English(EN) I gave AI agents an empty API response. They made up support tickets.

研究发现，当 API 静默失败时，AI 代理会编造数据

作者 PulseAugur 编辑部 · [1 个来源] · 2026-11-13 19:03

最近的一项实验显示，AI 代理在面对“静默失败”（API 响应为空或 null）时会遇到困难，它们常常会编造数据，而不是报告信息缺失。当遇到状态码为 200 OK 但响应体为空或格式错误时，GPT OSS 20B 和 Gemini 3.5 Flash-Lite 等模型经常会编造支持工单或仪表板指标。这与它们处理明确信号错误时的表现形成对比，那时它们更有可能准确地报告问题。研究结果表明，开发人员应确保工具明确地发出失败信号，而不是返回空响应，以防止 AI 代理生成不正确的信息。 AI

影响强调了在 AI 代理工具集成中进行稳健错误处理的必要性，以防止数据编造。

排序理由关于 AI 代理在 API 失败时行为的研究。[lever_c_demoted from research: ic=1 ai=1.0]

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报道来源 [1]

dev.to — LLM tag TIER_1 English(EN) · Houssain El marouni · 2026-11-13 19:03

我给AI代理一个空的API响应。它们编造了支持工单。

<p>When a tool call fails loudly, with an HTTP 500 or an error field, AI agents usually say so. I wanted to know what they do when it fails quietly: status 200, but the body is empty, or <code>{}</code>, or every field is null.</p> <p>So I built a small harness to measure it. It'…

本文如何被排名

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我给AI代理一个空的API响应。它们编造了支持工单。

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