Vitalik suggests that Ethereum must excel in the CROPS dimensions, striving for bug-free, high availability, and minimal intermediation. Although the Foundation is reducing its responsibilities, the market still needs to create organizations aligned with Ethereum's economic interests to fill the alignment gap.

EthereumVitalikETHEthereum Foundation

Vitalik talks about the future of the Ethereum Foundation: a smaller, more distinctive, yet more enduring ship

Vitalik believes that the Ethereum Foundation (EF) should become a smaller, more distinct organization, focusing on long-term goals rather than short-term expansion. EF will concentrate on Ethereum's censorship resistance, openness, and security, reducing reliance on intermediaries. Vitalik emphasizes that EF is not the center of Ethereum but a node alongside other nodes, and it will continue to lead technological innovation in the future.

Ethereum FoundationVitalikCROPS

The richest chairman of the Federal Reserve in 112 years has arrived: Kevin Warsh is rewriting the rules

Kevin Warsh becomes the Federal Reserve Chairman, proposing a 'balance sheet reduction + interest rate cut' policy aimed at reshaping the Fed's monetary policy. His reforms could impact global capital markets and the US dollar credit system. Although Warsh lacks a traditional academic background, he has extensive Wall Street experience and understands capital market operations. His policy proposals face challenges from fiscal expansion and resistance to monetary tightening, potentially leading to volatility in the US Treasury market and loosening of US dollar credit. Warsh emphasizes the Fed's independence, but the flexibility of his policies has drawn attention.

Federal ReserveKevin Warshmonetary policyinterest rate cutsbalance sheet reductionfiscal expansion

Google Engineering Director: 21 Design Patterns for Creating AI Agents

Yanhua Antonio Gullí's book explores the design patterns of AI Agents, emphasizing the evolution from raw LLM to multi-agent collaboration. The book introduces Context Engineering and Reflection patterns to help agents improve efficiency and accuracy. The author points out that a single agent, combined with tools, reflection, and memory management, can handle most scenarios. The book also discusses the communication topology of multiple agents and future development hypotheses.

Agentic Design PatternsAI AgentDesign PatternsContext EngineeringLevel 0Level 1

Google 工程总监:打造 AI Agent 的 21 种设计模式

YanhuaAntonio Gullí 的书探讨 AI Agent 的设计模式,强调从裸 LLM 到多 Agent 协作的进化。书中介绍了 Context Engineering 和 Reflection 模式,帮助 Agent 提升效率和准确性。作者指出,单 Agent 加上工具、反思和记忆管理,已能应对大多数场景。书中还探讨了多 Agent 的通信拓扑和未来发展假设。

Agentic Design PatternsAI Agent设计模式Context EngineeringLevel 0Level 1

谷歌首席科学家沙纳汉演讲全文

谷歌 DeepMind 首席科学家沙纳汉在伦敦大学 AI 与哲学国际会议上探讨了大语言模型(LLM)的心智属性。他分析了 LLM 在理解、信念、能动性、自我及意识等方面的适用性,强调多模态与具身化对概念演化的影响。沙纳汉认为,LLM 的身份认同具有奇异性,角色扮演和叠加态使其自我短暂且不连续。关于意识,他主张应关注与 LLM 的工程化相遇,而非其是否具备意识。

谷歌沙纳汉大语言模型心智理解信念

SuperEx's Mars exploration dream: Digital currency is the key to unlocking economic exchanges in the interstellar era

SuperEx is committed to advancing the interstellar economy through digital currency, supporting Mars exploration. The company has established a space fund to aid related projects. Leveraging Web 3.0 technology, SuperEx has built the world's first digital currency trading platform, supporting decentralized asset management. Its goal is to achieve fully decentralized DAO governance, promoting a free and borderless financial world. SuperEx emphasizes the importance of digital currency in the interstellar era, believing it will become a key element in future economic exchanges.

SuperExMars ExplorationDigital CurrencyWeb 3.0Interstellar Economy