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![CaoimheFogarty Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::3044528864.png) Caoimhe Fogarty [@CaoimheFogarty](/creator/twitter/CaoimheFogarty) on x XX followers
Created: 2025-07-20 11:24:56 UTC

🧠 In a truly democratic AI marketplace, model performance is validated through transparent, merit-based benchmarking within decentralized subnet ecosystems. Incentivizing genuine contributions drives innovation, ensuring quality over hype in AI development. #TAO #Bittensor


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946894085526007822/c:line.svg)

**Related Topics**
[tao](/topic/tao)
[decentralized](/topic/decentralized)
[coins ai](/topic/coins-ai)
[bittensor](/topic/bittensor)
[coins layer 1](/topic/coins-layer-1)
[coins dao](/topic/coins-dao)
[coins depin](/topic/coins-depin)
[coins oracle](/topic/coins-oracle)

[Post Link](https://x.com/CaoimheFogarty/status/1946894085526007822)