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).

Q1 alone saw data-ct-non-breakable=”null” href=”https://www.resemble.ai/wp-content/uploads/2025/04/ResembleAI-Q1-Deepfake-Threats.pdf” rel=”noopener nofollow” target=”_blank” title=”null”>$200 million stolen through deepfake scams, with data-ct-non-breakable=”null” href=”https://cointelegraph.com/news/bitget-deepfake-scam-rings-crackdown-asia-q1-2025″ title=”null”>over 40% of high-value crypto fraud now attributed to…

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).

Q1 alone saw data-ct-non-breakable=”null” href=”https://www.resemble.ai/wp-content/uploads/2025/04/ResembleAI-Q1-Deepfake-Threats.pdf” rel=”noopener nofollow” target=”_blank” title=”null”>$200 million stolen through deepfake scams, with data-ct-non-breakable=”null” href=”https://cointelegraph.com/news/bitget-deepfake-scam-rings-crackdown-asia-q1-2025″ title=”null”>over 40% of high-value crypto fraud now attributed to…