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From Demo to Production: The Guardrails That Make an AI Agent Safe to Ship

From Demo to Production: The Guardrails That Make an AI Agent Safe to Ship Hook: Most "AI agents" you see on the internet are demos. Here's the single most common reason they never reach production — and a small, open-source harness that gets past it. We are past the phase where the hard part of building an AI agent was calling the model.

  • Output quality grading ensures safe shipping of AI agents
  • Human approval gate prevents unsafe actions without consent
  • Model-agnostic providers allow flexibility across multiple models

从 Demo 到生产:那些真正让 AI Agent 敢上线的护栏

从 Demo 到生产:那些真正让 AI Agent 敢上线的护栏 开场钩子: 你在网上看到的多数「AI Agent」都是 demo。它们之所以上不了生产,原因往往 只有一个 —— 而下面这个开源的小脚手架,专门解决它。 我们已经过了「能调通大模型」就算赢的阶段。现在真正难的是那没人讲的 10%: 是什么阻止 Agent 做出伤害性的事? 我在微软跑过一套约 25 个 Agent 的生产平台,现在也帮团队把 Agent 从笔记本推进到真实用户面前。两边的体会是一致的。 一个不太舒服的真相:能调 5 个工具的聊天机器人, 不是产品 。周末项目和你敢放到客户面前的 系统之间,差的只有三件事 —— 而且全都是不酷、不性感的工程: 你怎么给输出质量打分 (质量门)。…

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