Unverified50% confidenceFactExact time
Human decisions are injected back into the LangGraph graph via Command({resume: ...}).
1
Sources
50%
Confidence
Long-term
Relevance
9/9/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe "perception-decision-action" loop is the technical foundation of the ReAct (Reasoning + Acting) paradigm.64% similarUnverifiedThe closed-loop architecture of perception–decision–execution originates from the classic paradigm in robotics and cybernetics: the OODA Loop / Sense-Plan-Act.62% similarUnverifiedAny autonomous loop system requires human intervention at critical decision nodes, which is the Human-in-the-Loop design principle.62% similarUnverifiedAdopting a human-in-the-loop collaborative mode to introduce human checkpoints can avoid the "hallucination cascade" of error accumulation in purely automated generation, forming an iterative loop of generate–review–correct–continue.62% similarUnverified/goal 命令将人机交互模式从 Human-in-the-Loop 推向 Human-on-the-Loop，人类退居监督角色62% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/885539API
curl https://kongchang.com/api/v1/knowledge/claims/885539MCP
get_claim(id=885539)