Few-Shot Example Designer

Design a few-shot example set for this task: {{task description}} with model {{...}}. 1) Define the input/output schema precisely; 2) create 6-8 examples: 2 clear-typical cases per main category, 2 edge/boundary cases (ambiguous input, mixed signals), 1 adversarial/noisy case, and 1 empty/minimal input case; 3) include at least one counterexample showing what NOT to do labeled "❌ rejected" vs "✅ correct" if the model has a typical failure; 4) diversify surface wording so the model learns the rule, not keywords (paraphrase the same intent 3 ways); 5) order them to reduce recency/primacy bias (harder near the end); 6) give the prompt wrapper that goes around the examples and a test set of 15 hidden cases I should evaluate accuracy on. Task: {{...}}