[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 19:04:33 UTC

Risk 2: Maliciously Modified Data.

"Malicious actors employ data poisoning to corrupt the learning process, compromising the integrity of training datasets and leading to unreliable or malicious model behavior."

@Conste11ation HGTP's multi-author smart contracting could enable "preemptive quantum-proofing"  where data revisions are signed and verified in real-time, detecting anomalies like adversarial examples before they poison models. 

This turns AI training into a tamper-evident ledger, far beyond checksums.

![](https://pbs.twimg.com/media/GwPZ7_ZW0AAmwAX.png)

XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946647364128907749/c:line.svg)

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

[Post Link](https://x.com/Dagnum_PI/status/1946647364128907749)