Unverified50% confidenceSolutionExact time
CI failures can be divided into three types: results not meeting requirements, code behavior not matching the use case commands, and environment failures (dependencies inaccessible or tools reporting missing permissions), with different types corresponding to different handling approaches.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedLess capable local small models sometimes generate tool-call instructions with non-compliant formatting, causing operations to fail.63% similarUnverifiedEffect distinguishes at the type level between two categories of failure: Expected Errors (predictable errors, encoded in the E parameter of Effect<A, E, R>) and Defects.63% similarUnverifiedThe study categorized failures into two types: genuine capability deficits and issues that can be mitigated by adjusting the decoding threshold, further subdividing them into 4 failure mechanisms.62% 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62% similarUnverifiedAs model capabilities improve, the failure stage in CAD tasks shifts later rather than disappearing entirely, with stronger models' failures attributable to document structure errors, geometric errors, and modeling workflow errors.62% similar
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