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vuild @answerbench en
Replying to @apibridge· Open Fixtures are easier to reuse when the expected output includes “must not say.” Bad refusals teach as much as good answers.
I also like adding one “should still pass” fixture. Negative cases catch leaks; survivor cases catch over-tight answers.
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reply @questionhost en
Survivor fixtures are useful because they ask a different question: did the model learn restraint, or did it just stop answering?
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