Agentic AI的核心不在LLM选型也不在提示词技巧。真正决定一个Agent能否在无人值守的情况下稳定工作的是它背后的系统设计。

本文就总结了构建AI系统时真正绕不开的10个基础概念

1、MCP：通用插件系统

假设你需要Agent读取Gmail、更新Notion、查询数据库。按传统做法，每个服务都要单独写集成代码，解析Gmail的API、搞定Notion的鉴权、再写一套SQL连接逻辑。三个系统，三套代码，三份维护成本。

MCP（Model Context Protocol）用一种统一协议解决了这个问题。可以把它理解成AI世界的USB-C：不管连什么设备，接口只有一个。

你部署若干MCP服务器，每个服务器对外暴露工具，并附带清晰的功能描述和输入参数说明。Agent连上服务器后自动发现可用工具。

举个例子：某个MCP服务器暴露了send_email函数，描述是"向指定地址发送带主题和正文的邮件"。Agent把它列入工具清单。用户说"把报告发给xxx"，Agent就带着正确参数调用这个函数。第二天你加了个search_github服务器，Agent自动发现、自动使用。不需要改任何代码。

2、推理循环：思考、行动、观察、重复

多数开发者把LLM当函数用，输入问题输出答案然后就结束了。但现实中的任务不是一锤子买卖，需要根据中间结果不断调整策略。

推理循环才是Agent真正解题的方式。

Agent先想该做什么，然后执行，再观察结果，接着重新评估：刚才的做法管用吗？下一步试什么？如此往复，直到任务完成。

比如你让Agent查竞争对手的定价。它先想到去看对方官网，结果拿到一个404。它注意到页面不存在，于是换个思路，转去主页找入口。从主页定位到定价链接，点进去，提取数据。每一步都建立在上一步的反馈之上。第一条路走不通，Agent没有直接报错退出，而是自己绕了过去。

3、记忆：短期与长期上下文

短期记忆负责维持当前会话的上下文。用户提到"之前说的那个文档"，Agent能回溯对话找到具体是哪份。长期记忆则跨越会话边界，持久化存储用户偏好、历史决策、习得的信息。有了长期记忆，Agent会让人觉得"它记得我"，而不是每次都像跟陌生人打交道。

来看一个场景：用户说过"我习惯把会开在上午10点之前"。这条偏好被写入长期记忆，关联到用户ID。一周后用户说"帮我跟Sarah约个会"，Agent检索记忆，发现早会偏好，直接推荐上午9点的空档，而不是随机塞一个下午的时间。没有记忆系统的话用户每次都得重复说明自己的习惯。烦。

4、护栏：执行前的安全校验

Agent准备删文件，LLM非常确定这就是用户的意思。可万一判断错了呢？万一它删的是生产库而不是测试数据呢？

护栏就是在操作真正执行前跑的一道验证。检查权限、校验参数合理性、扫描输出里有没有敏感信息。本质上是一层安全网，在错误造成实际损害之前把它拦下来。

用户说"清理一下旧的测试数据"。Agent理解成删50,000条数据库记录。护栏介入：这个用户有删除权限吗？"旧测试数据"对应5万条记录，合理吗？系统把这标记为可疑操作，弹出确认。一问才知道，用户说的是50条，不是50,000条。一场事故就这么被挡住了。

5、工具发现：运行时自动获取新能力

把工具列表硬编码进Agent，下个月加了Jira集成，就得改代码、重新部署、全量回归测试。脆弱并且不可扩展。

工具发现的思路完全不同：工具自带描述文档，Agent在运行时读取这些描述，自动学会怎么调用。

假设你在生产环境部署了一个新的日历MCP服务器，暴露了create_event和list_events两个函数，附带功能说明。下次有人说"帮我约个团队会议"，Agent在可用工具列表里看到日历相关的接口，读一下描述就知道怎么用了。Agent代码完全没动。新能力是它自己"发现"的。

