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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 19:04:22 UTC

Verify and maintain data integrity during storage and transport

"Maintaining data integrity is an essential component to preserve the accuracy, reliability, and trustworthiness of Al data. Use checksums and cryptographic hashes to verify that data has not been altered or tampered with during storage or transmission."

@Conste11ation HGTP's graph-based consensus could enable "self-healing integrity chains," where data is validated in real-time across nodes, outpacing traditional hashes by detecting breaches like the 2025 AI poisoning attacks averaging $4.8M in damages.

![](https://pbs.twimg.com/media/GwPeSdZWkAEE8f7.png)

XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946647320814342585/c:line.svg)

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

[Post Link](https://x.com/Dagnum_PI/status/1946647320814342585)