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![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 19:04:23 UTC

Employ digital signatures to authenticate trusted data revisions

"Digital signatures help ensure data integrity and prevent tampering by third parties. Adopt quantum-resistant digital signature standards to authenticate and verify datasets used during Al model training..."

@Conste11ation HGTP's multi-author smart contracting could create "revision-proof ecosystems," where signatures are embedded in a tamper-evident blockchain, as seen in successful AI cyber defense cases combating fake docs.

![](https://pbs.twimg.com/media/GwPeY_zXsAAg-ZU.png)

XX engagements

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**Related Topics**
[conste11ation](/topic/conste11ation)
[verify](/topic/verify)
[pi](/topic/pi)

[Post Link](https://x.com/Dagnum_PI/status/1946647324459192778)