Unverified50% confidenceOpinionExact time
Sub-agents typically hold only local information and local goals, and lack sufficient communication and consensus mechanisms among themselves, making them prone to goal drift, duplicate operations or unauthorized actions.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/29/2026
First Seen
Valid until: 1/27/2027
Sources
Related Entities
Related Claims
UnverifiedState drift refers to how, in multi-turn interactions of an autonomous Agent, early minor misunderstandings or missing information are continuously amplified with the dialogue turns, ultimately causing behavior to deviate significantly from the original goal.73% similarUnverifiedOverly granular intermediate rewards may guide the agent to pursue only local objectives while ignoring the globally optimal solution.72% similarUnverifiedObservation scaling presupposes a stable monotonic mapping between the proxy signal and the target capability, but the mapping between public capabilities and physical capabilities may be disturbed by factors such as task distribution, action space, and differences in perceptual modality, so prediction accuracy is limited.70% similarUnverifiedAgent behavior is highly non-deterministic, and the same input may produce completely different tool call chains across different runs.70% similarUnverifiedThe core challenge of self-hosted deployment lies in behavioral consistency: if local tokenization, special token handling and chat templates are not fully consistent with the official API, the same input may produce different outputs.70% similar
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