Multi-agent traces
1600+ annotated traces · 7 frameworks · 14 failure modes
The authors organize multi-agent failures into system design, inter-agent misalignment and task verification categories.
Metadata only · reproduction unverified
View source notes →Failure trajectories
ALFWorld · GAIA · WebShop
The authors describe annotated failure trajectories and a debugging framework that identifies root causes and gives corrective feedback.
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View source notes →Framework bug reports
5,669 bug reports · 809 feature requests · 5 frameworks
The study covers AutoGen, CrewAI, LangChain, LangGraph and MetaGPT, emphasizing interface and execution quality.
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