Unverified50% confidenceOpinionExact time
If the metrics are poorly designed, efficiency scoring may induce engineers to pursue usage patterns that look efficient rather than real output.
1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedReports have indicated that some vendors specifically optimize their outputs for the Arena style, which is a manifestation of Goodhart's Law — when a metric becomes a target, it ceases to be a good metric.76% similarUnverifiedIf you invest only in code generation tools without transforming the review process, the efficiency gains will be diluted downstream; what really needs optimizing is the review mechanism, automated test coverage, and the division of labor in human-AI collaboration.75% similarUnverifiedThe Kaldor-Hicks efficiency criterion has long been criticized for ignoring the question of whether compensation actually occurs.73% similarUnverifiedDesign fixes adoption rate, not correctness; one should first confirm that the agent can reliably complete a boring task, and then design how to roll it out around that.73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1070433API
curl https://kongchang.com/api/v1/knowledge/claims/1070433MCP
get_claim(id=1070433)