Kaitos InfoFi Network, Source: Kaito
InfoFi is an attempt to solve this problem. InfoFi combines information with finance, creating a mechanism that evaluates user contributions based on the attention generated by their content (such as views, comments, and shares) and links them to token rewards. Kaitos success has made this structure widely spread. Kaito uses AI algorithms to evaluate social media activities, including posts and comments. The platform provides token rewards based on the scores. The more attention user-generated content attracts, the greater exposure the project can get. Capital regards this attention as a signal and uses it to make investment decisions. As attention grows, more capital flows into the project, and the rewards for participants also increase. Participants, projects, and capital work together through attention data as a medium, forming a virtuous circle. The InfoFi model makes outstanding contributions in three key areas. First, it quantifies user contribution activities where the evaluation criteria are unclear. The point-based system allows people to define contributions in a structured way and helps users predict what rewards they can get for specific behaviors, thereby improving the sustainability and consistency of user participation. Secondly, InfoFi transforms attention from an abstract concept into quantifiable and tradable data, and user participation from simple consumption to productive activities. Most existing online participation involves investment or content sharing, and platforms make money from the attention generated by these activities. InfoFi quantifies the market response of users to these contents and issues rewards based on this data, resulting in the behavior of participants being regarded as productive work. This transformation gives users the role of network value creators, rather than just community members. Third, InfoFi lowers the threshold for information production. In the past, Twitter influencers and institutional accounts dominated information distribution and took up most of the attention and rewards, but now ordinary users can also get tangible rewards after gaining a certain degree of market attention, creating more opportunities for users from different backgrounds to participate. The attention economy trap caused by InfoFi The InfoFi model is a new reward design experiment in the crypto industry that quantifies user contributions and links them to rewards. However, attention has become an overly centralized value, and its side effects are gradually emerging. The first problem is excessive competition for attention and a decline in content quality. When attention becomes the criterion for reward, the purpose of creating content now shifts from providing information or encouraging meaningful engagement to simply for rewards. While generative AI makes content creation easier, batches of content that lack real information or insights spread rapidly. These so-called AI Slop contents are spreading throughout the ecosystem, causing concern.Loud Mechanism, source: Loud
The Loud project clearly demonstrates this trend. Loud attempts to tokenize attention, and the platform chooses to distribute rewards to the top users who receive the most attention in a specific time period. This structure is interesting experimentally, but attention becomes the only criterion for rewards, which leads to excessive competition between users and triggers the generation of a large amount of duplicate low-quality content, ultimately leading to the homogenization of content throughout the community.Source: Kaito Mindshare
