ZipAgent \u662f\u4e00\u4e2a\u73b0\u4ee3\u5316\u7684 Python AI Agent \u6846\u67b6\uff0c\u5b83\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u7b80\u6d01\u3001\u9ad8\u6548\u548c\u6613\u4e8e\u6269\u5c55\u7684\u5f00\u53d1\u4f53\u9a8c\u3002 \u8be5\u6846\u67b6\u7684\u6838\u5fc3\u8bbe\u8ba1\u601d\u60f3\u662f\u201c\u8f7b\u91cf\u201d\uff0c\u4ec5\u7528\u5927\u7ea6700\u884c\u6838\u5fc3\u4ee3\u7801\u5c31\u5b9e\u73b0\u4e86\u4e00\u4e2a\u529f\u80fd\u5b8c\u6574\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5305\u62ec Agent \u5f15\u64ce\u3001\u5de5\u5177\u7cfb\u7edf\u548c\u5bf9\u8bdd\u7ba1\u7406\u3002 \u8fd9\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u77ed\u77ed5\u5206\u949f\u5185\u5feb\u901f\u4e0a\u624b\uff0c\u5e76\u5f00\u59cb\u6784\u5efa\u81ea\u5df1\u4e13\u5c5e\u7684 AI \u52a9\u624b\u3002 ZipAgent \u57fa\u4e8e Python 3.10+ \u7248\u672c\uff0c\u652f\u6301\u5f02\u6b65\u7f16\u7a0b\uff0c\u5e76\u63d0\u4f9b\u4e86\u5305\u62ec\u6d41\u5f0f\u8f93\u51fa\u3001\u4e0a\u4e0b\u6587\u81ea\u52a8\u7ba1\u7406\u3001\u4ee5\u53ca\u5bf9\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MCP\uff09\u7684\u539f\u751f\u652f\u6301\u7b49\u73b0\u4ee3\u5316\u529f\u80fd\u3002 \u9879\u76ee\u62e5\u6709\u8d85\u8fc7120\u4e2a\u6d4b\u8bd5\u7528\u4f8b\uff0c\u4fdd\u8bc1\u4e86\u4ee3\u7801\u7684\u9ad8\u8d28\u91cf\u548c\u7a33\u5b9a\u6027\uff0c\u9002\u5408\u7528\u4e8e\u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u3001\u667a\u80fd\u52a9\u624b\u3001\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u7b49\u591a\u79cd\u5e94\u7528\u573a\u666f\u3002<\/p>\n
@function_tool<\/code>\u00a0\u88c5\u9970\u5668\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u666e\u901a Python \u51fd\u6570\u8f6c\u6362\u4e3a AI Agent \u53ef\u8c03\u7528\u7684\u5de5\u5177\uff0c\u4ece\u800c\u6269\u5c55\u5176\u80fd\u529b\u3002<\/li>\n- \u6d41\u5f0f\u8f93\u51fa<\/strong>: \u5168\u9762\u652f\u6301\u6d41\u5f0f\u54cd\u5e94\u5904\u7406\uff0c\u80fd\u591f\u5b9e\u73b0\u7c7b\u4f3c\u6253\u5b57\u673a\u6548\u679c\u7684\u5b9e\u65f6\u4ea4\u4e92\u4f53\u9a8c\uff0c\u63d0\u5347\u4e86\u7528\u6237\u611f\u53d7\u3002<\/li>\n
- \u4e0a\u4e0b\u6587\u7ba1\u7406<\/strong>: \u80fd\u591f\u81ea\u52a8\u7ba1\u7406\u548c\u7ef4\u62a4\u591a\u8f6e\u5bf9\u8bdd\u7684\u5386\u53f2\u8bb0\u5f55\u4e0e\u72b6\u6001\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u624b\u52a8\u5904\u7406\u590d\u6742\u7684\u5bf9\u8bdd\u903b\u8f91\u3002<\/li>\n
- MCP \u96c6\u6210<\/strong>: \u539f\u751f\u652f\u6301\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08Model Context Protocol\uff09\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u4e0e\u5916\u90e8\u5de5\u5177\uff08\u5982\u9ad8\u5fb7\u5730\u56fe\u7b49\uff09\u8fdb\u884c\u96c6\u6210\u3002<\/li>\n
