Unverified50% confidenceOpinionExact time
Loops carry four types of invisible bills: validation debt, understanding rot, cognitive surrender, and Token explosion, and these four reinforce each other.
1
Sources
50%
Confidence
Long-term
Relevance
10/23/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedLoop适合那些重复性但每次都要动脑的工作，不适合只做一次、没有明确标准、风险太高的决策类工作62% similarUnverified情节卡的四项结构包括：剩余时间、本张的选择、放弃的另一项、由此造成的新后果61% similarUnverifiedFive kinds of runaway Loops correspond to five skipped actions: skipping validation leads to the nodding Loop, skipping persistence leads to the forgetful Loop, skipping scheduling leads to the manual Loop, skipping discovery leads to the blind Loop, and skipping handover leads to the tangled Loop.60% similarUnverifiedThe Loop specification defines five termination states: Success, No-op, Blocked, Stalled, and Exhausted.58% similarUnverifiedThe loop engineering system pairs a maximum retry count as a circuit breaker: if it can't be fixed, archive it and call a human, preventing the loop from spinning idly.58% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1091687API
curl https://kongchang.com/api/v1/knowledge/claims/1091687MCP
get_claim(id=1091687)