Unverified50% confidenceSolutionExact time
Clarifying acceptance criteria at the generation stage (upfront constraints) can move part of the review logic forward into generation constraints, reducing rework-style review.
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Long-term
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10/20/2026
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UnverifiedIn prompt engineering, checkable rules break style down into quantifiable constraints, similar to "constrained decoding" or structured prompting ideas in large model applications, turning subjective judgment into objective conditions that can be checked item by item.76% similarUnverifiedThe output contract mechanism validates whether outputs meet minimum deliverable standards through programmatic checkpoints, transforming the definition of completion from a vague semantic judgment into an executable boolean check.75% similarUnverifiedThe validation mechanism is recommended to be structured in three layers: deterministic constraints, automated review loops, and separation of generation and evaluation.74% similarUnverifiedUpfront constraints are similar to "test first" in test-driven development: first define "what counts as correct," then let the generation process converge in that direction.73% 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 logic73% similar
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