Unverified50% confidenceTradeoffExact time
The conservatism introduced by safety auditing may be in tension with closed-loop optimization objectives, and how to ensure safety without sacrificing learning efficiency remains an open question.
1
Sources
50%
Confidence
Long-term
Relevance
9/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedOnce a public benchmark attracts widespread attention, it risks being targeted for optimization, and high scores do not necessarily reflect generalized reasoning ability.70% similarUnverifiedOverly strict code review can dampen contributors' enthusiasm, while overly lenient review may introduce security risks, requiring maintainers to balance security and openness70% similarUnverified在不确定性上升、估值缺乏安全边际的环境下，适度提高现金比例可规避下行风险并为优质机会保留主动出击能力67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/916398API
curl https://kongchang.com/api/v1/knowledge/claims/916398MCP
get_claim(id=916398)