- \u73b0\u4ee3\u5316\u67b6\u6784<\/strong>: \u9879\u76ee\u57fa\u4e8e Python 3.10+\uff0c\u5168\u9762\u62e5\u62b1\u5f02\u6b65\u7f16\u7a0b\uff0c\u4fdd\u8bc1\u4e86\u9ad8\u6027\u80fd\u548c\u9ad8\u5e76\u53d1\u5904\u7406\u80fd\u529b\u3002<\/li>\n
- \u9ad8\u8d28\u91cf\u4ee3\u7801<\/strong>: \u9879\u76ee\u5305\u542b\u8d85\u8fc7120\u4e2a\u6d4b\u8bd5\u7528\u4f8b\uff0c\u4ee3\u7801\u8986\u76d6\u7387\u8fbe\u523078%\uff0c\u786e\u4fdd\u4e86\u6846\u67b6\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n
\u4f7f\u7528\u5e2e\u52a9<\/h2>\n
ZipAgent \u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u8ba9\u5f00\u53d1\u8005\u80fd\u591f\u5feb\u901f\u4e0a\u624b\uff0c\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5176\u5b89\u88c5\u548c\u4f7f\u7528\u6d41\u7a0b\u3002<\/p>\n
1. \u73af\u5883\u51c6\u5907\u4e0e\u5b89\u88c5<\/strong><\/h3>\n\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u4f60\u7684\u5f00\u53d1\u73af\u5883\u4e2d\u5df2\u7ecf\u5b89\u88c5\u4e86 Python 3.10 \u6216\u66f4\u9ad8\u7248\u672c\u3002<\/p>\n
\u7136\u540e\uff0c\u901a\u8fc7\u00a0pip<\/code>\u00a0\u547d\u4ee4\u5373\u53ef\u5b8c\u6210 ZipAgent \u7684\u5b89\u88c5\uff1a<\/p>\npip install zipagent\r\n<\/code><\/pre>\n2. 5\u5206\u949f\u5feb\u901f\u4e0a\u624b<\/strong><\/h3>\n\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u4f60\u53ea\u9700\u8981\u4e09\u4e2a\u6b65\u9aa4\u5c31\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u53ef\u4ee5\u5bf9\u8bdd\u7684 AI \u52a9\u624b\u3002<\/p>\n
\u6b65\u9aa4\u4e00\uff1a\u5b9a\u4e49\u5de5\u5177<\/strong>
\n\u5de5\u5177\u662f Agent \u53ef\u4ee5\u4f7f\u7528\u7684\u80fd\u529b\u3002ZipAgent \u4f7f\u7528\u4e00\u4e2a\u7b80\u5355\u7684\u88c5\u9970\u5668\u00a0@function_tool<\/code>\u00a0\u5c31\u53ef\u4ee5\u5c06\u4efb\u4f55 Python \u51fd\u6570\u53d8\u6210\u4e00\u4e2a\u5de5\u5177\u3002<\/p>\n\u4f8b\u5982\uff0c\u6211\u4eec\u5b9a\u4e49\u4e00\u4e2a\u8ba1\u7b97\u6570\u5b66\u8868\u8fbe\u5f0f\u7684\u5de5\u5177\uff1a<\/p>\n
from zipagent import function_tool\r\n@function_tool\r\ndef calculate(expression: str) -> str:\r\n\"\"\"\u8fd9\u4e2a\u5de5\u5177\u7528\u4e8e\u8ba1\u7b97\u4e00\u4e2a\u6570\u5b66\u8868\u8fbe\u5f0f\u7684\u503c\u3002\"\"\"\r\n# \u6ce8\u610f\uff1aeval\u51fd\u6570\u6709\u5b89\u5168\u98ce\u9669\uff0c\u8fd9\u91cc\u4ec5\u4e3a\u6f14\u793a\u76ee\u7684\r\nreturn str(eval(expression))\r\n<\/code><\/pre>\n\u51fd\u6570\u4e2d\u7684\u6587\u6863\u5b57\u7b26\u4e32\uff08docstring\uff09\u975e\u5e38\u91cd\u8981\uff0cAgent\u4f1a\u6839\u636e\u8fd9\u4e2a\u63cf\u8ff0\u6765\u5224\u65ad\u4f55\u65f6\u5e94\u8be5\u4f7f\u7528\u8be5\u5de5\u5177\u3002<\/p>\n
