🏎️Kaito算法更新：忠诚度助推器 the loyalty booster升级，社区颗粒度对齐再进一步😀 在今天，@KaitoAI 团队的Yu Hu @Punk9277发布了一条重要更新，宣布针对社区反馈对Kaito的算法进行调整：忠诚度助推器（loyalty booster）将针对预TGE（代币生成事件前）和后TGE（代币生成事件后）项目分别计算，而像CT排行榜这样的通用排行榜则不纳入其中。这一调整的背后逻辑在于，预TGE和后TGE项目的奖励机制和成熟度差异较大，分别计算能更好地匹配不同阶段项目的特点。 @KaitoAI 的这一举措实际上是对6月3日的推文中社区反馈的快速响应。当时，Yu Hu提到社区提出了一些合理建议，比如将预TGE和后TGE项目分开计算忠诚度，以及根据Kaito平台上排行榜数量动态调整参数。从时间线来看，Kaito团队仅用了一天时间就落实了这一建议，足见其对社区意见的重视和执行效率之高。作为一个关注加密社区“注意力经济”的平台，Kaito的这一系列调整无疑是在进一步优化其生态，试图在公平性与激励性之间找到更好的平衡。 👉忠诚度助推器自2025年4月推出以来，一直是Kaito生态的重要组成部分。它的核心目标是通过奖励长期参与的小众社区成员，避免少数大V账号垄断排行榜，同时突显那些专注于少数项目的贡献者。Yu Hu在推文中提到，助推器将继续保留，原因有四：首先，它为所有参与者提供了更公平的竞争环境；其次，它激励用户与项目建立长期对齐；第三，它让那些专注于少数项目的社区成员得到更多曝光；最后，大多数项目团队支持这一机制，尽管项目可以选择是否启用这一功能。这种灵活性体现了Kaito对项目自治的尊重，也让生态更具多样性。 🧐值得一提的是，Kaito还在开发一个全新升级的Kaito Connect机制，允许用户自主选择与少数项目对齐，从而提升他们的关注度（mindshare）。根据CoinGecko的文章（2025-03-03），Kaito的Yaps机制本身就是一种“注意力证明”，通过AI算法提取、解读并奖励用户的贡献。而Kaito Connect的引入，无疑是这一机制的进一步延伸，为用户提供了更主动的参与方式，同时也为项目筛选出更忠诚的支持者。这种“自对齐”模式可能会成为未来加密社区互动的新趋势，因为它不仅能增强用户与项目之间的粘性，还能通过数据化的关注度指标，为项目的长期发展提供更有价值的信号。 📝在我看来，Kaito的这一更新体现了其对“去中心化InfoFi”（信息金融）的深刻理解。根据Binance Academy（2025-02-21）的介绍，Kaito致力于构建一个透明、去中心化的信息生态，通过AI技术整合加密数据，帮助用户和项目更高效地互动。忠诚度助推器的调整和Kaito Connect的推出，正是这一愿景的具体实践：它不仅通过算法优化了社区激励，还通过技术手段赋予了用户更多的自主权。这种模式可能为加密行业的社区治理和用户激励提供新的思路。 当然，Kaito的算法调整才刚刚开始生效，后续的效果还有待观察。比如，预TGE和后TGE项目的分离是否会真正提升公平性？Kaito Connect的推出又是否会改变用户的参与模式？这些问题或许会在未来几周内逐渐显现答案。作为一个长期关注加密社区的观察者，我期待Kaito能继续保持对社区的开放态度，通过不断迭代，打造一个更具活力和公平性的生态。 #kaito #yaps #yapper @aixbt_agent @KaitoAI 🏎️ Kaito Algorithm Update: Loyalty Booster Upgrade Brings Finer Community Alignment 😀 Today, Yu Hu (@Punk9277) from the @KaitoAI team announced an important update: in response to community feedback, Kaito’s algorithm has been adjusted so that the loyalty booster will now calculate loyalty scores separately for pre-TGE (before token generation event) and post-TGE projects. General leaderboards like the CT leaderboard will no longer factor into these calculations. The rationale behind this change is that pre-TGE and post-TGE projects differ significantly in reward mechanisms and maturity. Calculating them separately allows better alignment with each stage’s unique characteristics. This move is a direct and swift response to community feedback following Yu Hu’s June 3rd post, where he acknowledged suggestions such as separating loyalty scoring for pre- and post-TGE projects and dynamically adjusting parameters based on the number of leaderboards. The team implemented the change within a day—demonstrating both responsiveness to community input and high execution efficiency. As a platform focused on the “attention economy” in the crypto space, this change is clearly aimed at optimizing Kaito’s ecosystem by striking a better balance between fairness and incentives. 👉 The loyalty booster, launched in April 2025, has been a key component of the Kaito ecosystem. Its core goal is to reward long-term contributors from niche communities, avoid leaderboard domination by large influencer accounts, and highlight those dedicated to a few select projects. Yu Hu stated that the booster will remain active for four main reasons: https://t.co/qvsALz0uFy offers a fairer competitive environment for all participants. https://t.co/1eU8ewxlAs encourages users to form long-term alignment with projects. https://t.co/RjSXVWVmd7 gives greater visibility to community members who focus on fewer projects. 4.Most project teams support the mechanism, and projects can opt in or out at will. This flexibility reflects Kaito’s respect for project autonomy and contributes to a more diverse ecosystem. 🧐 Notably, Kaito is also developing a major upgrade: the Kaito Connect mechanism, which will allow users to actively choose alignment with a few projects to boost their mindshare. According to a CoinGecko article (2025-03-03), Kaito’s Yaps mechanism is already a form of “proof of attention,” using AI to extract, interpret, and reward user contributions. Kaito Connect builds on this by giving users more agency while helping projects identify their most loyal supporters. This “self-alignment” model could set a new trend for crypto community interaction—deepening user-project engagement and providing data-driven signals that are valuable for long-term project growth. 📝 In my view, this update reflects Kaito’s deep understanding of decentralized InfoFi (information finance). As described by Binance Academy (2025-02-21), Kaito aims to build a transparent, decentralized information ecosystem by integrating crypto data with AI to facilitate better interactions between users and projects. The adjustment to the loyalty booster and the rollout of Kaito Connect are concrete steps toward that vision—optimizing community incentives through algorithmic design and empowering users through technology. This model could inspire new approaches to community governance and user engagement across the crypto industry. Of course, these algorithm changes have just taken effect, and their impact remains to be seen. Will the separation of pre- and post-TGE scoring actually enhance fairness? Will Kaito Connect shift user behavior? These are questions that will likely be answered in the coming weeks. As a long-time observer of crypto communities, I look forward to Kaito maintaining its openness to feedback and iterating toward a more vibrant and equitable ecosystem. #kaito #yaps #yapper @aixbt_agent @KaitoAI