[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

![Dagnum_PI Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::913374738071932933.png) Dagnum P.I. [@Dagnum_PI](/creator/twitter/Dagnum_PI) on x 31K followers
Created: 2025-07-19 19:04:34 UTC

Case in point- The 2024 Nature study on medical image data drift showed how subtle manipulations degrade AI diagnostics. 

@Conste11ation  HGTP's immutable event notarization could automate drift detection via consensus-based validation, ensuring models adapt without compromise.

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

XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946647368574865871/c:line.svg)

**Related Topics**
[conste11ation](/topic/conste11ation)
[coins ai](/topic/coins-ai)
[pi](/topic/pi)

[Post Link](https://x.com/Dagnum_PI/status/1946647368574865871)