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AI-AND-COPYRIGHT5 MIN READ

Training Licenses Are Not One Checkbox

Break a training-data license into specific rights, restrictions, and evidence.

Principle: License the workflow, not the vibe. The rights stack A dataset may need permission for copying, cleaning, embedding, fine-tuning, vendor processing, output use, retention, and deletion. If the license mentions only display or ordinary internal use, do not stretch it silently. Why a matrix helps Training work is multi-step. Each step can have a different rights answer. A rights matrix shows where the team has permission, where permission is constrained, and where it has no documented basis. The decision rule If the license does not clearly cover the step, move it to constrained review. That does not mean the…

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