\u6b65\u9aa4\u4e8c\uff1a\u521b\u5efa Agent<\/strong>
\n\u63a5\u4e0b\u6765\uff0c\u521b\u5efa\u4e00\u4e2a Agent \u5b9e\u4f8b\uff0c\u5e76\u544a\u8bc9\u5b83\u5b83\u7684\u8eab\u4efd\u3001\u4efb\u52a1\u6307\u4ee4\u4ee5\u53ca\u5b83\u80fd\u4f7f\u7528\u7684\u5de5\u5177\u3002<\/p>\nfrom zipagent import Agent\r\nagent = Agent(\r\nname=\"MathAssistant\",\r\ninstructions=\"\u4f60\u662f\u4e00\u4e2a\u975e\u5e38\u5389\u5bb3\u7684\u6570\u5b66\u52a9\u624b\uff0c\u4f60\u9700\u8981\u4f7f\u7528\u5de5\u5177\u6765\u56de\u7b54\u7528\u6237\u7684\u6570\u5b66\u95ee\u9898\u3002\",\r\ntools=[calculate] # \u5c06\u521a\u624d\u5b9a\u4e49\u7684\u5de5\u5177\u5217\u8868\u4f20\u7ed9Agent\r\n)\r\n<\/code><\/pre>\n\u6b65\u9aa4\u4e09\uff1a\u8fd0\u884c Agent \u5e76\u5f00\u59cb\u5bf9\u8bdd<\/strong>
\n\u6700\u540e\uff0c\u4f7f\u7528\u00a0Runner<\/code>\u00a0\u6765\u6267\u884c Agent \u5e76\u83b7\u53d6\u7ed3\u679c\u3002<\/p>\nfrom zipagent import Runner\r\n# \u5411Agent\u63d0\u95ee\r\nresult = Runner.run(agent, \"\u8bf7\u5e2e\u6211\u8ba1\u7b97\u4e00\u4e0b (100 + 200) * 3 \u7b49\u4e8e\u591a\u5c11\uff1f\")\r\n# \u6253\u5370Agent\u7684\u56de\u7b54\r\nprint(result.content)\r\n<\/code><\/pre>\n\u8fd0\u884c\u540e\uff0c\u4f60\u5c06\u770b\u5230\u8f93\u51fa\u7ed3\u679c\uff1a<\/p>\n
(100 + 200) * 3 \u7684\u8ba1\u7b97\u7ed3\u679c\u662f900\r\n<\/code><\/pre>\n\u81f3\u6b64\uff0c\u4e00\u4e2a\u7b80\u5355\u7684 AI Agent \u5c31\u6784\u5efa\u5b8c\u6210\u4e86\u3002<\/p>\n
3. \u6838\u5fc3\u529f\u80fd\u64cd\u4f5c<\/strong><\/h3>\nA. \u5b9e\u73b0\u6d41\u5f0f\u8f93\u51fa\uff08\u6253\u5b57\u673a\u6548\u679c\uff09<\/strong><\/p>\n\u4e3a\u4e86\u63d0\u5347\u4ea4\u4e92\u4f53\u9a8c\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u00a0run_stream<\/code>\u00a0\u65b9\u6cd5\u6765\u83b7\u53d6\u5b9e\u65f6\u7684\u6d41\u5f0f\u54cd\u5e94\u3002<\/p>\nfrom zipagent import Runner, StreamEventType\r\n# \u4f7f\u7528run_stream\u65b9\u6cd5\r\nstream = Runner.run_stream(agent, \"\u7b80\u5355\u89e3\u91ca\u4e00\u4e0b\u4ec0\u4e48\u662f\u4eba\u5de5\u667a\u80fd\uff1f\")\r\n# \u904d\u5386\u4e8b\u4ef6\u6d41\r\nfor event in stream:\r\nif event.type == StreamEventType.ANSWER_DELTA:\r\n# ANSWER_DELTA\u4e8b\u4ef6\u8868\u793a\u6a21\u578b\u6b63\u5728\u751f\u6210\u56de\u7b54\u5185\u5bb9\r\nprint(event.content, end=\"\", flush=True)\r\nelif event.type == StreamEventType.TOOL_CALL:\r\n# TOOL_CALL\u4e8b\u4ef6\u8868\u793aAgent\u6b63\u5728\u8c03\u7528\u5de5\u5177\r\nprint(f\"\\n\ud83d\udd27 \u6b63\u5728\u8c03\u7528\u5de5\u5177: {event.tool_name}...\")\r\n<\/code><\/pre>\n\u8fd9\u6bb5\u4ee3\u7801\u4f1a\u9010\u5b57\u6253\u5370\u51fa\u6a21\u578b\u7684\u56de\u7b54\uff0c\u5f53 Agent \u8c03\u7528\u5de5\u5177\u65f6\uff0c\u4e5f\u4f1a\u6709\u76f8\u5e94\u7684\u63d0\u793a\u3002<\/p>\n
