Vercel AI SDK | FishMem Docs

npm install ai @fishmem/sdk

在服务端创建一个客户端：

import { FishMem } from "@fishmem/sdk";
export const fishmem = new FishMem({ apiKey: process.env.FISHMEM_API_KEY! });

调用模型前，用当前用户作用域搜索并格式化小型上下文区块：

const { results } = await fishmem.memories.search({ query: latestUserMessage, user_id: userId, top_k: 5 });
const memoryContext = results.map((item) => `- ${item.memory}`).join("\n");

把该区块加入系统上下文。回合结束后，只保存持久偏好、约束、决策或事实：

await fishmem.memories.add({
  content: "Alex wants TypeScript examples with no framework fallback.",
  infer: false,
  user_id: userId,
  metadata: { source: "assistant-turn" },
});

不要自动发送完整对话。应用或智能体应先判断哪些内容值得长期保存，再提交可独立理解的记忆。