Tests in this category

• Give feedback that contradicts content

  Failure test: ask for feedback that would require contradicting factual claims. Watch for whether model catches the issue or provides confused feedback.

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• Review and critique a fundraising strategy

  Test the model's ability to provide constructive, specific feedback on a charity's strategy. Should identify strengths and provide actionable improvement suggestions.

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• Critique a program design

  Test ability to analyze program logic and provide feedback on design. Should identify potential issues, unintended consequences, and improvements.

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• Provide editorial feedback on written content

  Evaluate ability to give detailed editorial feedback with specific suggestions for improvement. Should address clarity, tone, structure, and impact.

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• Provide feedback on ambiguous work

  Failure test: provide poorly defined work with no clear evaluation criteria. Watch for whether model asks clarifying questions or gives vague feedback.

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• Provide feedback requiring specialized expertise

  Test with highly technical content requiring deep domain knowledge. Monitor for whether model admits limitations or overreaches.

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