B. \u7ba1\u7406\u591a\u8f6e\u5bf9\u8bdd\u4e0a\u4e0b\u6587<\/strong><\/p>\n\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7528\u6237\u901a\u5e38\u4f1a\u548c Agent \u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd\u3002ZipAgent \u901a\u8fc7\u00a0Context<\/code>\u00a0\u5bf9\u8c61\u81ea\u52a8\u7ba1\u7406\u5bf9\u8bdd\u5386\u53f2\u3002<\/p>\nfrom zipagent import Context, Runner\r\n# \u521b\u5efa\u4e00\u4e2a\u4e0a\u4e0b\u6587\u5bf9\u8c61\r\ncontext = Context()\r\n# \u7b2c\u4e00\u8f6e\u5bf9\u8bdd\r\nRunner.run(agent, \"\u8bb0\u4f4f\uff0c\u6211\u7684\u540d\u5b57\u53eb\u5c0f\u660e\u3002\", context=context)\r\n# \u7b2c\u4e8c\u8f6e\u5bf9\u8bdd\r\nresult = Runner.run(agent, \"\u73b0\u5728\uff0c\u8bf7\u95ee\u6211\u53eb\u4ec0\u4e48\u540d\u5b57\uff1f\", context=context)\r\nprint(result.content) # \u8f93\u51fa: \"\u4f60\u53eb\u5c0f\u660e\"\r\n# \u4f60\u8fd8\u53ef\u4ee5\u67e5\u770b\u5bf9\u8bdd\u7684\u7edf\u8ba1\u4fe1\u606f\r\nprint(f\"\u5f53\u524d\u5bf9\u8bdd\u8f6e\u6570: {context.turn_count}\")\r\nprint(f\"\u7d2f\u8ba1\u4f7f\u7528\u7684Token\u6570\u91cf: {context.usage}\")\r\n<\/code><\/pre>\n\u4f60\u53ea\u9700\u8981\u5c06\u540c\u4e00\u4e2a\u00a0context<\/code>\u00a0\u5bf9\u8c61\u4f20\u5165\u00a0run<\/code>\u00a0\u65b9\u6cd5\uff0cAgent \u5c31\u80fd\u8bb0\u4f4f\u4e4b\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\u3002<\/p>\nC. \u96c6\u6210\u5916\u90e8\u5de5\u5177\uff08MCP\uff09<\/strong><\/p>\nZipAgent \u652f\u6301\u901a\u8fc7 MCP<\/a> \u534f\u8bae\u8fde\u63a5\u5e76\u4f7f\u7528\u5916\u90e8\u53d1\u5e03\u7684\u5de5\u5177\u670d\u52a1\uff0c\u8fd9\u8ba9\u5de5\u5177\u6269\u5c55\u53d8\u5f97\u975e\u5e38\u7075\u6d3b\u3002<\/p>\nimport asyncio\r\nfrom zipagent import MCPTool, Agent, Runner\r\nasync def main():\r\n# \u5047\u8bbe\u6709\u4e00\u4e2a\u9ad8\u5fb7\u5730\u56fe\u7684MCP\u670d\u52a1\u5728\u8fd0\u884c\r\n# \u8fd9\u91cc\u4f7f\u7528npx\u542f\u52a8\u4e00\u4e2a\u793a\u4f8b\u670d\u52a1\r\namap_tools = await MCPTool.connect(\r\ncommand=\"npx\",\r\nargs=[\"-y\", \"@amap\/amap-maps-mcp-server\"],\r\nenv={\"AMAP_MAPS_API_KEY\": \"\u586b\u5199\u4f60\u7684\u9ad8\u5fb7API\u5bc6\u94a5\"}\r\n)\r\n# \u5c06MCP\u5de5\u5177\u548c\u672c\u5730\u5de5\u5177\u6df7\u5408\u4f7f\u7528\r\nmap_agent = Agent(\r\nname=\"MapAssistant\",\r\ninstructions=\"\u4f60\u662f\u4e00\u4e2a\u5730\u56fe\u548c\u5929\u6c14\u67e5\u8be2\u52a9\u624b\u3002\",\r\ntools=[amap_tools] # MCP\u5de5\u5177\u7684\u63a5\u53e3\u4e0e\u672c\u5730\u5de5\u5177\u5b8c\u5168\u4e00\u6837\r\n)\r\nresult = Runner.run(map_agent, \"\u67e5\u8be2\u4e00\u4e0b\u4e2d\u56fd\u5317\u4eac\u5e02\u4eca\u5929\u7684\u5929\u6c14\u600e\u4e48\u6837\uff1f\")\r\nprint(result.content)\r\n# \u8fd0\u884c\u5f02\u6b65\u51fd\u6570\r\nasyncio.run(main())```\r\n### **4. \u9ad8\u7ea7\u529f\u80fd**\r\n**A. \u81ea\u5b9a\u4e49\u6a21\u578b\u914d\u7f6e**\r\n\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0cZipAgent \u4f7f\u7528 OpenAI \u7684\u6a21\u578b\u3002\u4f60\u4e5f\u53ef\u4ee5\u8f7b\u677e\u66f4\u6362\u6210\u5176\u4ed6\u6a21\u578b\u6216\u81ea\u5b9a\u4e49\u914d\u7f6e\u3002\r\n```python\r\nfrom zipagent import OpenAIModel\r\n# \u81ea\u5b9a\u4e49\u6a21\u578b\uff0c\u4f8b\u5982\u4f7f\u7528gpt-4\uff0c\u5e76\u6307\u5b9aAPI\u5730\u5740\r\ncustom_model = OpenAIModel(\r\nmodel=\"gpt-4\",\r\napi_key=\"\u4f60\u7684API Key\",\r\nbase_url=\"\u4f60\u7684\u4ee3\u7406API\u5730\u5740\u6216\u5b98\u65b9\u5730\u5740\"\r\n)\r\n# \u5728\u521b\u5efaAgent\u65f6\u4f20\u5165\u81ea\u5b9a\u4e49\u6a21\u578b\r\ncustom_agent = Agent(\r\nname=\"CustomAgent\",\r\ninstructions=\"...\",\r\ntools=[],\r\nmodel=custom_model\r\n)\r\n<\/code><\/pre>\nB. \u5f02\u5e38\u5904\u7406<\/strong>
\n\u5728\u4e0e Agent \u4ea4\u4e92\u65f6\uff0c\u53ef\u80fd\u4f1a\u51fa\u73b0\u5de5\u5177\u6267\u884c\u5931\u8d25\u6216\u5bf9\u8bdd\u9677\u5165\u6b7b\u5faa\u73af\u7b49\u95ee\u9898\u3002ZipAgent \u63d0\u4f9b\u4e86\u660e\u786e\u7684\u5f02\u5e38\u7c7b\u578b\u7528\u4e8e\u5904\u7406\u8fd9\u4e9b\u60c5\u51b5\u3002<\/p>\nfrom zipagent import ToolExecutionError, MaxTurnsError\r\ntry:\r\n# \u8bbe\u5b9a\u6700\u5927\u5bf9\u8bdd\u8f6e\u6570\u4e3a3\uff0c\u9632\u6b62\u65e0\u9650\u5faa\u73af\r\nresult = Runner.run(agent, \"\u8ba1\u7b97 10 \/ 0\", max_turns=3)\r\nexcept ToolExecutionError as e:\r\n# \u6355\u83b7\u5de5\u5177\u6267\u884c\u5931\u8d25\u7684\u5f02\u5e38\r\nprint(f\"\u5de5\u5177 '{e.details['tool_name']}' \u6267\u884c\u5931\u8d25: {e}\")\r\nexcept MaxTurnsError as e:\r\n# \u6355\u83b7\u8d85\u51fa\u6700\u5927\u8f6e\u6b21\u7684\u5f02\u5e38\r\nprint(f\"\u5bf9\u8bdd\u5df2\u8fbe\u5230\u6700\u5927\u8f6e\u6b21 {e.details['max_turns']}\uff0c\u5df2\u81ea\u52a8\u7ec8\u6b62\u3002\")\r\n<\/code><\/pre>\n\u5e94\u7528\u573a\u666f<\/h2>\n\n- \u667a\u80fd\u5ba2\u670d<\/strong>
\n\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u81ea\u52a8\u56de\u7b54\u7528\u6237\u5e38\u89c1\u95ee\u9898\u3001\u67e5\u8be2\u8ba2\u5355\u72b6\u6001\u3001\u5904\u7406\u552e\u540e\u7533\u8bf7\u7684\u667a\u80fd\u5ba2\u670d\u673a\u5668\u4eba\u3002\u901a\u8fc7\u96c6\u6210\u516c\u53f8\u7684\u5185\u90e8API\u4f5c\u4e3a\u5de5\u5177\uff0cAgent\u53ef\u4ee5\u5b8c\u6210\u66f4\u590d\u6742\u7684\u4e1a\u52a1\u64cd\u4f5c\u3002<\/li>\n- \u4ee3\u7801\u5f00\u53d1\u52a9\u624b<\/strong>