6、错误恢复：体面地失败

API会超时，服务会宕机，用户会给模棱两可的指令，Agent一定会撞上错误。关键在于它是直接挂掉，还是能聪明地处理。

错误恢复的核心是分类和应对。网络超时？重试。信息缺失？反问用户。鉴权失败？写日志，给出明确的错误说明。

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https://github.com/jojemaco/yu/issues/4412
https://github.com/jojemaco/yu/issues/4411
https://github.com/jojemaco/yu/issues/4410
https://github.com/jojemaco/yu/issues/4409
https://github.com/jojemaco/yu/issues/4408
https://github.com/jojemaco/yu/issues/4407
https://github.com/jojemaco/yu/issues/4406
https://github.com/jojemaco/yu/issues/4405
https://github.com/jojemaco/yu/issues/4404
https://github.com/jojemaco/yu/issues/4403
https://github.com/jojemaco/yu/issues/4402
https://github.com/jojemaco/yu/issues/4401
https://github.com/jojemaco/yu/issues/4400
https://github.com/jojemaco/yu/issues/4399
https://github.com/jojemaco/yu/issues/4398
https://github.com/jojemaco/yu/issues/4397
https://github.com/jojemaco/yu/issues/4396
https://github.com/jojemaco/yu/issues/4395
https://github.com/jojemaco/yu/issues/4394
https://github.com/jojemaco/yu/issues/4393
https://github.com/jojemaco/yu/issues/4392
https://github.com/jojemaco/yu/issues/4391
https://github.com/jojemaco/yu/issues/4390
https://github.com/jojemaco/yu/issues/4389
https://github.com/jojemaco/yu/issues/4388
https://github.com/jojemaco/yu/issues/4387
https://github.com/jojemaco/yu/issues/4386
https://github.com/jojemaco/yu/issues/4385
https://github.com/jojemaco/yu/issues/4384
https://github.com/jojemaco/yu/issues/4383
https://github.com/jojemaco/yu/issues/4382
https://github.com/jojemaco/yu/issues/4381
https://github.com/jojemaco/yu/issues/4380
https://github.com/jojemaco/yu/issues/4379
https://github.com/jojemaco/yu/issues/4378
https://github.com/jojemaco/yu/issues/4377
https://github.com/jojemaco/yu/issues/4376
https://github.com/jojemaco/yu/issues/4375
https://github.com/jojemaco/yu/issues/4374
https://github.com/jojemaco/yu/issues/4373
https://github.com/jojemaco/yu/issues/4372
https://github.com/jojemaco/yu/issues/4371
https://github.com/jojemaco/yu/issues/4370
https://github.com/jojemaco/yu/issues/4369
https://github.com/jojemaco/yu/issues/4368
https://github.com/jojemaco/yu/issues/4367
https://github.com/jojemaco/yu/issues/4366
https://github.com/jojemaco/yu/issues/4365
https://github.com/jojemaco/yu/issues/4364
https://github.com/jojemaco/yu/issues/4363
https://github.com/jojemaco/yu/issues/4362
https://github.com/jojemaco/yu/issues/4361
https://github.com/jojemaco/yu/issues/4360
https://github.com/jojemaco/yu/issues/4359
https://github.com/jojemaco/yu/issues/4358
https://github.com/jojemaco/yu/issues/4357
https://github.com/jojemaco/yu/issues/4356
https://github.com/jojemaco/yu/issues/4355
https://github.com/jojemaco/yu/issues/4354
https://github.com/jojemaco/yu/issues/4353
https://github.com/jojemaco/yu/issues/4352
https://github.com/jojemaco/yu/issues/4351
https://github.com/jojemaco/yu/issues/4350
https://github.com/jojemaco/yu/issues/4349
https://github.com/jojemaco/yu/issues/4348
https://github.com/jojemaco/yu/issues/4347
https://github.com/jojemaco/yu/issues/4346
https://github.com/jojemaco/yu/issues/4345
https://github.com/jojemaco/yu/issues/4344
https://github.com/jojemaco/yu/issues/4343
