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Applied AI·July 28, 2026·1 min read

‘What we're really fighting is people scripting computers to generate thousands of songs and uploading them in batches to overwhelm, flood and replace’: Deezer's Head of Research on that industry-leading AI-filter — and why we need it now more than ever

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Deezer building signal-processing filters to catch mass-uploaded AI tracks is about catalog integrity, not aesthetics—platforms are defending against automated content flooding. If you run any UGC surface, you now need machine-speed defenses against scripted generative spam, or your discovery layer becomes unusable.

Applied AI

Coursera is investing $100M in LearnVector, a new AI education company founded by Andrew Ng that aims to build AI agents that function as personal tutors

Coursera putting $100 million into Andrew Ng’s LearnVector is a bet that AI-native tutoring agents become the primary UX for learning, not a feature bolted onto video courses. If you sell into education or training, assume the unit of value shifts from content libraries to persistent, personalized agents that own learner relationships and data.