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In prompt engineering, an instruction requiring the model to verify before delivery is called an "acceptance criterion" or "definition of done," which is in the same lineage as the test-driven approach in software engineering.
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10/30/2026
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UnverifiedThe acceptance checklist corresponds to the Definition of Done in software engineering, and is often encoded as the system prompt of a dedicated Quality Assurance Agent to achieve automated acceptance.78% similarUnverifiedOutput validation typically relies on structured validation libraries such as Pydantic to enforce field completeness and type legality checks on model responses before they enter business logic77% similarUnverifiedWriting a "test and report back" instruction into the prompt can change the AI's working mode, making it verify on its own before delivery and use "it runs" as the completion criterion.77% similarUnverifiedThe article's "verification over orchestration" principle is to use code scripts for the parts that must be precise (counting, rendering, data cleaning), let the model handle planning and the execution loop, and at the end of each step check the evidence with scripts rather than prescribe the path.76% similar
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