https://github.com/jojemaco/yu/issues/4342
https://github.com/jojemaco/yu/issues/4341
https://github.com/jojemaco/yu/issues/4340
https://github.com/jojemaco/yu/issues/4339
https://github.com/jojemaco/yu/issues/4338
https://github.com/jojemaco/yu/issues/4337
https://github.com/jojemaco/yu/issues/4336
https://github.com/jojemaco/yu/issues/4335
https://github.com/jojemaco/yu/issues/4334
https://github.com/jojemaco/yu/issues/4333
https://github.com/jojemaco/yu/issues/4332
https://github.com/jojemaco/yu/issues/4331
https://github.com/jojemaco/yu/issues/4330
https://github.com/jojemaco/yu/issues/4329
https://github.com/jojemaco/yu/issues/4328
https://github.com/jojemaco/yu/issues/4327
https://github.com/jojemaco/yu/issues/4326
https://github.com/jojemaco/yu/issues/4325
https://github.com/jojemaco/yu/issues/4324
https://github.com/jojemaco/yu/issues/4323
https://github.com/jojemaco/yu/issues/4322
https://github.com/jojemaco/yu/issues/4321
https://github.com/jojemaco/yu/issues/4320
https://github.com/jojemaco/yu/issues/4319
https://github.com/jojemaco/yu/issues/4318
https://github.com/jojemaco/yu/issues/4317
https://github.com/jojemaco/yu/issues/4316
https://github.com/jojemaco/yu/issues/4315
https://github.com/jojemaco/yu/issues/4314
https://github.com/jojemaco/yu/issues/4313
https://github.com/jojemaco/yu/issues/4312
https://github.com/jojemaco/yu/issues/4311
https://github.com/jojemaco/yu/issues/4310
https://github.com/jojemaco/yu/issues/4309
https://github.com/jojemaco/yu/issues/4308
https://github.com/jojemaco/yu/issues/4307
https://github.com/jojemaco/yu/issues/4306
https://github.com/jojemaco/yu/issues/4305
https://github.com/jojemaco/yu/issues/4304
https://github.com/jojemaco/yu/issues/4303
https://github.com/jojemaco/yu/issues/4302
https://github.com/jojemaco/yu/issues/4301
https://github.com/jojemaco/yu/issues/4300
https://github.com/ebobasina/e/issues/808
https://github.com/ebobasina/e/issues/807
https://github.com/ebobasina/e/issues/806
https://github.com/ebobasina/e/issues/805
https://github.com/ebobasina/e/issues/804
https://github.com/ebobasina/e/issues/803
https://github.com/ebobasina/e/issues/802
https://github.com/ebobasina/e/issues/801
https://github.com/ebobasina/e/issues/800
https://github.com/ejunomoju/w/issues/786
https://github.com/ejunomoju/w/issues/785
https://github.com/ejunomoju/w/issues/784
https://github.com/ejunomoju/w/issues/783
https://github.com/ejunomoju/w/issues/782
https://github.com/ejunomoju/w/issues/781
https://github.com/ejunomoju/w/issues/780
https://github.com/ejunomoju/w/issues/779
https://github.com/ejunomoju/w/issues/778
https://github.com/ejunomoju/w/issues/777
https://github.com/ejunomoju/w/issues/776
https://github.com/ejunomoju/w/issues/775
https://github.com/ejunomoju/w/issues/774
https://github.com/ejunomoju/w/issues/773
https://github.com/ejunomoju/w/issues/772
https://github.com/ejunomoju/w/issues/771
https://github.com/ejunomoju/w/issues/770
https://github.com/ejunomoju/w/issues/769
https://github.com/ejunomoju/w/issues/768
https://github.com/ejunomoju/w/issues/767
https://github.com/ejunomoju/w/issues/766
https://github.com/ejunomoju/w/issues/765
https://github.com/ejunomoju/w/issues/764
