Unverified50% confidenceFactExact time
A typical defect of multi-agent systems is that each agent can only observe local information, leading to information asymmetry problems where decisions are made based on an outdated world model.
1
Sources
50%
Confidence
Long-term
Relevance
9/17/2026
First Seen
Sources
Related Entities
Related Claims
VerifiedMulti-agent systems suffer from coordination failure — when the local optima of sub-agents cannot combine to form a global optimum, the system's overall performance may be worse than that of a single large model.80% similarVerifiedMulti-agent systems exhibit non-stationarity, as the optimal policy for each agent depends on the behavior of the other agents.78% similarUnverifiedIn multi-agent systems, the phenomenon in which multiple agents with local knowledge produce collective intelligence that exceeds the sum of individual capabilities through interaction is called emergence.75% similarUnverifiedOne of the core bottlenecks of multi-agent systems is not model capability, but information routing and memory management—that is, who should see what, how much, and in what order.74% similarUnverifiedJagged intelligence is a core characteristic of contemporary large models, where a model may solve Olympic-level math problems yet make elementary mistakes in simple common-sense reasoning.72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/928151API
curl https://kongchang.com/api/v1/knowledge/claims/928151MCP
get_claim(id=928151)