[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.]  Tim Macknight [@TimMacknight](/creator/twitter/TimMacknight) on x XX followers Created: 2025-07-25 11:28:20 UTC 🚧 Challenges like model validation integrity, network security, and incentivizing sustained contributions are real. Without proper mechanisms, risks of bias or malicious behavior could compromise the ecosystem’s trustworthiness and growth trajectory. #AIChallenges #Net X engagements  [Post Link](https://x.com/TimMacknight/status/1948706880353697842)
[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.]
Tim Macknight @TimMacknight on x XX followers
Created: 2025-07-25 11:28:20 UTC
🚧 Challenges like model validation integrity, network security, and incentivizing sustained contributions are real. Without proper mechanisms, risks of bias or malicious behavior could compromise the ecosystem’s trustworthiness and growth trajectory. #AIChallenges #Net
X engagements
