从零开始：用 Python 和 Gemini 3 四步搭建你自己的 AI Agent
很多人第一次看到 AI Agent 自己编辑文件、跑代码、修 bug，还能一直运行下去的时候,都觉得挺神奇。其实远没有想象中那么复杂。这里没什么秘密算法,也没有什么"智能体大脑"这种玄学概念。
AI Agent 核心就三件事：循环 + LLM + 工具函数。
如果你会写个
while True 循环？那基本就算成功一半了。
这篇文章会完整展示怎么用 Gemini 3 搭一个真正能用的 Agent：从最基础的 API 调用,到一个能读写文件、理解需求的命令行助手。
Agent 到底是什么传统程序就是流程图那一套：步骤 A → 步骤 B → 步骤 C → 结束。
而 Agent 不一样,它会根据当前状况决定下一步干什么。可以理解成围绕 LLM 搭的一个小系统,比如说：
规划任务执行操作根据结果调整循环往复直到搞定所以不是写死的脚本,更像是个会思考的循环。
不管多复杂的 Agent,都逃不开这四个部分：
1、模型 负责思考
这里用的是 Gemini 3 Pro。它可以分析用户需求,决定接下来该做什么。
2、工具 负责执行
就是一堆函数：读文件、列目录、发邮件、调 API...想加什么加什么。
3、上下文工作记忆
模型当前能看到的所有信息，怎么管理这块内容,业内叫 Context Engineering。
4、循环 运转机制
观察 → 思考 → 行动 → 重复,一直到任务完成。
就这么四块,没别的了。
循环的运行逻辑几乎所有 Agent 都是这个流程：
先把可用的工具描述给模型看,然后把用户请求和工具定义一起发给模型。模型会做决策：要么直接回复,要么调用某个工具并传参数。
但是你要写代码负责在 Python 里执行这个工具。
执行完把结果喂回给 Gemini。
模型拿到新信息后继续判断下一步。
就这样循环,直到模型觉得任务完成了。
下面我们开始写：
第一步：基础聊天机器人
先写个 Gemini 3 API 的简单封装 ，其实就是个能记住对话的类。
from google import genai
from google.genai import types
class Agent:
def init(self, model: str):
self.model = model
self.client = genai.Client()
self.contents = []
agent = Agent(model="gemini-3-pro-preview")
response1 = agent.run(
"Hello, what are the top 3 cities in Germany to visit? Only return the names."
)
print(response1.text)上面代码能跑,但是就是个聊天机器人。它啥也干不了,因为没有"手"。
第二步：加入工具函数
工具其实就是 Python 函数 + 一段 JSON schema 描述。描述是给 Gemini 看的,让它知道这个函数能干啥。
这里加三个简单的：
read_file - 读文件 write_file - 写文件 list_dir - 列目录先写定义：
read_file_definition = {
"name": "read_file",
"description": "Reads a file and returns its contents.",
"parameters": {
"type": "object",
"properties": {
"file_path": {"type": "string"}
},
"required": ["file_path"],
},
}
list_dir_definition = {
"name": "list_dir",
"description": "Lists the files in a directory.",
"parameters": {
"type": "object",
"properties": {
"directory_path": {"type": "string"}
},
"required": ["directory_path"],
},
}
write_file_definition = {
"name": "write_file",
"description": "Writes contents to a file.",
"parameters": {
"type": "object",
"properties": {
"file_path": {"type": "string"},
"contents": {"type": "string"},
},
"required": ["file_path", "contents"],
},
}然后是实际的 Python 实现：
def read_file(file_path: str) -> dict:
with open(file_path, "r") as f:
return f.read()
def write_file(file_path: str, contents: str) -> bool:
with open(file_path, "w") as f:
f.write(contents)
return True
def list_dir(directory_path: str) -> list[str]:
return os.listdir(directory_path)打包一下就搞定了：
file_tools = {
"read_file": {"definition": read_file_definition, "function": read_file},
"write_file": {"definition": write_file_definition, "function": write_file},
"list_dir": {"definition": list_dir_definition, "function": list_dir},
}第三步：真正的 Agent
现在把 Agent 类扩展一下,让它能：
识别工具调用在 Python 里执行对应的函数把结果传回 Gemini 继续循环直到完成 class Agent:
def init(self, model: str, tools: dict,
system_instruction="You are a helpful assistant."):
self.model = model
self.client = genai.Client()
self.contents = []
self.tools = tools
self.system_instruction = system_instruction
这样就可以跑一下试试了：
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agent = Agent(
model="gemini-3-pro-preview",
tools=file_tools,
system_instruction="You are a helpful Coding Assistant. Respond like Linus Torvalds."
)
response = agent.run("Can you list my files in the current directory?")
print(response.text)如果没问题,Gemini 会调工具,拿到结果,然后给出最终回复。
到这一步,一个能用的 Agent 就搭好了。
第四步：包装成命令行工具
最后我们在再套个输入循环就行：
agent = Agent(
model="gemini-3-pro-preview",
tools=file_tools,
system_instruction="You are a helpful Coding Assistant. Respond like Linus Torvalds."
)
print("Agent ready. Type something (or 'exit').")
while True:
user_input = input("You: ")
if user_input.lower() in ['exit', 'quit']:
break
代码很少但是效果已经相当不错了。
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