Unverified50% confidenceFactExact time
左移测试的理念源于软件缺陷修复成本随开发阶段呈指数增长的经验法则
1
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50%
Confidence
Long-term
Relevance
8/23/2026
First Seen
Sources
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Unverified越早发现软件问题，修复成本越低；后期发现的Bug修复难度和人力成本呈指数增长74% similarUnverified智能路由可能带来响应延迟增加、判定误差导致质量下降返工、以及工程实现和维护成本69% similarUnverified问题发现得越晚，修复成本越高，且涉及的模块越多，修复难度和人力成本呈指数级增长69% similarUnverifiedMistake-Aware Training和RISE（Recursive Introspection）等研究方法将失败轨迹的利用作为核心机制，在复杂编程和数学推理任务上取得显著性能提升69% similarUnverifiedReAct范式在实际工程落地中面临错误传播问题，随着推理步骤增加错误会在循环中累积放大68% similar
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