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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: 2025-07-25 07:27:05 UTC

💡 Decentralized validation and transparent metrics are key to aligning AI models with human values. Bittensor's approach ensures no black-box algorithms dominate, promoting fairness, robustness, and safety—crucial for AI alignment and trust in decentralized AI ecosyste


X engagements

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**Related Topics**
[coins ai](/topic/coins-ai)
[metrics](/topic/metrics)
[decentralized](/topic/decentralized)

[Post Link](https://x.com/TimMacknight/status/1948646169800049039)