推荐算法
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微信:朋友圈不会有访客、编辑功能
券商中国· 2025-10-15 12:00
Core Insights - WeChat will not introduce a visitor feature for Moments to avoid increasing social pressure on users, aiming for a more comfortable and boundary-defined experience [1] - The lack of a secondary editing function for Moments is due to the belief that a person's history should not be easily altered, reflecting the idea that life cannot be rewritten [1] - The sorting logic for Moments is based on time rather than interaction frequency, as algorithms cannot fully understand the nuances of personal relationships [1] - WeChat has conducted extensive research on deceased accounts and will no longer recycle accounts that have not been logged into for an extended period since September [1] User Engagement - The number of users engaging with Moments remains stable, with 780 million users accessing it daily and 120 million users posting content [2]
Sora 2深夜来袭,OpenAI直接推出App,视频ChatGPT时刻到了
机器之心· 2025-09-30 23:49
Core Insights - OpenAI has quietly launched Sora2, a new product that directly enters the video generation space, similar to the impact of ChatGPT in the language model domain [1][8][12] - Sora2 is designed to enhance physical accuracy, realism, and controllability in video generation, outperforming previous systems [5][12][14] - The introduction of a new iOS app, Sora, allows users to create and share videos, incorporating a feature called "cameos" for high-fidelity personal representation [19][25] Product Features - Sora2 demonstrates significant advancements in simulating complex physical actions, such as Olympic gymnastics and dynamic buoyancy [12][13] - The model improves upon previous video generation systems by adhering more closely to physical laws, allowing for realistic failure simulations [13][17] - Sora2 supports complex multi-shot instructions and excels in various styles, including realistic, cinematic, and anime [14] User Engagement and Safety - The Sora app includes a recommendation algorithm that prioritizes user control over content consumption, aiming to mitigate issues related to addiction and isolation [21][22] - OpenAI emphasizes the importance of user agency in content creation and consumption, with built-in mechanisms for users to manage their experience [22] - The app is designed to foster creativity rather than consumption, addressing safety concerns related to content generation and usage rights [22][23] Availability and Future Plans - The Sora iOS app is currently available for download in the US and Canada, initially free with relaxed computational limits [25] - OpenAI plans to release the Sora2 Pro model for ChatGPT Pro users and intends to make Sora2 available via API in the future [25]
算法与算法之外:抖音内容推荐系统如何运行?
晚点LatePost· 2025-07-15 14:38
Core Viewpoint - The article discusses the inherent contradictions faced by content platforms like Douyin regarding the transparency of recommendation algorithms and their impact on user behavior and content quality [2][3]. Group 1: Algorithm Transparency and User Interaction - Douyin has established an algorithm transparency project team to explain the principles of its recommendation algorithms and its approach to content governance [4]. - The recommendation algorithm learns user behavior patterns by estimating the probability of user interactions with videos, such as likes and comments, based on historical data [5][9]. - The algorithm's effectiveness is enhanced by continuously feeding historical data into machine learning models, allowing for more accurate predictions of user behavior [9][10]. Group 2: Value Scoring and A/B Testing - Douyin determines the value score of user behaviors through A/B testing, adjusting the recommendation algorithms for different user groups to observe changes in key performance indicators [14]. - Multiple performance indicators may change in different directions, and Douyin's data analysis team creates relationships between these indicators to ensure they align with the primary goal of long-term user retention [16]. Group 3: Content Quality and Governance - Douyin's content operations team focuses on increasing the proportion of high-quality content by defining what constitutes "high-quality supply" and regularly reviewing and refining these standards [17][18]. - The platform employs a multi-layered review process for content, combining machine and human evaluations to filter out harmful or low-quality videos [19][24]. Group 4: User Behavior and Platform Adaptation - Douyin's governance measures are influenced by user behavior, with the platform adapting to user habits and preferences, such as the use of alternative terms to avoid perceived censorship [24][25]. - The platform has established a dedicated team to identify and counteract rumors, utilizing a "rumor database" to train machine learning models for better detection of false information [25][26]. Group 5: Evolving Standards and Regulatory Response - The article highlights the ongoing evolution of content platforms in response to public scrutiny and regulatory frameworks, emphasizing the need for continuous adaptation to societal expectations [28][29][30].
打视频听播客,豆包为何总是先人一步?
新财富· 2025-07-08 07:14
Core Viewpoint - The article discusses the innovative strategies and competitive advantages of Doubao, a product developed by ByteDance, in the AI assistant market, particularly focusing on its unique interaction design and technological advancements. Group 1: Product Development and Innovation - Douyin, as a latecomer in the short video market, succeeded by innovating interaction design and leveraging technology effectively, which allowed it to capture user interest and engagement [5][10][11] - The full-screen design of Douyin minimizes distractions, enhancing user experience by allowing immediate content consumption [6][7] - ByteDance's product development philosophy centers around user experience, setting OKRs that prioritize user needs and employing comprehensive technical capabilities to create distinct user experiences [15][16] Group 2: Market Position and Competitive Landscape - The AI assistant market has reached a saturation point where many companies are enhancing existing services rather than innovating, leading to a competitive stalemate [20] - ByteDance's strategy is to differentiate itself by investing in AI multimodal interaction, moving beyond traditional text-based interfaces to more intuitive voice and video interactions [21][30] Group 3: User Interaction and Accessibility - Doubao's introduction of real-time voice calling and video features aims to lower the entry barrier for users, particularly benefiting older adults who may struggle with text input [22][23][30] - The article highlights the importance of reducing user psychological barriers in AI interaction, suggesting that simplifying user engagement is more critical than merely advancing model technology [34][36]