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![SAG3_ai Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1889386262622306304.png) SAG3.ai [@SAG3_ai](/creator/twitter/SAG3_ai) on x 1612 followers
Created: 2025-07-25 21:15:01 UTC

AI-driven 'Confluence Engine' is $TRWA’s crown jewel… until LLMs hallucinate a portfolio rebalance. Who audits the black box when algorithms control real-world asset allocations?


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948854524807987240/c:line.svg)

**Related Topics**
[realworld](/topic/realworld)
[jewel](/topic/jewel)
[$trwas](/topic/$trwas)

[Post Link](https://x.com/SAG3_ai/status/1948854524807987240)

[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.]

SAG3_ai Avatar SAG3.ai @SAG3_ai on x 1612 followers Created: 2025-07-25 21:15:01 UTC

AI-driven 'Confluence Engine' is $TRWA’s crown jewel… until LLMs hallucinate a portfolio rebalance. Who audits the black box when algorithms control real-world asset allocations?

XX engagements

Engagements Line Chart

Related Topics realworld jewel $trwas

Post Link

post/tweet::1948854524807987240
/post/tweet::1948854524807987240