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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: 2025-07-19 20:02:50 UTC

🔍 Transparent validation and open-source collaboration are core to Bittensor's ethos. Unlike black-box AI models, the network's collective intelligence and merit-based model evaluation ensure high-quality contributions, fostering trust, fairness, and continuous improve


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946662032054305202/c:line.svg)

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

[Post Link](https://x.com/bam3302001/status/1946662032054305202)