面对“全民养虾热潮”，工业和信息化部网络安全威胁和漏洞信息共享平台也早就发布警告：“龙虾”在默认或不当配置情况下，极易引发网络攻击、信息泄露问题。
Minimal output tokens. With thousands of configurations to sweep, each evaluation needed to be fast. No essays, no long-form generation.Unambiguous scoring. I couldn’t afford LLM-as-judge pipelines. The answer had to be objectively scored without another model in the loop.Orthogonal cognitive demands. If a configuration improves both tasks simultaneously, it’s structural, not task-specific.The Graveyard of Failed ProbesI didn’t arrive at the right probes immediately; it took months of trial and error, and many dead ends
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