Unverified60% confidenceFactExact time
The asynchronous approval design draws on the concept of Soft Delete, which retains rollback capability by setting a deleted flag (such as a deleted_at timestamp).
2
Sources
60%
Confidence
Long-term
Relevance
7/14/2026
First Seen
Sources
AI Agent人在回路（HITL）设计：风险分级与最佳实践
Related Claims
UnverifiedDeletion operations are best implemented as soft deletes (moving to the recycle bin) rather than permanent removal, leaving users a time window for remediation.79% similarUnverifiedThe softmax renormalization in attention operations couples deletion decisions nonlinearly: deleting one entry changes the attention weights of all remaining entries, making it difficult for independent evaluation methods to make globally optimal deletion decisions.69% similarUnverifiedCanary-style deletion means binding the deletion of suspicious logic to behavior observation, first verifying it on low-traffic, non-critical paths, and then gradually expanding.69% similarUnverifiedUsing the /clear command can clear old context and save credits when switching between unrelated tasks.68% similarUnverifiedThe system is designed with a fallback mechanism: when the standard character stream returns blank content, a degraded solution using layout coordinate isolation is triggered.66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/504481API
curl https://kongchang.com/api/v1/knowledge/claims/504481MCP
get_claim(id=504481)