Unverified50% confidenceSolutionExact time
Large model control of robotic arms typically relies on a perception-reasoning-execution chain that requires continuous closed-loop feedback
1
Sources
50%
Confidence
Long-term
Relevance
9/14/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe closed-loop concept in Loop Engineering draws on the feedback loop idea from cybernetics, dynamically adjusting system behavior by continuously comparing the desired state with the actual state.73% similarUnverifiedFeedback loops give agent systems closed-loop control capability: observing the current state, comparing it with the target state, calculating the deviation, and driving corrective actions.73% similarUnverified验证机制将AI从开环控制转变为闭环控制,形成执行→观察→修正的完整反馈回路72% similarUnverified外层循环与控制理论中的闭环控制系统高度同构,通过可观测性采集状态、评估器比较偏差、执行机构输出纠正动作71% similarUnverifiedThe closed-loop architecture of perception–decision–execution originates from the classic paradigm in robotics and cybernetics: the OODA Loop / Sense-Plan-Act.69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/921163API
curl https://kongchang.com/api/v1/knowledge/claims/921163MCP
get_claim(id=921163)