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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: 2025-07-23 02:29:38 UTC

⚠️ Challenges include maintaining quality control and preventing malicious models. Bittensor’s validation mechanisms, reputation systems, and consensus protocols mitigate these risks, ensuring the network remains trustworthy and resilient as it scales.


X engagements

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[Post Link](https://x.com/TimMacknight/status/1947846537230619034)