Unverified50% confidenceDecision RuleExact time
The choice of degradation strategy for the approval layer depends on the reversibility and scope of impact of the operation; for example, irreversible operations such as deleting production data should generally be blocked by default, while low-risk read-type operations can be considered for release.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
withHuman: Building a Human Approval Layer for AI Agents
producthuntProductHunt Daily10/15/2026
Related Entities
Related Claims
Unverified应对审批疲劳的合理做法是结合风险分级,高风险动作强制审批,低风险动作可配置自动放行78% similarUnverifiedA risk scoring model can be established for different operations, where only operations exceeding a specific threshold trigger manual approval, while low-risk operations are automatically allowed through and logged.74% similarUnverifiedA tiered evaluation strategy can reduce evaluation costs: use small models or rules for initial filtering, deploy expensive large-model judges only at critical steps, and use caching to avoid redundant evaluations.73% similarUnverifiedMitigations include the principle of least privilege, operation audit logs, real-time human oversight, and designing mandatory interruption mechanisms for high-risk operations.73% similarUnverifiedA layered processing strategy (first attempting coordinate extraction, falling back to OCR on failure) is a choice that balances cost and coverage.73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1035956API
curl https://kongchang.com/api/v1/knowledge/claims/1035956MCP
get_claim(id=1035956)