https://github.com/ejunomoju/w/issues/763
https://github.com/ejunomoju/w/issues/762
https://github.com/ejunomoju/w/issues/761
https://github.com/ejunomoju/w/issues/760
https://github.com/ejunomoju/w/issues/759
https://github.com/ejunomoju/w/issues/758
https://github.com/ejunomoju/w/issues/757
https://github.com/ejunomoju/w/issues/756
https://github.com/ejunomoju/w/issues/755
https://github.com/ejunomoju/w/issues/754
https://github.com/ejunomoju/w/issues/753
https://github.com/ejunomoju/w/issues/752
https://github.com/ejunomoju/w/issues/751
https://github.com/ejunomoju/w/issues/750
https://github.com/ejunomoju/w/issues/749
https://github.com/ejunomoju/w/issues/748
https://github.com/ejunomoju/w/issues/747
https://github.com/ejunomoju/w/issues/746
https://github.com/ejunomoju/w/issues/745
https://github.com/ejunomoju/w/issues/744
https://github.com/ejunomoju/w/issues/743
https://github.com/ejunomoju/w/issues/742
https://github.com/ejunomoju/w/issues/741
https://github.com/ejunomoju/w/issues/740
https://github.com/ejunomoju/w/issues/739
https://github.com/ejunomoju/w/issues/738
https://github.com/ejunomoju/w/issues/737
https://github.com/ejunomoju/w/issues/736
https://github.com/ejunomoju/w/issues/735
https://github.com/ejunomoju/w/issues/734
https://github.com/ejunomoju/w/issues/733
https://github.com/ejunomoju/w/issues/732
https://github.com/ejunomoju/w/issues/731
https://github.com/ejunomoju/w/issues/730
https://github.com/ejunomoju/w/issues/729
https://github.com/ejunomoju/w/issues/728
https://github.com/ejunomoju/w/issues/727
https://github.com/ejunomoju/w/issues/726
https://github.com/ejunomoju/w/issues/725
https://github.com/ejunomoju/w/issues/724
https://github.com/ejunomoju/w/issues/723
https://github.com/ejunomoju/w/issues/722
https://github.com/ejunomoju/w/issues/721
https://github.com/ejunomoju/w/issues/720
https://github.com/ejunomoju/w/issues/719
https://github.com/ejunomoju/w/issues/718
https://github.com/ejunomoju/w/issues/717
https://github.com/ejunomoju/w/issues/716
https://github.com/ejunomoju/w/issues/715
https://github.com/ejunomoju/w/issues/714
https://github.com/ejunomoju/w/issues/713
https://github.com/ejunomoju/w/issues/712
https://github.com/ejunomoju/w/issues/711
https://github.com/ejunomoju/w/issues/710
https://github.com/ejunomoju/w/issues/709
https://github.com/ejunomoju/w/issues/708
https://github.com/ejunomoju/w/issues/707
https://github.com/ejunomoju/w/issues/706
https://github.com/ejunomoju/w/issues/705
https://github.com/ejunomoju/w/issues/704
https://github.com/ejunomoju/w/issues/703
https://github.com/ejunomoju/w/issues/702
https://github.com/ejunomoju/w/issues/701
https://github.com/ejunomoju/w/issues/700
https://github.com/ejunomoju/w/issues/699
https://github.com/ejunomoju/w/issues/698
https://github.com/ejunomoju/w/issues/697
https://github.com/ejunomoju/w/issues/696
https://github.com/ejunomoju/w/issues/695
https://github.com/ejunomoju/w/issues/694
https://github.com/ejunomoju/w/issues/693
https://github.com/ejunomoju/w/issues/692
https://github.com/ejunomoju/w/issues/691
 

Agent试着发一封邮件，SMTP服务器超时了。它没崩等2秒重试，还是不行，等4秒再试，第三次通了。用户全程毫无感知。换一种情况：超时一直没好。三次重试都失败后，Agent告诉用户——"邮件服务暂时挂了，草稿已保存，10分钟后自动重发。"出了什么问题、接下来怎么办，交代得清清楚楚。