Unverified50% confidenceOpinionExact time
The failure mode of Routines is "the script errors out," which is easy to locate and fix; the failure mode of Duet may be "it did something you didn't ask it to do," which is more costly to troubleshoot.
1
Sources
50%
Confidence
Long-term
Relevance
10/22/2026
First Seen
Sources
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Related Claims
UnverifiedWhen a step fails in traditional script-based invocation, it can cause the entire process to break down and result in a lack of clear logs.74% similarUnverifiedTwo typical failure modes are context loss (a new session loses constraints when re-entering project background, leading to wrong output) and decision reopening (a new session does not know the reasons for earlier decisions and proposes different approaches, leading to renewed debate or feature regression).72% similarUnverified面对不同失败模式应采取不同数据合成策略:错误工具调用则合成对应失败轨迹强化,长任务表现挣扎则生成多步骤轨迹,过度使用工具则通过评分筛选优化调用效率71% similarUnverifiedBoth the ReAct and Plan-and-Execute modes face the problem of error accumulation caused by misjudgments in early steps being accepted as premises by subsequent steps.70% similarUnverifiedThe framework introduces two complementary signals: decorrelation in error patterns and divergence in predictive behavior.70% similar
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