Unverified50% confidenceSolutionExact time
Tests validate the deterministic parts, while Evals validate the non-deterministic parts (agent paths, tool selection, and output quality).
1
Sources
50%
Confidence
Long-term
Relevance
9/26/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedRecommendations for tool evaluation: use deterministic testing as much as possible for what can be deterministically tested, and then use LLM to evaluate touchpoints with agents.76% similarUnverifiedIntelligent agent conformance testing beyond schema and protocol checks should cover five dimensions: semantic contract verification, side-effect declaration, error and degradation behavior, operational cross-cutting concerns, and substitutability regression74% similarUnverified审计级对抗测试证据应包含被测系统精确版本标识、测试用例版本快照、通过失败判定量化标准及完整测试时间戳74% similarUnverifiedThe validation step relies on two skills: evidence-driven testing and before & after (generating before-and-after screenshots for each PR).73% similar
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