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ππππ²ππππ ππ«.πππ‘ @Ladyledger_Eth on x XXX followers
Created: 2025-07-24 07:39:40 UTC
I was reading through The @DefiantLs article on X innovators shaping the next digital wave and I saw @JoinSapien. Had to pause for a second.
I have come across that project before, but I didnβt realize how far they had come. They are now building what they call a decentralized data foundry, essentially a system that enables enterprises and AI models to access human expertise at scale, without the usual gatekeeping.
The model is simple but smart: contributors provide expert knowledge, reputation systems help track quality, and incentives are baked in. The data gets cleaned, validated, and delivered through an open protocol. Everyone sees where it comes from, and everyone involved receives a fair reward.
It is not trying to be the AI, it is building the foundation beneath it. Feeding models with high quality data sourced from real people around the world. That part is important.
They have already crossed a million contributors. They are working with names like Toyota, Alibaba, and even the UN. Over XXX million tasks completed. That is serious traction.
And with TGE around the corner with XX% loading, the timing isnβt random. The demand for human labeled data is only going to grow. Sapien is betting that a decentralized approach, not a closed-off vendor model, will be what scales.
Feels like one of those infrastructure projects that people overlook until it becomes essential. Something worth paying attention to.
XX engagements
Related Topics coins ai decentralized