Unverified50% confidenceCautionExact time
Optimizing a single metric (such as unassisted completion rate) may cause product design to evolve in a direction that undermines human control.
1
Sources
50%
Confidence
Long-term
Relevance
9/7/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedStopping condition design typically involves trade-offs among three categories: performance thresholds, diminishing returns detection, and hard resource limits, and mature systems often introduce multiple mechanisms simultaneously with different priority levels assigned.74% similarUnverifiedUsing a vendor's built-in synthesis functionality involves trade-offs including cost opacity, reduced controllability, and increased debugging difficulty.73% similarUnverifiedApproval thresholds that are too loose lead to loss of control, while thresholds that are too strict forfeit the benefits of automation—this is the core tension in Human-in-the-loop design.73% similarUnverifiedWhen running small models on extremely resource-constrained devices, the generality of a general-purpose inference engine may instead become a performance burden, while customized implementations targeting specific scenarios have the opportunity to achieve superior performance.72% similarUnverifiedExcessively frequent human intervention eliminates the efficiency advantages of automation, while an overly lenient approval scope fails to effectively prevent and control risks — this is the trade-off in HITL granularity design72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/874348API
curl https://kongchang.com/api/v1/knowledge/claims/874348MCP
get_claim(id=874348)