Unverified50% confidenceTradeoffExact time
Tool/function unit tests are highly deterministic but can only cover the tool layer and cannot cover the model's decision logic.
1
Sources
50%
Confidence
Long-term
Relevance
9/28/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedAgent behavior is shaped collectively by context, tool schemas, model versions, and adapters, while traditional unit tests focus only on deterministic outputs.76% similarUnverified形式化验证工具通常面临表达能力与可扩展性的权衡,可验证的断言类型受限于工具本身的理论支持75% similarUnverifiedSkillSpector supports two detection modes: local rule-based static scanning that requires no model, and deep semantic analysis that connects to a large language model.74% similarUnverified选择和使用不同模型档位时不能仅凭版本号判断,基于真实场景的多轮测试才是评估模型能力的可靠依据73% similarUnverifiedCode benchmark tests primarily cover algorithm problems and function-level code generation; a high benchmark score does not directly equate to strong real-world engineering capability.73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/956916API
curl https://kongchang.com/api/v1/knowledge/claims/956916MCP
get_claim(id=956916)