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Nik Bear Brown's avatar

💡 TODO / PUBLIC BRAINSTORM: Bots to Fight Bots

What if the answer to bot-gamed streams isn't counter-manipulation but counter-intelligence?

Idea: an open-source artist protection tool that monitors stream velocity anomalies, flags bot-heavy playlists before Spotify's fraud detection does, and auto-generates a timestamped evidence report artists can submit proactively to their distributor.

Same infrastructure the platforms use to surveil artists — turned around to protect them.

This feels like a Humanitarians AI project: real data pipeline work, anomaly detection, API integration. Legitimate technical scope, real social impact, good OPT-friendly scope for grad students who need it.

Not a silver bullet — Spotify has no clean dispute process and distributors are a black box. But early warning beats no warning.

Dropping this here as a public sticky note. If anyone is already building this or wants to, find me.

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