Unverified50% confidenceOpinionExact time
Human-in-the-Loop架构中系统通常自动处理高置信度文档（约占总量的70%-90%），将低置信度文档路由给人工审核
1
Sources
50%
Confidence
Long-term
Relevance
8/5/2026
First Seen
Sources
Related Claims
UnverifiedRetaining a Human-in-the-Loop manual review node during the early validation stage can reduce the risk of errors and help collect feedback to iterate on the system.66% similarUnverified人在回路设计通常体现为大额交易人工审核、低置信度或高波动时自动熔断、完整记录决策推理链供审计三个层次66% similarUnverifiedModern code generation models have already achieved a one-pass success rate of over 90% on authoritative code benchmarks such as HumanEval.65% similarUnverified严格分离评估代码与可优化代码，可以在评估体系冻结的前提下让人类信任Agent产出的结果并降低监督成本63% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/691090API
curl https://kongchang.com/api/v1/knowledge/claims/691090MCP
get_claim(id=691090)