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Patterns for communicating intent clearly and showing the model what success looks like

the order of authority that determines which instruction wins when directions conflict
“The assistant followed the higher-priority safety rule when the user request conflicted with it.”

asking a model to perform a task without giving an example in the prompt
“The instruction 'Classify each review as positive or negative' was a zero-shot prompt.”

providing a small number of examples in the prompt to demonstrate the desired behavior
“Three labeled support tickets gave the model a few-shot pattern for classifying the rest.”

a demonstration included in the current input that guides a response without changing the model's parameters
“The sample input and ideal output served as an in-context example.”

an example that disproves a general claim or shows what the desired output must avoid
“I added a counterexample so the model would not mistake polite disagreement for approval.”

an unusual but valid situation near a task's boundaries where normal assumptions may fail
“An empty spreadsheet is an edge case the extraction prompt still needs to handle.”

a character or marker that clearly separates instructions, examples, or data
“Triple backticks acted as a delimiter around the text to summarize.”

a reusable prompt structure with placeholders for task-specific information
“The team used one prompt template and replaced the audience, evidence, and format fields.”

a focused question that resolves missing or ambiguous information before work continues
“The model asked a clarification question about currency before building the budget.”
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