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Applied AI·July 16, 2026·1 min read

Suno trained its AI on millions of songs from YouTube Music, Deezer and other sites, new hack reveals — and critics have branded it 'staggering theft'

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Evidence that Suno trained on millions of tracks from streaming platforms hardens the battle lines around unlicensed training data. If your model touches copyrighted content, expect discovery, reputational risk, and potential retroactive licensing costs—document your data pipeline now.

Applied AI

AI-powered software could recover 300GW of hidden capacity for the US power grid, enough to power thousands of AI data centers

If tools like GridCARE can actually unlock even a fraction of 300 GW of latent transmission capacity, the near-term constraint on AI buildout shifts from steel-in-the-ground to software and regulatory approval. Data center operators and large loads should be asking utilities what grid-aware software they’re piloting before committing to expensive on-site generation.