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![TimMacknight Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::3054431906.png) Tim Macknight [@TimMacknight](/creator/twitter/TimMacknight) on x XX followers
Created: 2025-07-26 20:29:44 UTC

🔍 Challenges like model validation bias or centralization risks can threaten the ecosystem. However, Bittensor’s transparent, merit-based validation process and open participation help mitigate these issues, fostering trust and fairness across the network.


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1949205515772608846/c:line.svg)

[Post Link](https://x.com/TimMacknight/status/1949205515772608846)

[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.]

TimMacknight Avatar Tim Macknight @TimMacknight on x XX followers Created: 2025-07-26 20:29:44 UTC

🔍 Challenges like model validation bias or centralization risks can threaten the ecosystem. However, Bittensor’s transparent, merit-based validation process and open participation help mitigate these issues, fostering trust and fairness across the network.

X engagements

Engagements Line Chart

Post Link

post/tweet::1949205515772608846
/post/tweet::1949205515772608846