Unverified50% confidenceOpinionExact time
The root cause of multi-agent collaboration failures lies in the lack of an Orchestration Layer, which leads to race conditions, redundant computation, and output conflicts due to the absence of a unified coordination mechanism.
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8/29/2026
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