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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: 2025-07-22 02:33:46 UTC

💡 Real-world case: Validators in Subnet 21’s multi-modal AI are validating combined text, vision, and audio models, creating richer AI outputs. This collaborative validation boosts model accuracy and utility, demonstrating the power of subnet specialization in practica


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[Post Link](https://x.com/TimMacknight/status/1947485189266903301)