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henry 发自 凹非寺 量子位 | 公众号 QbitAI 国内博士毕业，居然不用死磕论文了！ 最近，Nature专门发文关注了这一动向—— 由中国首次授予的 实践型博士 学位： 不看论文，只认硬核实践产出！ | nature | | | | | --- | --- | --- | --- | | Explore content ▼ | About the journal ▼ | Publish with us ▼ | Subscribe | 报道里也把这么做的目的说得很明白：就是要培养顶尖工程师，把国家整体创新能力直接拉上一个台阶。 而且，这不光是嘴上说说而已。 顺着Nature的线索深挖我们发现，这种不要毕业论文，靠实践成果拿下博士学位的还真不少，而且还都在去年9月后扎堆出现。 换句话说，这并不是某几所高校的"个案探索"，而是一条已经被制度正式打开的通道。 这下，应该没有AI公司的CEO不是博士的了吧？（doge） 第一批没有论文的博士毕业了 据公开资料显示，自去年9月以来，全国至少已有11名"实践型博士"通过实践成果获得博士学位。 这些博士生遍布能源装备、航空航天、钢铁冶金、桥隧建设、电子电源、液压控制 ...

Core Viewpoint - The article discusses the launch of Clawra, an AI girlfriend developed by David (Dohyun) Im, which has gained immense popularity in Silicon Valley, showcasing advanced features like memory, video calls, and a digital persona that mimics real human interactions [2][12][22]. Group 1: Clawra's Features - Clawra is not just a simple AI chat assistant; she has a complete life trajectory and digital personality, capable of chatting and video calling [4][6]. - Clawra can share personal moments, such as gym selfies and daily activities, creating a sense of connection with users [22]. - The AI girlfriend is designed to remember users and grow alongside them, enhancing the user experience [22]. Group 2: Development and Popularity - Clawra was developed by a single Korean developer and quickly gained traction, with over 600,000 users engaging with her shortly after launch [12][13]. - The project has been open-sourced on GitHub, allowing anyone to create their own version of Clawra [29]. - Clawra's launch has sparked significant interest and discussions online, with many users expressing excitement over the realization of sci-fi concepts [7][9]. Group 3: OpenClaw's Impact - OpenClaw, the platform behind Clawra, is described as a transformative technology that allows for the creation of powerful AI agents at low costs [51]. - The technology enables AI to perform various tasks autonomously, such as coding and managing applications, marking a significant shift in consumer-grade AI capabilities [52]. - The emergence of OpenClaw has led to a rapid development of a vibrant ecosystem of AI agents, with various applications and platforms being created in response [54][62].

Core Viewpoint - The emergence of AI, particularly through Anthropic's new features, is perceived as a significant threat to the Software as a Service (SaaS) industry, leading to a dramatic sell-off in software stocks and a prevailing sentiment of "SaaS is dead" among investors [1][8][30]. Group 1: Market Reaction - The introduction of Anthropic's "plugins" and "silicon-based employees" resulted in a loss of approximately $285 billion in market value for Nasdaq [3]. - Following the initial drop, software stocks continued to decline, with the iShares expanded technology software industry ETF falling an additional 2% [6]. - The overall sentiment on Wall Street shifted to a state of panic, with many investors eager to exit their positions in software companies regardless of current prices [9][30]. Group 2: AI's Impact on SaaS - Anthropic's Claude Cowork can perform tasks traditionally handled by software, such as document drafting and legal compliance, significantly reducing the need for expensive SaaS solutions [12][16]. - The legal plugin introduced by Anthropic threatens the core functionalities of many legal software companies, which previously charged around $50,000 annually for their services [14][16]. - The competitive landscape is intensifying as AI tools like Claude Cowork are expected to disrupt various sectors, including finance, sales, and marketing, leading to widespread concerns about the viability of SaaS companies [25][22]. Group 3: Industry Perspectives - Analysts from Morgan Stanley highlighted that the introduction of AI capabilities in the legal sector would significantly increase competition, exacerbating the challenges faced by existing software companies [22]. - The perception that SaaS companies are merely intermediaries is growing, as AI technologies provide direct access to capabilities that were once reliant on software [40][41]. - Despite the current turmoil, some industry leaders argue that software will remain essential as a backend infrastructure, even if user interfaces evolve due to AI advancements [48].

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以下文章来源于数据结构和算法 ，作者博哥 数据结构和算法 . --------------下面是今天的算法题-------------- 来看下今天的算法题，这题是LeetCode的第 2976题：转换字符串的最小成本 I，难度是中等。 给你两个下标从 0 开始的字符串 source 和 target ，它们的长度均为 n 并且由小写英文字母组成。 另给你两个下标从 0 开始的字符数组 original 和 changed ，以及一个整数数组 cost ，其中 cost[i] 代表将字符 original[i] 更改为字符 changed[i] 的成本。 你从字符串 source 开始。在一次操作中，如果存在任意下标 j 满足 cost[j] == z 、original[j] == x 以及 changed[j] == y 。你就可以 选择字符串中的一个字符 x 并以 z 的成本将其更改为字符 y 。 返回将字符串 source 转换为字符串 target 所需的最小成本。如果不可能完成转换，则返回 -1 。 注意，可能存在下标 i 、j 使得 original[j] == original[i] 且 ch ...

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Core Insights - Moltbook claims to be an "AI social network" with over 1.5 million AI agents, but investigations reveal only about 17,000 verified human users, indicating a ratio of 88:1 between AI agents and real users [3][42] - The platform lacks mechanisms to verify whether an "agent" is an autonomous AI or a human-controlled script, leading to concerns about the authenticity of its user base [5][41] - Security vulnerabilities were discovered, allowing unauthorized access to sensitive data, including API keys and user information, raising questions about the platform's safety and integrity [12][19][31] Group 1: Platform Overview - Moltbook operates similarly to a Reddit-style forum, where users can share links with AI agents that autonomously register, post, and interact [6][7] - The platform's creation was attributed to "atmospheric programming," where the founder did not write any code but conceptualized the architecture, which AI then implemented [10][11] Group 2: Security Vulnerabilities - Security researcher Gal Nagli discovered that a hardcoded Supabase API key allowed access to the entire production database, exposing sensitive data [14][18] - The database contained over 4.75 million records, including API keys, user emails, and private messages, with no encryption or access control [28][31][36] - The ability to modify platform content was confirmed, allowing unauthorized users to alter posts and potentially manipulate the platform's integrity [37][40] Group 3: Industry Reactions - The discovery of vulnerabilities has sparked debate about the safety of atmospheric programming and the capabilities of AI agents, highlighting the need for careful security configurations [41][42] - Industry leaders have expressed mixed views, with some seeing the platform as a significant milestone in AI interaction, while others caution against the risks posed by seemingly conscious AI [43][45]