genyleap

We're making the Warpcast spam dataset public. 

Over 400,000 accounts have been processed by our model, which determines the accounts that are most likely to generate inauthentic content or unwanted notifications. 

https://github.com/warpcast/labels

🎉 Announcing Warpcast Labels frame beta 🚀 🧵/5

We’re thrilled to introduce Warpcast Labels frame, a powerful new feature designed to bring clarity and transparency to account behavior on Farcaster.

With over 400,000 accounts analyzed by FC team advanced spam detection models, Warpcast Labels help users identify accounts that are most likely to engage in spammy or inauthentic behavior. Let’s dive in! 🔥 

@v @dwr.eth @horsefacts.eth

Technowatermelon. Elder Millenial. Building Farcaster. 

nf.td/varun

Working on Farcaster and Warpcast. Longer thoughts at https://dwr.email

I'm eth newbie..just learning
(working on @farcaster)

terminally.online

🎉 Announcing Warpcast Labels frame beta 🚀 🧵/5

We’re thrilled to introduce Warpcast Labels frame, a powerful new feature designed to bring clarity and transparency to account behavior on Farcaster.

With over 400,000 accounts analyzed by FC team advanced spam detection models, Warpcast Labels help users identify accounts that are most likely to engage in spammy or inauthentic behavior. Let’s dive in! 🔥 

@v @dwr.eth @horsefacts.eth 

https://labels.genyframe.xyz

How Do Warpcast Labels Work? 2/🧵

Spam models predict the probability of an account engaging in spammy behavior, which we define as actions that intentionally generate unwanted notifications or disrupt the user experience. Examples include:

🤖 Posting generic, AI-generated responses.

📥 Bulk-following accounts.

🚫 Sharing irrelevant or offensive content.

Each account is assigned a label based on the following scale:

🔴 0: Likely to engage in spammy behavior.

🟡 1: Might engage in spammy behavior.

🟢 2: Unlikely to engage in spammy behavior.

Accounts not present in the dataset are labeled as "unknown", either due to insufficient data or recent inactivity. Labels are updated weekly to ensure accuracy.

Why Warpcast Labels Matter 3/🧵

Warpcast Labels empower users to make informed decisions about their interactions on Farcaster. By providing visibility into account behavior, we aim to foster a healthier and more engaging community. Whether you're a casual user or a developer building on Farcaster, this tool offers valuable insights to enhance your experience. 🌈💡

How to Use Warpcast Labels Frame? 4/🧵

Warpcast Labels are now publicly available via Genyframe based on Geneyleap's api, and you can access them through FC's dataset easily. 

If you notice any mislabeling, please report it to @v about main dataset and or @compez.eth to frame issues. Your feedback helps us refine our models and improve the accuracy of our predictions. 📩🙏

Join Us in Building a Better Farcaster! 🌍🚀 5/🧵

We believe that transparency and accountability are key to creating a vibrant and authentic community. With Warpcast Labels, we’re taking a significant step toward achieving that vision. Try it out today and let us know what you think! 💬❤️

Note 1) Frame data is updated once a week from FC label sources.
Note 2) This is a beta version, and we will add more features, such as sharing state and support by robot.

Stay tuned for more updates, and thank you for being part of the Farcaster community. 🙌✨

— Genyleap Team 🎈

What Are Warpcast Labels? 1/🧵

Warpcast Labels categorize Farcaster accounts based on their likelihood of exhibiting spammy behavior. These labels are generated using a combination of factors, including historical activity, social graph interactions, message content, and user moderation actions. Our goal? To ensure a high-quality experience for all users by minimizing unwanted notifications and inauthentic content. 🛡️💬

Software Engineer // A passionate Photographer 
Explorer of landscapes and human stories 
/grithiy

In the next update, sure! this is a beta version for now.
Stay Tuned.

Building @warpcast and @farcaster / dad / like to read, cook, ski, code

KOL | 3D Artist | Base Builder. From college dropout to dream chaser. Inner Circle CT on Kaito.  https://linktr.ee/lilzi00

Totally agree context is key. A quick thought or unique angle turns a frame share into something worth engaging with, not just scroll-past noise

Exciting new tool for identifying spam accounts on Farcaster! 🔍🚫  