The second problem is reward centralization. Attention-based rewards begin to focus on specific projects or topics, and content from other projects actually passively disappears or decreases from the market, which is clearly shown by Kaitos sharing data. Loud once occupied more than 70% of the crypto content on Twitter, dominating the information flow within the ecosystem. When rewards are focused on attention, content diversity decreases, and information gradually revolves around projects that offer high token rewards. Ultimately, the size of the marketing budget determines the influence within the ecosystem. Structural limitations of InfoFi: evaluation and distribution Limitations of Simple Approaches to Content Evaluation The attention-centered reward structure raises a fundamental question: How should content be evaluated and how should rewards be distributed? Currently, most InfoFi platforms judge content value based on simple metrics such as views, likes, and comments. This structure assumes that high engagement equals good content. Content with high engagement may indeed have better information quality or delivery, but this structure mainly applies to very high-quality content. For most mid- and low-end content, the relationship between feedback quantity and quality is not clear, resulting in repetitive formats and overly positive content receiving high scores. At the same time, content that presents diverse perspectives or explores new topics is unlikely to receive the recognition it deserves. Solving these problems requires a more complete content quality evaluation system. The evaluation criteria based solely on engagement are fixed, while the value of content changes over time or in different environments. For example, AI can identify meaningful content, and community-based algorithm adjustment methods can also be introduced. The latter can help the evaluation system to flexibly respond to changes by allowing the algorithm to adjust the evaluation criteria based on regularly provided user feedback data. Reward structure concentration and the need for balance The limitations of content evaluation coexist with the problem of reward structure, which also exacerbates the information flow bias. The current InfoFi ecosystem usually runs separate leaderboards for each project, which use their own tokens for rewards. Under this structure, projects with large marketing budgets can attract more content, and users attention tends to be focused on specific projects. To address these issues, adjustments to the reward distribution structure are needed. Each project can keep its own rewards, and the platform can monitor content concentration in real time and use platform tokens to make adjustments. For example, when content may be too concentrated on a specific project, platform token rewards can be temporarily reduced, and topics with relatively low coverage can receive additional platform tokens. Content covering multiple projects can also receive additional rewards. This will create an environment with diverse topics and perspectives. Evaluation and rewards form the core of InfoFis structure. How content is evaluated determines the information flow of the ecosystem, and who gets what kind of rewards is also crucial. The current structure relies on a single-standard evaluation system combined with a marketing-centric reward structure, which accelerates the dominance of attention while also weakening the diversity of information. Flexibility in evaluation criteria is essential for sustainable operations, and balanced adjustment of the distribution structure is also a key challenge facing the InfoFi ecosystem. Conclusion InfoFi鈥檚 structured experiment aims to quantify attention and convert it into economic value, transforming the existing one-way content consumption structure into a producer-centric participatory economy, which is of great significance. However, the current InfoFi ecosystem faces structural side effects in the process of attention tokenization, including the decline of content quality and the deviation of information flow. These side effects are more of a dilemma in the initial design stage than a limitation of the model. The