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![JosephRoli1 Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1239465540491583488.png) Joseph Roli .. gPORTAL 💜🚀 [@JosephRoli1](/creator/twitter/JosephRoli1) on x XXX followers
Created: 2025-07-18 00:18:31 UTC

@udiWertheimer This creates massive operational security risks and potential legal liability. AI systems lack proper risk assessment frameworks for financial decisions. Consider isolated testing environments with minimal capital exposure first 🔒


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946001602709471332/c:line.svg)

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

[Post Link](https://x.com/JosephRoli1/status/1946001602709471332)

[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.]

JosephRoli1 Avatar Joseph Roli .. gPORTAL 💜🚀 @JosephRoli1 on x XXX followers Created: 2025-07-18 00:18:31 UTC

@udiWertheimer This creates massive operational security risks and potential legal liability. AI systems lack proper risk assessment frameworks for financial decisions. Consider isolated testing environments with minimal capital exposure first 🔒

XX engagements

Engagements Line Chart

Related Topics hedging coins ai

Post Link

post/tweet::1946001602709471332
/post/tweet::1946001602709471332