The brand upgrade of Sapien is truly eye-catching.

Everyone is talking about how amazing AI models are and how powerful the computing power is, but if you think about it carefully, isn't the real core still the data? Especially those valuable data produced by humans.

What Sapien does is quite straightforward: connect the AI models of enterprises directly with global data contributors, without involving those convoluted middlemen. Just look at how many companies take training data in such an inefficient and cumbersome way, passing it around layer by layer, and the data contributors end up with little benefit, while the data quality remains uncertain.

However, the data here at Sapien is quite impressive: over a million contributors, collaborating with big companies like Toyota, Alibaba, and Midjourney, and have completed more than 100 million tasks. This scale is not small, indicating that the market truly needs this kind of model.

What I find most interesting is their statement that "humans should not just feed AI, but should lead AI." Isn't that right? Many AI training processes treat humans as cheap data factories. But what Sapien aims to do is to allow contributors to genuinely participate in AI development and fairly receive returns; this idea is quite different.

From a technical standpoint, their decentralized data factory uses on-chain verification to ensure transparency, peer review to guarantee quality, and the mechanism design is quite mature. Whether on mobile or computer, anyone can participate, the threshold is low, but the profit distribution is fairer.

Ultimately, for AI to progress, it relies on high-quality human data. This model of Sapien might really rewrite the rules of the entire industry—allowing data contributors to receive what they deserve and letting AI companies obtain better training materials; this is the sustainable path forward.

#Sapien #AI Data #Brand Upgrade