evaluation model based on simple feedback has exposed its limitations, and the reward structure affected by marketing resources has also exposed problems. There is an urgent need to improve the system that can correctly evaluate the quality of content, as well as a community-based algorithm adjustment mechanism and a platform-level balance adjustment mechanism. InfoFi aims to create an ecosystem where members can receive fair rewards by participating in information production and dissemination. To achieve this goal, technical improvements are needed, and it is also necessary to encourage community participation in design. In the crypto ecosystem, attention works like a token. InfoFi is an important experiment in designing and operating a new economic structure. Its potential can only be fully realized when it develops into a structure where valuable information and insights can be shared. The results of this experiment will accelerate the development of the information quantitative economy in the digital age. This article is sourced from the internet: InfoFi’s Dilemma in the Attention Economy Related: AI in Crypto: Will it be a mess or a rebirth after the meme craze? (Part 2) introduction We found that every time we start to study the industry, there is always a big market in the crypto market. BTC has broken through 100,000 U, and ETH has even reached 2,500 U. Haha, is it the so-called God rewards hard work? Just kidding, it’s actually because the United States and the United Kingdom have reached a trade agreement, and the initial talks between the United States and China are not bad (after Trump’s tweet, the two countries confirmed it). It still shows that the entire crypto industry is still a high-risk financial speculation market. Following the economic environment, it has not yet formed an independent market like gold and oil. This also strengthens our search for breakthroughs in the crypto field that can develop in the long… # Analysis# crypto# defi# Market# Token© Copyright NoticeThe copyright of the article belongs to the author, please do not reprint without permission. Pre Circle and Tether may not be competing with the same species, the stablecoin value realization hierarchy model says Next SignalPlus Macro Analysis Special Edition: Quiet Calm Related articles The platform currency war 4 years ago is still fresh in our memory. Is the 10x opportunity still there now?Recommended A 6086cf14eb90bc67ca4fc62b 277,232 828 Airdrop Weekly Report | Resolv’s Season 2 airdrop will be available for claiming on September 19th; SoSoValue’s Season 2 6086cf14eb90bc67ca4fc62b 396,707 1738 He Yi’s viral interview: On the eve of BNB’s launch, stepping into a new world. 6086cf14eb90bc67ca4fc62b 18,028 SignalPlus Macro Analysis Special Edition: The Fox Guarding the Hen House 6086cf14eb90bc67ca4fc62b 35,588 1 Cryptocurrency and Stock Market Indicators | Strategy’s total BTC holdings have risen to over 670,000, with an annualize 6086cf14eb90bc67ca4fc62b 17,650 What to watch next week | The deadline for tariff negotiations is approaching; the House of Representatives is expected 6086cf14eb90bc67ca4fc62b 25,350 2 No comments You must be logged in to leave a comment! Login immediately No comments... Bee.com The world's largest Web3 portal Partners CoinCarp Binance CoinMarketCap CoinGecko Coinlive Armors Download Bee Network APP and start the web3 journey White Paper Roles FAQ © 2021—2026. All Rights Reserved. Privacy Policy | Terms of Services Download Bee Network APP and start the web3 journey The world's largest Web3 portal Partners CoinCarp Binance CoinMarketCap CoinGecko Coinlive Armors White Paper Roles FAQ © 2021—2026. All Rights Reserved. Privacy Policy | Terms of Services Search SearchInSiteOnChainSocialNews Hot to you: Airdrop Hunters Data Analysis Crypto Celebrities Trap Detector English 繁體中文 简体中文 日本語 Tiếng Việt العربية 한국어 Bahasa Indonesia हिन्दी اردو Русский English智能索引记录
