production settings

生产环境。指产品在真实场景下被实际用户使用、面临运营约束（资源有限、Deadline 紧、利益相关者多样）的部署条件，与实验室或研究环境相对。

English Definition

"Real-world deployment contexts where products are used by actual users under operational constraints (limited resources, tight deadlines, diverse stakeholders), as opposed to controlled lab or research settings."

用法说明 · 针对中文母语者

本文反复使用该词来划定研究边界：研究对象是生产环境下的实践者，而非研究实验室。可单数 production setting 也可复数使用。

常见错误

·与 'production line'（生产线）等制造业术语混淆
·忽视其与 'research settings' 的对照含义

真实用例 · 3 条

"What are the current evaluation practices for LLM-based products in production settings?"

论文Pipeline extracted — review needed·作为研究问题 RQ1 出现，明确研究范围在生产环境

"these practitioners must assess context-specific, often hard-to-define qualities while navigating production constraints of limited resources, tight deadlines, and diverse stakeholder demands"

论文Pipeline extracted — review needed·描述生产环境下的具体约束：资源、Deadline、利益相关者

"we provide an empirical account of how practitioners evaluate LLM products in production settings"

论文Pipeline extracted — review needed·总结研究贡献之一：描绘生产环境下的实证图景

由 pipeline 自动采集，待人工 review