
KNN3 Network 2023: Navigating New Horizons in Web3 and AI
Genesis to Giant: The KNN3 OdysseyA Visionary Beginning It all started in a modest office in 2022, where a small team of dreamers, armed with ambition and a groundbreaking idea, laid the foundation for KNN3 Network. Our mission was bold and clear โ to revolutionize the Web3 space with a foundational middle layer by providing a user-centric relationship aggregator and data services, charting a course through the complex digital landscape.Early Triumphs and Strategic Growth KNN3's journey ...

Topscore: The Next Step in the Digital Revolution
How Unleashing the Potential of Web3 and AI for a More Independent and Creative SocietyThe Reformation, a major intellectual emancipation movement in modern Europe, was a turning point in history that broke the monopoly of the Pope and senior clergy on biblical interpretation, paving the way for people to make personal interpretations directly. Today, in the digital landscape, a similar monopoly exists in the form of Web2 and the AI technology held by professional organizations. But what if t...

TypoX AI, 0xScope Partner to Enhance Scopechatโs Advanced AI Search
In a strategic move that signifies a leap forward in AI-driven Web3 apps, TypoX AI and 0xScope are excited to announce our technical collaboration for enhancing knowledge-based data search and integrating advanced AI search functionalities into Scopechat, the AI-powered crypto trading assistant. This partnership underscores our shared commitment to enhancing the user experience by leveraging the power of AI within the Web3 ecosystem.Transforming User Interactions on Scopechat with TypoX AI Se...
KNN3 is one-stop Web3 User-centric #DataFi solution for d/Apps and smart contracts

KNN3 Network 2023: Navigating New Horizons in Web3 and AI
Genesis to Giant: The KNN3 OdysseyA Visionary Beginning It all started in a modest office in 2022, where a small team of dreamers, armed with ambition and a groundbreaking idea, laid the foundation for KNN3 Network. Our mission was bold and clear โ to revolutionize the Web3 space with a foundational middle layer by providing a user-centric relationship aggregator and data services, charting a course through the complex digital landscape.Early Triumphs and Strategic Growth KNN3's journey ...

Topscore: The Next Step in the Digital Revolution
How Unleashing the Potential of Web3 and AI for a More Independent and Creative SocietyThe Reformation, a major intellectual emancipation movement in modern Europe, was a turning point in history that broke the monopoly of the Pope and senior clergy on biblical interpretation, paving the way for people to make personal interpretations directly. Today, in the digital landscape, a similar monopoly exists in the form of Web2 and the AI technology held by professional organizations. But what if t...

TypoX AI, 0xScope Partner to Enhance Scopechatโs Advanced AI Search
In a strategic move that signifies a leap forward in AI-driven Web3 apps, TypoX AI and 0xScope are excited to announce our technical collaboration for enhancing knowledge-based data search and integrating advanced AI search functionalities into Scopechat, the AI-powered crypto trading assistant. This partnership underscores our shared commitment to enhancing the user experience by leveraging the power of AI within the Web3 ecosystem.Transforming User Interactions on Scopechat with TypoX AI Se...
KNN3 is one-stop Web3 User-centric #DataFi solution for d/Apps and smart contracts

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The First Topology-Based Reputation Evaluating for Social Graph
Most evaluations for social graph like Lens Protocol rely on the linear models,ย a weighted sum of some basic indicators, , which brings several challenges:
๐ธ Vulnerability to Attack
Simple models, particularly linear models with poor robustness, are vulnerable to attacks when exposed.
๐ธ Quantity Bias
These models prioritize personal behavior over feedback from other users, which can lead to inaccurate predictions and fail to reflect the quality of behavior updates.
๐ธ Indistinguishable Contributions
Linear models often fail to differentiate between identical behaviors from different individuals, leading to inaccuracies in predictions and decisions. For example, the following from a new user is equivalent to that from @Stani, and they are both simply counted once.
In response to these challenges, we have introduced some topological method to build the first evaluating for social reputation within TopScore:
โ Quality Based
Personal behaviors are evaluated through the feedback integration from other users to provide rational and precise evaluations.
โ Stronger Robustnessย
With more advanced filtering capabilities, the model can accurately detect fraudulent behaviors, facilitating the identification of high-quality users.
โ Automatically Matched Actions Weights
The same actions of individuals at varied levels will naturally receive matching weights without manual intervention.
โ Improved Global Ranking and Fine-Grained Scoring
The model generates more reasonable global rankings and finer-grained scores, rendering it well-suited for diverse applications.
TopScore is thrilled to announce its latest feature update, featuring numerous exciting additions aimed at enhancing your social evaluation experience. Here is a glimpse of what you can anticipate from our latest update:
Analytics for any Lens profile are publicly accessible.
Exclusive access to the dashboard of any lens profile is reserved for premium users who hold our campaign NFTs.


