Unverified50% confidenceFactExact time
Even if the final answer of the entire trajectory is wrong, ClueFlow's transition-level verification can still recover useful supervision signals from state changes consistent with the gold standard.
1
Sources
50%
Confidence
Long-term
Relevance
10/20/2026
First Seen
Sources
Related Entities
Related Claims
Unverified回归测试时可将历史轨迹中的工具调用序列作为黄金标准,使用编辑距离、工具调用匹配率等指标量化新版本模型或Prompt的回归风险66% similarUnverifiedFixture mode decouples "whether the tool is correct" from "whether the model is available", so the CI pipeline can always run fixture tests to ensure the scoring path has no regressions.65% similarUnverifiedThe evidence validator verifies the leading hypothesis through three checks: independently reproducing the failure, comparing environments, and correlating recent changes65% similarUnverifiedThe check in loop engineering should be to verify results rather than to regenerate them; having the model regenerate once more often yields only another version of the answer.65% similarUnverifiedThe small-step edit loop breaks regression verification down into an immediate check after each modification; it is essentially a "continuous verification" strategy whose cost is far lower than troubleshooting a mixed diff after the fact.64% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1073983API
curl https://kongchang.com/api/v1/knowledge/claims/1073983MCP
get_claim(id=1073983)