Why it matters
Annotation tools shape efficiency. Understanding shapes tooling.
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The architecture
Task templates.
Reviewer UI.
Storage + export.
Integration with training.
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How it works end to end
Label Studio open-source.
Argilla LLM-focused.
Prodigy Explosion AI.
Custom in-house common.