(UFDP) The Universal Fraud Detection Protocol @UFDProtocol
Preventing fraud for a network of 1 billion+ uploads. Powered by $KLED. ufdp.ai Joined April 2026-
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Fraud detection is the single biggest problem with data marketplaces. Kled currently works with most of the large foundation models on extremely sensitive consumer projects. 30 min out of every 30 min initial call has rightfully been focused on questions regarding how airtight our licensing rights, data anonymization, and fraud detection systems are. 2 out of 3 of these problems are not hard to solve, our TOS is airtight and we've spent a lot of time working on BIPA, GDPR, CCPA, COPPA, etc. regulation control. Users on our marketplace are very well aware of their rights and what they get in return. Anonymization is also a mostly solved problem across different data modalities, we can confidently remove any sensitive information and non-user generated content from any dataset. Fraud is a much harder problem altogether. It requires a combination of device fingerprinting, duplicate upload cluster detection, behavioral analysis to identify coordinated submission rings, ML systems to identify bad submission quality across tasks, etc. We've invested heavily in building these systems and it's the problem we're most obsessed with solving at scale. The UFDP is one of the many tools we will need to solve this problem. It is a step in the right direction. I will always opt into building slower and giving 100% perfect data to any of our customers while we ramp up speed over time. This is our moat and this trust will single handedly make Kled 1000x more valuable as a business compared to any other data marketplace in existence.
We created the world’s best captcha. The first captcha that is: free for companies, pays you to solve it, impossible to bot, and instead of showing you images of random traffic lights, you’re shown real AI training data to validate. Data is provided exclusively by Kled, and
We created the world’s best captcha. The first captcha that is: free for companies, pays you to solve it, impossible to bot, and instead of showing you images of random traffic lights, you’re shown real AI training data to validate. Data is provided exclusively by Kled, and once validated is sent directly to the leading foundation models and robotics companies to further the advancement of AGI. Introducing ufdp.ai - The Universal Fraud Detection Protocol. (Read Full Thread Below)
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