Our heat charts now include the average trends of the past 28 days, which offer a comprehensive overview of your Lens profile's performance. This new feature empowers you to make data-driven decisions with greater insight and precision.

Our stacked charts now feature an overview chart of engagements and collections, which provides a more intuitive and user-friendly way to visualize the trend of your profile's data.ย



Adjusting the display of ranks, scores, and indicators on the profile page
Optimizing the layout of the dashboard
Refining the display of TopScore NFTs
Add more quick links and kits in the profile page


TopScore offers a transformative social evaluation experience through its advanced tools and reputation model, reshaping your approach to social media. Begin your journey today!๐๐ผ
๐ TopScore:
KNN3 Network is a one-stop Web3 User-centric DataFi solution for d/Apps and smart contracts. KNN3 allows d/Apps & smart contracts to interact with cross-platform user-centric data in multiple algo-friendly ways.
The First Topology-Based Reputation Evaluating for Social Graph
Most evaluations for social graph like Lens Protocol rely on the linear models,ย a weighted sum of some basic indicators, , which brings several challenges:
๐ธ Vulnerability to Attack
Simple models, particularly linear models with poor robustness, are vulnerable to attacks when exposed.
๐ธ Quantity Bias
These models prioritize personal behavior over feedback from other users, which can lead to inaccurate predictions and fail to reflect the quality of behavior updates.
๐ธ Indistinguishable Contributions
Linear models often fail to differentiate between identical behaviors from different individuals, leading to inaccuracies in predictions and decisions. For example, the following from a new user is equivalent to that from @Stani, and they are both simply counted once.
In response to these challenges, we have introduced some topological method to build the first evaluating for social reputation within TopScore:
โ Quality Based
Personal behaviors are evaluated through the feedback integration from other users to provide rational and precise evaluations.
โ Stronger Robustnessย
With more advanced filtering capabilities, the model can accurately detect fraudulent behaviors, facilitating the identification of high-quality users.
โ Automatically Matched Actions Weights
The same actions of individuals at varied levels will naturally receive matching weights without manual intervention.
โ Improved Global Ranking and Fine-Grained Scoring
The model generates more reasonable global rankings and finer-grained scores, rendering it well-suited for diverse applications.
TopScore is thrilled to announce its latest feature update, featuring numerous exciting additions aimed at enhancing your social evaluation experience. Here is a glimpse of what you can anticipate from our latest update:
Analytics for any Lens profile are publicly accessible.
Exclusive access to the dashboard of any lens profile is reserved for premium users who hold our campaign NFTs.


Our heat charts now include the average trends of the past 28 days, which offer a comprehensive overview of your Lens profile's performance. This new feature empowers you to make data-driven decisions with greater insight and precision.

Our stacked charts now feature an overview chart of engagements and collections, which provides a more intuitive and user-friendly way to visualize the trend of your profile's data.ย



Adjusting the display of ranks, scores, and indicators on the profile page
Optimizing the layout of the dashboard
Refining the display of TopScore NFTs
Add more quick links and kits in the profile page


TopScore offers a transformative social evaluation experience through its advanced tools and reputation model, reshaping your approach to social media. Begin your journey today!๐๐ผ
๐ TopScore:
KNN3 Network is a one-stop Web3 User-centric DataFi solution for d/Apps and smart contracts. KNN3 allows d/Apps & smart contracts to interact with cross-platform user-centric data in multiple algo-friendly ways.
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