Unverified50% confidenceDecision RuleExact time
The failure semantics on handoff failure (retry, rollback or degradation) require different strategies for different business scenarios, but must be unified at the pipeline level.
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50%
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Long-term
Relevance
10/24/2026
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UnverifiedTwo 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).78% 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77% similarUnverifiedWhen model output format is non-standard or tools return errors, the harness needs to design retry and fallback strategies, and these strategies significantly affect the final success rate.76% similarUnverifiedFailed tasks often require 3 to 5 additional rounds of interaction to correct.75% similarUnverifiedIn multi-step tasks, tool-call failures accumulate, and a high single-step failure rate causes the overall success rate to decline exponentially.75% similar
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