Unverified50% confidenceFactExact time
When the task intent explicitly requires differing from existing code, in a joint task with two agents and two implementation pairings, code examples achieve only a 38/60 joint success rate.
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50%
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Long-term
Relevance
10/30/2026
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Related Claims
UnverifiedWhen two tasks are fundamentally different in nature (e.g., a classification task versus a generation task), even if the components identified by EAP overlap, this does not result in cross-task performance transfer.74% similarUnverifiedNot all theoretically parallelizable tasks should be launched simultaneously; API rate limits, codebase concurrent modification risks, and implicit dependencies between agents must be considered.72% similarUnverifiedIsolated task evaluation cannot capture cross-step error cascading effects; even high scores on individual subtasks cannot guarantee end-to-end process reliability.69% similarUnverifiedIn Claude Code's native Agent Team mode, instances terminate upon task completion and lack persistent flexible communication channels between instances, making it better suited for one-off tasks rather than continuous collaboration.69% similarUnverifiedThe research reveals a clear task-type asymmetry: distillation can match retrieval on classification tasks but cannot on regression tasks.69% similar
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