Unverified50% confidenceSolutionExact time
For resource-constrained teams, a pragmatic starting point is to manually annotate 50–100 golden cases for the most frequent failure scenarios as a regression test set, then gradually expand to an automated evaluation pipeline.
1
Sources
50%
Confidence
Long-term
Relevance
10/5/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe tool was motivated by the team's experience evaluating a LangGraph-based customer service agent, where a golden test set of approximately 50 cases was abandoned after launch and gradually lost its value.77% similarUnverifiedThe research team constructed a new evaluation set, MegaRCA-Mix, containing 50 manually annotated failure cases covering long-horizon, execution-intensive tasks.73% similarUnverified建议建立人工标注的黄金基准集通常包含 200-500 张精心标注的样本，用于持续监控自动标注管线的性能漂移71% similarUnverified推荐对关键测试用例至少运行20-50次，以将置信区间控制在可接受范围内68% similarUnverifiedThe team proposed adding a dedicated test that enumerates each link in the chain by name, asserting that each exists in the registration path, actually runs, and fails when its test target is disabled.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/975427API
curl https://kongchang.com/api/v1/knowledge/claims/975427MCP
get_claim(id=975427)