Group 1 - The article discusses various online platforms that allow users to earn money by watching advertisements, highlighting the skepticism surrounding their legitimacy and payout thresholds [1] - Douyin's "Jisu" version is mentioned as a prominent platform, offering a dedicated earning center where users can earn up to 8200 coins by completing tasks related to advertising conversion [1] - Uke Direct Talk serves as a bridge to access resources for earning coins on platforms like Douyin and Kuaishou, while also providing opportunities to create advertising apps for monetization [3] Group 2 - Kuaishou's "Jisu" version is noted for its popularity among a wide demographic, featuring a task center where users can earn coins by watching ads, especially during major shopping events [5] - Tencent Video is identified as a newer platform for earning money through ads, with users able to earn a significant amount by completing tasks available in the coin center [5] - Tomato Novel, developed by ByteDance, allows users to earn coins by listening to novels and watching ads simultaneously, enhancing the earning potential without additional time investment [7] Group 3 - The article encourages users to explore these five platforms during their free time, suggesting that even small earnings can be beneficial [9]

Core Viewpoint - The article discusses the transformation of recommendation systems through the integration of large language models (LLMs), highlighting the introduction of the "OneRec" system by Kuaishou, which aims to enhance efficiency and effectiveness in recommendation processes [2][35]. Group 1: Challenges in Traditional Recommendation Systems - Traditional recommendation systems face significant challenges, including low computational efficiency, conflicting optimization objectives, and an inability to leverage the latest AI advancements [5]. - For instance, Kuaishou's SIM model shows a Model FLOPs Utilization (MFU) of only 4.6%/11.2%, which is significantly lower than LLMs that achieve 40%-50% [5][28]. Group 2: Introduction of OneRec - OneRec is an end-to-end generative recommendation system that utilizes an Encoder-Decoder architecture to model user behavior and enhance recommendation accuracy [6][11]. - The system has demonstrated a tenfold increase in effective computational capacity and improved MFU to 23.7%/28.8%, significantly reducing operational costs to just 10.6% of traditional methods [8][31]. Group 3: Performance Improvements - OneRec has shown substantial performance improvements in user engagement metrics, achieving a 0.54%/1.24% increase in app usage duration and a 0.05%/0.08% growth in the 7-day user lifecycle (LT7) [33]. - In local life service scenarios, OneRec has driven a 21.01% increase in GMV and an 18.58% rise in the number of purchasing users [34]. Group 4: Technical Innovations - The system employs a multi-modal fusion approach, integrating various data types such as video titles, tags, and user behavior to enhance recommendation quality [14]. - OneRec's architecture allows for significant computational optimizations, including a 92% reduction in the number of key operators, which enhances overall efficiency [27][28]. Group 5: Future Directions - Kuaishou's technical team identifies areas for further improvement, including enhancing inference capabilities, developing a more integrated multi-modal architecture, and refining the reward system to better align with user preferences [38].

未来创业的发展趋势是什么？这3大行业前景不错，选对了吃喝不愁！ 最近有很多朋友都跟我抱怨，说公司效益越来越不好了，每个月还完房贷、车贷，口袋里就真的空空如 也了，说不准哪天就会面临失业。 确实是这样！你说说，现在有多少大厂员工被裁后在送外卖？有多少实体店老板关业大吉后搞直播？又 有多少品牌毕业的大学生找不到好工作，开始纷纷卷考公？ 这一切难道是因为赚钱机会太少吗？当然不是！社会在发展进步的过程中衍生出了数不胜数的新兴赚钱 途径，有些人能够在这种大环境中实现财富自由，与其敏锐的眼光是密不可分的。 App拉新行业真是一个被低估的赚钱行业，预计在未来5年都拥有广阔的发展空间，即使是没有一技之 长的普通人也能尝试看看。 现在的00后或是10后，平时或许舍不得点三四十的外卖，但是却愿意拿出好几百来买游戏手办，你就应 该意识到，游戏周边这个行业的市场空间有多么庞大。 从事这个行业，初期不要触碰大热门的爆款游戏，光是版权费就难以支付，而一些评分高且没出周边的 独立游戏，则是我们需要挖掘的方向。当下，如手办、钥匙扣、徽章等各种小物件都是非常流行的，可 首先，目前app行业正处于蓬勃发展状态，不管是地推还是网推，作为有效的ap ...

快手四季度财报于北京时间3月25日港股盘后放出。近一个月由于蹭到了AI，快手硬气领涨，低点至今翻了近50%，这几天调整之前的最高点甚至涨幅超过了 80%。 尽管海豚君认为，从估值来看，快手相对同行，仍然有一些空间（侧面也说明，资金偏见并未完全消除）。但炒完一波，在可灵真正大放异彩之前，也需要冷静 看看当下基本面。 具体来看： 1. 直播电商放缓，泛货架转型仍待加速： 四季度GMV 4621亿，同比增速14%，相比上季度略放缓，高基数下市场有一定预期。 四季度行业表现也不好，但直播电商边际上会更差。快手虽然前年就开始了泛货架转型， 但目前GMV占比刚刚达到30%，节奏并不算快。 同行如抖音，泛货架GMV占比已经接近40%，并且预计今年还将大幅提升到50%以上，转型意愿非常强烈。当然快手转型节奏的拖沓，可能也有本身平台私域属 性强、直播生态更强大有关。 不过从环比上看，今年四季度GMV的净增量相比去年要增加100亿，主要是靠购物用户新增带来，比如双十一新增了700万用户。 海豚君认为，后续的增长，公司多半还是会讲"量"的逻辑，即转化更多的电商用户。 目前月均购物买家1.43亿，渗透率提高至19.5%。上季度公司在 ...