Unverified50% confidenceOpinionExact time
The main risks of the Loop stage include quality being difficult to guarantee due to poorly designed acceptance criteria, output deviation going out of control due to long-term autonomous looping, and a sharp increase in token consumption.
1
Sources
50%
Confidence
Long-term
Relevance
9/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedLoop Engineering在无人监管下存在成本失控和质量失控两大风险,其中质量失控更隐蔽且不可见77% similarUnverifiedModel fine-tuning faces challenges such as high costs, slow updates, and the risk of catastrophic forgetting.75% similarUnverified将循环检测与成本预测绑定,因为失控的循环往往是成本失控的直接原因73% similarUnverified发布节奏过快可能牺牲产品在安全对齐、幻觉控制、偏见处理等方面的稳定性与安全性,尤其在医疗、法律、金融等高风险场景中后果严重72% similarUnverifiedDynamic thresholds create interpretability challenges because the criteria for determining each transaction differ, making it more complex to explain the reasons for blocking to regulators and users.71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/911194API
curl https://kongchang.com/api/v1/knowledge/claims/911194MCP
get_claim(id=911194)