Unverified50% confidenceTradeoffExact time
The potential risk of multi-agent architecture is that if the coordinator, as an LLM, misunderstands instructions, errors will propagate downstream, and such issues are harder to diagnose than errors from a single model.
1
Sources
50%
Confidence
Long-term
Relevance
10/10/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe risk of false positives—incorrectly classifying normal agent behavior as out-of-bounds and quarantining it—will directly affect the platform's practical utility.79% similarUnverifiedMulti-agent systems significantly amplify the uncertainty of LLMs; one agent's hallucination can contaminate the entire pipeline, making observability and error isolation design particularly critical79% similarUnverified自愈技术的精细度层级越高（备选selector→视觉AI→LLM语义理解），误判风险随之上升77% similarVerifiedLLM outputs are probabilistic, carry hallucination risks, and may misjudge context and invoke tools that should not be invoked.77% similarUnverifiedLLM call chains are long and highly non-deterministic, and a single failure may originate from any one of the following: prompt, tool call, context truncation, or model hallucination.76% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/994237API
curl https://kongchang.com/api/v1/knowledge/claims/994237MCP
get_claim(id=994237)