@raysonsio

ritual is building a model marketplace so everyone's obsessed with the "AI on-chain" narrative but here's an interesting one, ritual's creating infrastructure where you can prove you own an AI model, track its lineage, and monetize it with verifiable on-chain provenance. vtune is their system for this. uses a combination of watermarking and zero-knowledge proofs to let model creators prove ownership even after the model gets fine-tuned or modified by others. you just think about the problem: say you spend months training a model, someone downloads it, fine-tunes it slightly, claims it's theirs. right now? pain in proving ownership. watermarks can be stripped. hashes change after modifications. vtune embeds verifiable provenance into the model itself through backdooring techniques combined with ZK proofs. even if someone fine-tunes your model, you can cryptographically prove the derivative came from your original work.

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