Apply teach with borderline examples to a real prompt-engineering situation.
Teach With Borderline Examples turns a chat request into a reviewable work order. Teach With Borderline Examples is a prompt-engineering discipline, not a wording trick. A smart professional uses it to make the model's job, evidence, constraints, and review criteria explicit before asking for output. Without that structure, the model fills gaps with generic defaults that can look polished while missing the business need. The mechanism is controlled ambiguity. The prompt changes what information is salient, what tradeoffs the model optimizes, and what the human can inspect afterward. Strong prompts reduce degrees of freedom where guessing is costly and preserve…
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