-
2026-03-02 18:49:48
综合导航
成功
标题:宋威龙曼谷活动人气狂飙最新章节_第七十九章 香饽饽第1页_宋威龙曼谷活动人气狂飙免费阅读_恋上你看书网
简介:第七十九章 香饽饽第1页_宋威龙曼谷活动人气狂飙_南辕北折_恋上你看书网
-
2026-03-03 01:51:27
综合导航
成功
标题:纯色连衣裙,让你变身清爽小仙女 - 京东
简介:围绕着纯色连衣裙,让你变身清爽小仙女这个主题,为各位可爱的小宝贝详细介绍相关心意的宝贝,大家一起来看下相关内容吧。 1、
-
2026-03-02 23:42:22
综合导航
成功
标题:保密制度-果果圈模板
简介:保密制度,制度细则严谨有条理,欢迎大家下载使用。
-
2026-03-02 11:32:05
教育培训
成功
标题:关于四年级秋天的果园作文合集五篇
简介:无论在学习、工作或是生活中,大家都经常接触到作文吧,借助作文人们可以实现文化交流的目的。相信写作文是一个让许多人都头痛的
-
2026-03-02 06:28:38
教育培训
成功
标题:生活更美好作文
简介:在学习、工作乃至生活中,大家总少不了接触作文吧,根据写作命题的特点,作文可以分为命题作文和非命题作文。相信写作文是一个让
-
2026-03-02 17:38:22
综合导航
成功
标题:Become a shareholder TP
简介:Why become a shareholder of TP?
-
2026-03-02 17:26:54
综合导航
成功
标题:Encourage Binance MVB, explain Blackwing protocol business and interaction methods Bee Network
简介:원본 Odaily Planet Daily(@OdailyChina) 작성자锝淣an Zhi(@Assassin
-
2026-03-02 13:56:47
教育培训
成功
标题:礼物作文300字7篇[优]
简介:在日常学习、工作抑或是生活中,说到作文,大家肯定都不陌生吧,作文是人们以书面形式表情达意的言语活动。你知道作文怎样才能写
-
2026-03-02 22:13:57
综合导航
成功
标题:çççæ¼é³_çççææ_çççç¹ä½_è¯ç»ç½
简介:è¯ç»ç½ççé¢é,ä»ç»çç,çççæ¼é³,ççæ¯
-
2026-03-02 11:32:15
综合导航
成功
标题:元宵的作文400字3篇【精】
简介:无论是身处学校还是步入社会,大家最不陌生的就是作文了吧,作文可分为小学作文、中学作文、大学作文(论文)。怎么写作文才能避
-
2026-03-02 22:18:53
图片素材
成功
标题:春蜜图片及价格最新章节_春蜜图片及价格小说免费全文阅读_恋上你看书网
简介:本来没想谈恋ài,就莫名其妙上了庥本来没想要了她,莫名其妙离不开穿越成了童养媳【姐弟恋大概差个五岁吧】文案废【呜呜我是土
-
2026-03-02 17:39:49
综合导航
成功
标题:From rags to riches: The life of the Polymarket founder Bee Network
简介:Original translation: Saoirse, Foresight News June 2020: A
-
2026-03-02 17:42:57
综合导航
成功
标题:è¦è¿çæ¼é³_è¦è¿çææ_è¦è¿çç¹ä½_è¯ç»ç½
简介:è¯ç»ç½è¦è¿é¢é,ä»ç»è¦è¿,è¦è¿çæ¼é³,è¦è¿æ¯
-
2026-03-02 20:14:04
游戏娱乐
成功
标题:骑士与公主2,骑士与公主2小游戏,4399小游戏 www.4399.com
简介:骑士与公主2在线玩,骑士与公主2下载, 骑士与公主2攻略秘籍.更多骑士与公主2游戏尽在4399小游戏,好玩记得告诉你的朋
-
2026-03-02 22:52:28
综合导航
成功
标题:æ²¹å¹çæ¼é³_æ²¹å¹çææ_æ²¹å¹çç¹ä½_è¯ç»ç½
简介:è¯ç»ç½æ²¹å¹é¢é,ä»ç»æ²¹å¹,æ²¹å¹çæ¼é³,æ²¹å¹æ¯
-
2026-03-02 14:13:16
综合导航
成功
标题:精选小学生游玩作文3篇
简介:在平平淡淡的日常中,大家都写过作文吧,作文是经过人的思想考虑和语言组织,通过文字来表达一个主题意义的记叙方法。你写作文时
-
2026-03-02 11:03:26
新闻资讯
成功
标题:【消毒间预算表】_别墅设计网
简介:消毒间预算表:为您提供最好的消毒间预算表相关资讯及内容!了解消毒间预算表怎么样知识,尽在别墅设计网知识大全。
-
2026-03-02 17:07:26
视频影音
成功
标题:云鸾归第24集河马短剧_在线播放[高清流畅]_爽文短剧
简介:爽文短剧_云鸾归剧情介绍:云鸾归是由内详执导,内详等人主演的,于2025年上映,该古装讲述的是@a4yy com首播影院
-
2026-03-02 18:44:44
综合导航
成功
标题:T09.COM,티공구닷컴,단체티,커플티,후드티,무지티,단체복,근무복,스포츠웨어,야구점퍼,모자,수건
简介:T09.COM,티공구닷컴,단체티,커플티,후드티,무지티,단체복,근무복,스포츠웨어,야구점퍼,모자,수건
-
2026-03-02 19:55:47
综合导航
成功
标题:相亲才会赢150万老板最新章节_第15章 我没吃饭我付什么钱第1页_相亲才会赢150万老板免费阅读_恋上你看书网
简介:第15章 我没吃饭我付什么钱第1页_相亲才会赢150万老板_佚名_恋上你看书网
-
2026-03-02 13:46:58
数码科技
成功
标题:八字喜水的女孩名字精选 缺水取名-免费起名_免费取名_宝宝起名_起名软件_名字测试打分解名(缇帕电子科技)-起点起名网
简介:水是这个世界上很普通的一种物质,但是它所起的作用却非常大,很多生物的成长和生存都离不开水。而在五行中,水也占据着一个位置
-
2026-03-02 17:15:53
综合导航
成功
标题:One billion points were processed in one hour this morning. What is the VR metaverse concept project Verse World? Bee Network
简介:Original Odaily Planet Daily ( @OdailyChina ) Author: Cry
-
2026-03-02 18:45:34
综合导航
成功
标题:NVE Corp- AD221-00E: 2 mT Digital Switch, MSOP -
简介:This is AD221-00E: 2 mT Digital Switch, MSOP from Magnetic S
-
2026-03-02 18:19:44
综合导航
成功
标题:SaGa Frontier Remastered's Gameplay Overview Trailer Tells You Everything You Need To Know Ahead of Next Week's Launch - PlayStation Universe
简介:SaGa Frontier Remastered is out next week and the gameplay o
-
2026-03-02 19:56:59
综合导航
成功
标题:超位面穿行TXT奇书网最新章节_99 第99章 超级英雄的遗憾第1页_超位面穿行TXT奇书网免费章节_恋上你看书网
简介:99 第99章 超级英雄的遗憾第1页_超位面穿行TXT奇书网_湛蓝海岸线_恋上你看书网
-
2026-03-02 14:16:41
教育培训
成功
标题:(热门)春天的公园作文15篇
简介:在平时的学习、工作或生活中,大家都经常看到作文的身影吧,借助作文可以提高我们的语言组织能力。相信很多朋友都对写作文感到非
-
2026-03-02 22:21:10
电商商城
成功
标题:宝丽莱云台镁合金价格图片精选 - 京东
简介:京东是国内专业的宝丽莱云台镁合金网上购物商城,本频道提供宝丽莱云台镁合金商品价格信息,宝丽莱云台镁合金价格,宝丽莱云台镁
-
2026-03-02 22:11:00
综合导航
成功
标题:我只是个经纪人类似最新章节_第26章第1页_我只是个经纪人类似免费阅读_恋上你看书网
简介:第26章第1页_我只是个经纪人类似_双双来了_恋上你看书网
-
2026-03-02 22:43:23
游戏娱乐
成功
标题:危险的印度旅行,危险的印度旅行小游戏,4399小游戏 www.4399.com
简介:危险的印度旅行在线玩,危险的印度旅行下载, 危险的印度旅行攻略秘籍.更多危险的印度旅行游戏尽在4399小游戏,好玩记得告
-
2026-03-02 17:15:10
综合导航
成功
标题:ä¸ä¾çæ¼é³_ä¸ä¾çææ_ä¸ä¾çç¹ä½_è¯ç»ç½
简介:è¯ç»ç½ä¸ä¾é¢é,ä»ç»ä¸ä¾,ä¸ä¾çæ¼é³,ä¸ä¾æ¯