Unverified50% confidenceOpinionExact time
When Velocity is used to measure team performance rather than to serve planning purposes, teams inflate their estimates, causing systemic corruption.
1
Sources
50%
Confidence
Long-term
Relevance
10/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIf gating tools frequently produce false blocks, they will quickly be bypassed or disabled by teams, meaning the precision and interpretability of the scoring directly determines whether they can be adopted in practice.71% similarUnverifiedUnconstrained recursive self-improvement can lead to performance drift, runaway costs, and even contamination of training data through leakage.70% similarUnverifiedAlignment team work typically involves long cycles, with evaluation results difficult to measure by short-term metrics, placing it at a disadvantage in commercial environments that pursue rapid iteration.70% similarVerifiedOn convergent tasks, there is a clear performance saturation phenomenon after models reach a certain scale, where continued increases in parameter count or training data yield rapidly diminishing marginal contributions to accuracy.68% similarUnverified在每个动作前进行策略校验可能给智能体响应速度带来延迟，这是所有运行时安全方案都需面对的经典权衡68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/997357API
curl https://kongchang.com/api/v1/knowledge/claims/997357MCP
get_claim(id=997357)