Centralized deepfake detectors are failing against crypto scams. Blockchain-based detection networks offer the only scalable defense against AI fraud. Opinion by: Ken Miyachi, founder of BitMindCentralized deepfake detectors are structurally misaligned, brittle and falling behind. The crypto industry needs a crypto-native defense — decentralized detection networks that reward many independent model providers for catching real-world fakes and record those judgments onchain. The result: Transparency and composable use across exchanges, wallets and decentralized finance (DeFi).Read more Centralized deepfake detectors are failing against crypto scams. Blockchain-based detection networks offer the only scalable defense against AI fraud. Opinion by: Ken Miyachi, founder of BitMindCentralized deepfake detectors are structurally misaligned, brittle and falling behind. The crypto industry needs a crypto-native defense — decentralized detection networks that reward many independent model providers for catching real-world fakes and record those judgments onchain. The result: Transparency and composable use across exchanges, wallets and decentralized finance (DeFi).Read more

Blockchain networks will stop crypto deepfake scams

Centralized deepfake detectors are failing against crypto scams. Blockchain-based detection networks offer the only scalable defense against AI fraud.

Opinion by: Ken Miyachi, founder of BitMind

Centralized deepfake detectors are structurally misaligned, brittle and falling behind. The crypto industry needs a crypto-native defense — decentralized detection networks that reward many independent model providers for catching real-world fakes and record those judgments onchain. 

The result: Transparency and composable use across exchanges, wallets and decentralized finance (DeFi).

Read more

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