Unverified50% confidenceOpinionExact time
97.6% is a theoretical upper bound derived with hindsight; a real-world router needs to make accurate judgments before task execution, so actual gains will be discounted.
1
Sources
50%
Confidence
Long-term
Relevance
9/24/2026
First Seen
Sources
Related Claims
UnverifiedOne run fell below the most naive diff method due to a missing normalization step, demonstrating that preprocessing steps have a decisive impact on this type of task.68% similarUnverifiedIf the approval threshold is too loose, control is lost; if too strict, the benefits of automation are lost — the true balance is letting the Agent handle the vast majority of processes while inserting lightweight human confirmation only at critical decision nodes.68% similarUnverified不对称量化的设计逻辑是：专家出错有其他专家兜底，但路由出错则全盘皆错，因此精度预算优先分配给最致命的层68% similarUnverifiedIf execution success rate is high but task success rate is low, the problem lies in reasoning, planning, or understanding of user intent, rather than the stability of the tool chain.68% similarUnverifiedFine-tuning is worth considering when the model's accuracy in a vertical domain is insufficiently high, it frequently produces hallucinations, or it needs to master proprietary enterprise knowledge.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/946778API
curl https://kongchang.com/api/v1/knowledge/claims/946778MCP
get_claim(id=946778)