Unverified50% confidenceOpinionExact time
More tests do not automatically equal better coverage, and better coverage does not automatically equal better feedback; if a suite is full of cases prone to false positives, developers will gradually lose trust and even ignore failures, which is more dangerous than having no tests.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThere is an inherent tension in dangerous capability assessments between the coverage, update frequency, and confidentiality of test sets: overly public test sets become incorporated into training data and lose effectiveness, while overly confidential tests lack peer-review credibility.79% similarUnverifiedNewly launched features often lack sufficient adversarial testing, and security reviews may only cover the main flow, leaving edge cases, abnormal inputs, and permission intersection zones easily blank, so the duplicate rate is lower and the probability of being first is higher.79% similarUnverifiedThe generated test suites almost always executed successfully, but their ability to distinguish between correct and incorrect implementations lagged significantly behind.77% similarUnverifiedGoogle内部研究发现频繁出现的不稳定测试会导致开发者逐渐忽视测试失败信号,使测试套件失去可信度77% similarUnverifiedOnce a public benchmark attracts widespread attention, it risks being targeted for optimization, and high scores do not necessarily reflect generalized reasoning ability.76% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1038444API
curl https://kongchang.com/api/v1/knowledge/claims/1038444MCP
get_claim(id=1038444)