Give an AI coding agent a bounded music-tool brief, then judge the delivered app by playback, recovery, usability, and the evidence behind its completion report.

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Give an AI backing part a clear musical role. Control register, rhythm, and entrances, then judge whether it supports the vocal in the actual arrangement.

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Check AI-song permissions, Suno download rights, samples, Content ID eligibility, credits, and the final audio before sending a release to DistroKid.

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Check AI-tool uploads across training permission, retention, deletion, public sharing, and third-party processing. A private project label answers only part of the question.

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Understand how webpage prompt injection can redirect an AI agent, why connected permissions affect the consequences, and how to test the boundary with harmless fixtures.

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Check Content Credentials at export, platform display, downloaded-file inspection, and recovery. Missing metadata, a recovered match, and a visible label mean different things.

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Compare AI-assisted sample search with manual browsing by timing the whole path to an accepted sound, including auditioning, licensing, editing, and export.

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Build an AI music cue around a fixed 30-second timeline. Plan the ending, leave room for the tail, and verify the exported file against the picture.

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Audit whether an AI subscription leaves you with playable files, editable work, permission records, and recoverable projects before you depend on continued access.

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