loop-detection

GuardrailX 的联合创始人分享如何通过在代理框架与 LLM 供应商之间加入代理网关，实现自动循环检测、语义路由和 LLM-as-a-Judge 质量评估，并展示了 3,500+ 条生产请求日志中约 54% 的成本削减数据。

This post discusses common challenges with unattended AI agents, such as looping, overspending, and incorrect task completion, and asks how practitioners handle issues like verification, stall detection, and hard limits in production.

A prototype extension for llama-server enabling custom sampling logic, with an example loop detector, without maintaining a separate fork.