[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.]

![DataHaven_xyz Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1861089847680868357.png) DataHaven 🫎 [@DataHaven_xyz](/creator/twitter/DataHaven_xyz) on x 53K followers
Created: 2025-07-24 11:01:19 UTC

Tamper-proof models aren’t a nice to have.
They’re a necessity.

Part X dives into how cryptographic proofs (like Merkle forests and hash trees) keep AI models honest and unchanged, even years after deployment. 🛡️



XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948337695404830934/c:line.svg)

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

[Post Link](https://x.com/DataHaven_xyz/status/1948337695404830934)