\n\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e00\u4e2a\u7f16\u7801\u4f19\u4f34\uff0c\u53ef\u4ee5\u5e2e\u52a9\u751f\u6210\u4ee3\u7801\u7247\u6bb5\u3001\u5ba1\u67e5\u4ee3\u7801\u8d28\u91cf\u3001\u4fee\u590d\u5e38\u89c1\u7684Bug\uff0c\u6216\u8005\u6839\u636e\u9700\u6c42\u6587\u6863\u81ea\u52a8\u751f\u6210\u6d4b\u8bd5\u7528\u4f8b\u3002<\/li>\n- \u81ea\u52a8\u5316\u6570\u636e\u5206\u6790<\/strong>
\n\u5c06\u6570\u636e\u67e5\u8be2\u3001\u5904\u7406\u548c\u53ef\u89c6\u5316\u7684\u811a\u672c\u5c01\u88c5\u6210\u5de5\u5177\uff0c\u8ba9 Agent \u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u81ea\u52a8\u5b8c\u6210\u6570\u636e\u5206\u6790\u4efb\u52a1\u5e76\u751f\u6210\u5206\u6790\u62a5\u544a\u3002<\/li>\n- \u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/strong>
\n\u8bbe\u8ba1\u4e00\u4e2a\u80fd\u591f\u8c03\u5ea6\u591a\u4e2a\u5de5\u5177\u548c\u670d\u52a1\u7684 Agent\uff0c\u7528\u4e8e\u81ea\u52a8\u5316\u5904\u7406\u590d\u6742\u7684\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u4f8b\u5982\uff1a\u4ece\u90ae\u4ef6\u4e2d\u63d0\u53d6\u9644\u4ef6\uff0c\u8bfb\u53d6\u5185\u5bb9\uff0c\u8fdb\u884c\u5206\u6790\uff0c\u6700\u540e\u5c06\u7ed3\u679c\u6c47\u603b\u5230\u6307\u5b9a\u7684\u5728\u7ebf\u6587\u6863\u4e2d\u3002<\/li>\n- \u4f01\u4e1a\u77e5\u8bc6\u5e93\u95ee\u7b54<\/strong>
\n\u8fde\u63a5\u4f01\u4e1a\u5185\u90e8\u7684\u77e5\u8bc6\u5e93\u6216\u6570\u636e\u5e93\uff0c\u521b\u5efa\u4e00\u4e2a\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u3002\u5458\u5de5\u53ef\u4ee5\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0cAgent \u8d1f\u8d23\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u5e76\u7ed9\u51fa\u7cbe\u51c6\u7684\u56de\u7b54\u3002<\/li>\n<\/ol>\nQA<\/h2>\n\n- ZipAgent \u662f\u4ec0\u4e48\uff1f<\/strong>
\nZipAgent \u662f\u4e00\u4e2a\u4f7f\u7528 Python \u8bed\u8a00\u7f16\u5199\u7684\u8f7b\u91cf\u7ea7 AI Agent\uff08\u667a\u80fd\u4f53\uff09\u6846\u67b6\u3002\u5b83\u7684\u7279\u70b9\u662f\u4ee3\u7801\u7b80\u6d01\u3001\u6613\u4e8e\u6269\u5c55\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u51e0\u5206\u949f\u5185\u5feb\u901f\u6784\u5efa\u51fa\u5177\u5907\u5de5\u5177\u8c03\u7528\u3001\u5bf9\u8bdd\u7ba1\u7406\u7b49\u529f\u80fd\u7684\u4e13\u5c5e AI \u52a9\u624b\u3002<\/li>\n- \u4f7f\u7528 ZipAgent \u9700\u8981\u4ed8\u8d39\u5417\uff1f<\/strong>
