Unverified50% confidenceTradeoffExact time
In 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.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
9/3/2026
First Seen
Valid until: 12/2/2026
Sources
Related Entities
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Unverified团队在项目期间经历四五次模型迭代，每次都发现模型能力越强从验证循环中获得的收益越大，对验证循环的需求是更持久的底层规律74% 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.68% similarUnverifiedLoop Engineering引入自动化反馈循环，形成生成→验证→修正的闭环，其前提是项目必须有完善的测试覆盖和明确的验收标准67% similarUnverifiedReliable token consumption comparison tests typically require fixing the random seed, repeating multiple times and averaging, setting temperature to 0 for deterministic output, and recording complete request-response metadata67% similar
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