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![canhnguyen025 Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::901838139873935360.png) Johnson Nguyen [@canhnguyen025](/creator/twitter/canhnguyen025) on x 9031 followers
Created: 2025-07-20 05:49:55 UTC

sapien adoption reading like early defi days but for AI data attribution.

join foundation launches: $10.5m raised (variant, animoca), 1m+ contributors, 27+ institutions, 120m+ data outputs. pushing toward TGE with $SAPIEN staking live, governance on-chain, rep-weighted rewards.

metric: 1m contributors across 110+ countries, actual humans, not bots. fair peer review, staking to gate quality. $SAPIEN flows directly to data labelers and reviewers. cookiedotfun pipeline showing daily snap counts, community stacking for the airdrop.

largest push: infra for 1m+ contributors, not just some “beta.” 120m+ labeled samples already, real impact for partners (toyota, alibaba). 

this model: reward real judgment, penalize bad actors, decentralized data economy, transparent audit trails. community consensus not corporate black box.

compare to classic AI   train for free, locked value. with @JoinSapien, the flip: earn while you teach machines, every snap.

bullish on the experiment   can this scale to eat all legacy AI labeling? or does the crypto-native human layer hit limits at 1m+ scale?

who’s stacking snaps for the TGE? where does this stop?  
#JoinSapien

![](https://pbs.twimg.com/media/GwR1JgDW8AA2KkB.jpg)

XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946809777277096068/c:line.svg)

**Related Topics**
[countries](/topic/countries)
[onchain](/topic/onchain)
[staking](/topic/staking)
[$sapien](/topic/$sapien)
[tge](/topic/tge)
[$105m](/topic/$105m)
[coins ai](/topic/coins-ai)
[adoption](/topic/adoption)

[Post Link](https://x.com/canhnguyen025/status/1946809777277096068)