Unverified50% confidenceOpinionExact time
Judges as a Lifecycle proposes that evaluation should be a continuous process running throughout the entire system lifecycle, rather than a one-time check at the end of the development process.
1
Sources
50%
Confidence
Long-term
Relevance
9/7/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe 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.61% similarUnverifiedECR（工程变更请求）的完整生命周期通常涉及问题识别、影响评估、方案审批、实施执行和归档验证五个阶段60% similarUnverified工程上可靠的循环检测应全程追踪Agent的决策运行轨迹，而非依赖单步判断60% similarUnverifiedIn loop engineering, each iteration requires sending the previous results, inspection feedback, and original instructions together to the model, and the total token consumption over twelve loops can be 50–100 times that of a single call.59% similarUnverified基于规则的确定性评估框架相比LLM-as-Judge方法，在可重复性和可解释性方面具有优势，每条规则都是二元判断，不受评估模型本身偏差的影响58% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/873026API
curl https://kongchang.com/api/v1/knowledge/claims/873026MCP
get_claim(id=873026)