Unverified50% confidenceTradeoffExact time
In multi-step tasks, tool-call failures accumulate, and a high single-step failure rate causes the overall success rate to decline exponentially.
1
Sources
50%
Confidence
Long-term
Relevance
9/25/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedWhen the replanning frequency of the planner is reduced, the success rates of both navigation and manipulation tasks suffer a catastrophic decline.80% similarUnverified级联失败是指单次工具调用错误会污染后续上下文,导致模型在错误的中间状态上继续推理,最终使整个任务偏轨80% similarUnverifiedAt a scale of one million, even an extremely low failure rate per individual Agent results in a very large absolute number of failures, and the system must have built-in mechanisms for retries, idempotency, and compensating transactions.78% similarUnverified面对不同失败模式应采取不同数据合成策略:错误工具调用则合成对应失败轨迹强化,长任务表现挣扎则生成多步骤轨迹,过度使用工具则通过评分筛选优化调用效率78% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/948594API
curl https://kongchang.com/api/v1/knowledge/claims/948594MCP
get_claim(id=948594)