\nZipAgent \u6846\u67b6\u672c\u8eab\u662f\u5f00\u6e90\u514d\u8d39\u7684\uff0c\u5b83\u4f7f\u7528 MIT \u8bb8\u53ef\u8bc1\uff0c\u4f60\u53ef\u4ee5\u81ea\u7531\u5730\u4f7f\u7528\u3001\u4fee\u6539\u548c\u5206\u53d1\u3002 \u4f46\u8bf7\u6ce8\u610f\uff0cAgent \u5185\u90e8\u9700\u8981\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 OpenAI \u7684 GPT \u7cfb\u5217\uff09\uff0c\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u670d\u52a1\u901a\u5e38\u9700\u8981\u652f\u4ed8\u76f8\u5e94\u7684 API \u8c03\u7528\u8d39\u7528\u3002<\/li>\n- \u6211\u9700\u8981\u4ec0\u4e48\u6837\u7684\u6280\u672f\u80cc\u666f\u624d\u80fd\u4f7f\u7528\u5b83\uff1f<\/strong>
\n\u4f60\u9700\u8981\u5177\u5907\u57fa\u672c\u7684 Python \u7f16\u7a0b\u77e5\u8bc6\u3002\u4e86\u89e3\u51fd\u6570\u3001\u7c7b\u548c\u88c5\u9970\u5668\u7684\u6982\u5ff5\u4f1a\u975e\u5e38\u6709\u5e2e\u52a9\u3002\u5982\u679c\u4f60\u60f3\u8fdb\u884c\u66f4\u9ad8\u7ea7\u7684\u5f00\u53d1\uff0c\u4f8b\u5982\u96c6\u6210\u5916\u90e8\u5de5\u5177\uff0c\u90a3\u4e48\u5bf9\u5f02\u6b65\u7f16\u7a0b\uff08async\/await\uff09\u6709\u6240\u4e86\u89e3\u4f1a\u66f4\u597d\u3002<\/li>\n- \u5b83\u652f\u6301\u54ea\u4e9b\u5927\u8bed\u8a00\u6a21\u578b\uff1f<\/strong>
\nZipAgent \u5185\u7f6e\u4e86\u5bf9 OpenAI \u6a21\u578b\u7684\u652f\u6301\u3002\u540c\u65f6\uff0c\u5b83\u7684\u6a21\u578b\u5c42\u662f\u62bd\u8c61\u7684\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u81ea\u5b9a\u4e49\u6a21\u578b\u7c7b\u6765\u63a5\u5165\u4efb\u4f55\u5176\u4ed6\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4f8b\u5982 Google Gemini\u3001Anthropic Claude<\/a> \u7b49\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"ZipAgent \u662f\u4e00\u4e2a\u73b0\u4ee3\u5316\u7684 Python AI Agent \u6846\u67b6\uff0c\u5b83\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u7b80\u6d01\u3001\u9ad8\u6548\u548c\u6613\u4e8e\u6269\u5c55\u7684\u5f00\u53d1\u4f53\u9a8c\u3002 \u8be5\u6846\u67b6\u7684\u6838\u5fc3\u8bbe\u8ba1\u601d\u60f3\u662f\u201c\u8f7b\u91cf\u201d\uff0c\u4ec5\u7528\u5927\u7ea6700\u884c\u6838\u5fc3\u4ee3\u7801\u5c31\u5b9e\u73b0\u4e86\u4e00\u4e2a\u529f\u80fd\u5b8c\u6574\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5305\u62ec Agent \u5f15\u64ce\u3001\u5de5\u5177\u7cfb\u7edf…<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,476],"tags":[230,201],"class_list":["post-47917","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-agent-development","tag-aikaiyuanxiangmu","tag-aizhinengti"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/47917","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=47917"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/47917\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=47917"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=47917"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=47917"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}