errors in the spec would cascade into the downstream implementation.
展现了Agent系统设计中的风险控制逻辑：过早陷入底层细节会导致错误级联。让Planner专注于高层目标，将实现路径留给执行层自主探索，有效避免了自上而下的规划谬误，增强了系统的容错性。
5 Matching Annotations
- Apr 2026
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www.anthropic.com www.anthropic.com
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arxiv.org arxiv.org
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role-differentiated proposer/executor/checker/adversary systems may reduce correlated error under asymmetric information and verification burden.
大多数AI系统设计倾向于使用单一或少数几个组件来完成所有任务。但作者提出角色分化的提议者/执行者/检查者/对抗者系统可能减少在信息不对称和验证负担下的相关错误。这一观点挑战了当前AI系统设计的单一或少数组件架构，暗示多角色专业化可能更有效。
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- Oct 2021
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www.bitbybitbook.com www.bitbybitbook.com
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systematic errors, the kinds of errors that I’ll describe below that arise from biases in how data are created
Here comes the question: How can we detect them then eliminate them?
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- Aug 2021
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www.standard.co.uk www.standard.co.uk
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Waddell, Lily. “Double-Jabbed May Miss Holidays If NHS Errors Mean Records Don’t Save,” July 21, 2021. https://www.standard.co.uk/news/uk/uk-travel-news-vaccine-passport-holidays-covid-b946848.html.
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- Jul 2020
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gss.civilservice.gov.uk gss.civilservice.gov.uk
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An analyst’s job is never done – GSS. (n.d.). Retrieved July 3, 2020, from https://gss.civilservice.gov.uk/blog/an-analysts-job-is-never-done/
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