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Contextual auditing reveals hidden assumptions in AI evaluations, transforming how we assess systems when ground truth is elusive.
The rise of LLM agents threatens to erase the clarity of authorship and accountability in collaborative knowledge work, raising urgent questions about intellectual integrity.