Verified70% confidenceFactExact time
Human-in-the-Loop（HITL）概念最早源于控制论和人因工程学领域，指在自动化系统的决策或执行循环中保留人类参与节点
4
Sources
70%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026
Sources
HiClaw开源多Agent协作系统：基于Matrix协议的人机协作新范式
githubagentscope-ai6/10/2026
Related Claims
Unverified「人在回路」（Human-in-the-Loop）概念的根源可追溯至控制论（Cybernetics）和自动化工程领域77% similarUnverified人工介入节点体现了Human-in-the-Loop（HITL，人机回路）范式，在关键决策点保留人工判断以防范模型幻觉、权限滥用等风险74% similarUnverifiedHITL与Human-on-the-Loop（人类仅监督不直接干预）和Human-out-of-the-Loop（完全自动化）两种模式形成对比73% similarUnverifiedHuman-in-the-loop（人工介入）机制最早源于控制论与机器学习领域，指在自动化系统的关键决策节点保留人类介入权73% similarUnverified任何自主循环系统都需要人类在关键决策节点介入，即 Human-in-the-Loop（人在回路中）设计原则70% similar
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