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![bam3302001 Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::973120472.png) mr. duck tape [@bam3302001](/creator/twitter/bam3302001) on x XXX followers
Created: 2025-07-23 15:04:13 UTC

💡 As AI models improve through decentralized validation, quality assurance becomes transparent and bias-resistant, aligning with AI safety and alignment goals. This ecosystem ensures that AI contributions are merit-based, fostering trust and robustness in the network.


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948036434700505170/c:line.svg)

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

[Post Link](https://x.com/bam3302001/status/1948036434700505170)