定义失败边界
先写下模型不能做什么、做错会怎样、什么时候必须交给人处理。
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Recent research notes
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Deployment playbook
A practical launch checklist
固定输入输出契约
能结构化就结构化，能验证就验证，让系统少依赖“看起来像对”。
建立小型评测集
先覆盖最常见的 30 到 100 个真实请求，再逐步扩充边界场景。
记录可追踪链路
保留输入、检索、工具调用、模型输出和人工修正，方便复盘。
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SJKF Research Notes 是一个独立维护的静态技术笔记站，关注小团队如何把 AI 能力接入真实工作流。 站点不加载第三方分析脚本，不要求登录，也不运行后端服务。文章内容直接发布为静态资源，便于长期归档。
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Articles are provided for general technical reference. They are not professional, legal, financial, or security advice. References may be updated as tools and models change.