\u6700\u8fd1\u51e0\u4e2a\u6708\u4e00\u76f4\u5728\u6298\u817e AI Agent\uff0c\u8e29\u4e86\u4e0d\u5c11\u5751\uff0c\u4e5f\u8bd5\u4e86\u51e0\u6761\u4e0d\u540c\u7684\u8def\u5f84\u3002\u4ece\u6700\u65e9\u7684\u5355\u5de5\u5177\u8c03\u7528\uff0c\u5230\u540e\u6765\u5c1d\u8bd5\u591a\u4e2a Agent \u89d2\u8272\u5206\u5de5\u534f\u4f5c\uff0c\u4e2d\u95f4\u7ffb\u8f66\u4e86\u65e0\u6570\u6b21\u3002\u8fd9\u7bc7\u628a\u6c89\u6dc0\u4e0b\u6765\u7684\u65b9\u6848\u548c\u8e29\u5751\u8bb0\u5f55\u505a\u4e2a\u68b3\u7406\uff0c\u5e0c\u671b\u80fd\u7ed9\u6b63\u5728\u641e Agent \u7684\u670b\u53cb\u4e00\u4e9b\u53c2\u8003\u3002<\/p>\n
## \u4e3a\u4ec0\u4e48\u6211\u653e\u5f03\u4e86\u5927\u4e00\u7edf\u6846\u67b6<\/p>\n
\u5e74\u521d\u7684\u65f6\u5019\uff0c\u6211\u8fd8\u662f\u5fe0\u5b9e\u7684 LangChain \u7528\u6237\u3002\u4f46\u7528\u7740\u7528\u7740\u53d1\u73b0\u4e00\u4e2a\u95ee\u9898\u2014\u2014\u62bd\u8c61\u5c42\u592a\u539a\u4e86\uff0c\u51fa\u4e86\u95ee\u9898\u5f88\u96be\u5b9a\u4f4d\u3002\u5c24\u5176\u662f\u5f53 Agent \u884c\u4e3a\u4e0d\u7b26\u5408\u9884\u671f\u7684\u65f6\u5019\uff0c\u4f60\u6839\u672c\u4e0d\u77e5\u9053\u662f Prompt \u7684\u95ee\u9898\u3001\u94fe\u5f0f\u8c03\u7528\u7684\u95ee\u9898\u3001\u8fd8\u662f\u5e95\u5c42\u6a21\u578b\u672c\u8eab\u7684\u95ee\u9898\u3002<\/p>\n
\u540e\u6765\u6362\u6210\u4e86\u76f4\u63a5\u8c03\u7528 API + \u624b\u5199\u5de5\u5177\u6ce8\u518c\u7684\u65b9\u5f0f\u3002\u867d\u7136\u4ee3\u7801\u91cf\u591a\u4e86\u70b9\uff0c\u4f46\u6bcf\u4e00\u5c42\u53d1\u751f\u4e86\u4ec0\u4e48\u5b8c\u5168\u53ef\u63a7\u3002\u5bf9\u4e8e\u60f3\u6df1\u5165\u7406\u89e3 Agent \u539f\u7406\u7684\u4eba\u6765\u8bf4\uff0c\u5efa\u8bae\u4e5f\u8d70\u4e00\u904d\u8fd9\u6761\u8def\u3002<\/p>\n
## Tool-Use \u7684\u6838\u5fc3\uff1a\u4e0d\u662f Function Calling\uff0c\u662f\u4e0a\u4e0b\u6587\u6ce8\u5165<\/p>\n
\u5f88\u591a\u4eba\u4ee5\u4e3a Tool-Use \u5c31\u662f\u8ba9\u6a21\u578b\u8f93\u51fa\u4e00\u4e2a JSON\uff0c\u7136\u540e\u89e3\u6790\u8c03\u7528\u3002\u5176\u5b9e\u771f\u6b63\u7684\u5173\u952e\u5728\u4e8e\u2014\u2014\u5de5\u5177\u7684\u63cf\u8ff0\u548c\u8fd4\u56de\u7ed3\u679c\u5982\u4f55\u6709\u6548\u5730\u6ce8\u5165\u5230\u4e0a\u4e0b\u6587\u4e2d\u3002<\/p>\n
\u6211\u76ee\u524d\u7684\u65b9\u6848\u5206\u4e09\u5c42\uff1a<\/p>\n
“`
\nAgent Core\uff08\u8def\u7531\u51b3\u7b56\uff09
\n \u251c\u2500\u2500 Tool Registry\uff08\u5de5\u5177\u6ce8\u518c\u4e2d\u5fc3\uff09
\n \u2502 \u251c\u2500\u2500 \u5de5\u5177\u63cf\u8ff0\uff08\u542b\u53c2\u6570 schema\uff09
\n \u2502 \u251c\u2500\u2500 \u6267\u884c\u51fd\u6570
\n \u2502 \u2514\u2500\u2500 \u7ed3\u679c\u683c\u5f0f\u5316
\n \u2514\u2500\u2500 Context Manager\uff08\u4e0a\u4e0b\u6587\u7ba1\u7406\uff09
\n \u251c\u2500\u2500 \u5386\u53f2\u6d88\u606f\u7a97\u53e3
\n \u251c\u2500\u2500 \u5de5\u5177\u7ed3\u679c\u7f13\u5b58
\n \u2514\u2500\u2500 Token \u9884\u7b97\u63a7\u5236
\n“`<\/p>\n
\u8e29\u5751\u6700\u591a\u7684\u70b9\u662f**\u5de5\u5177\u63cf\u8ff0\u600e\u4e48\u5199**\u3002\u4e00\u5f00\u59cb\u6211\u7528\u5f88\u7b80\u77ed\u7684\u63cf\u8ff0\uff0c\u6bd4\u5982”\u641c\u7d22\u7f51\u7edc\u4fe1\u606f”\u3002\u7ed3\u679c\u6a21\u578b\u7ecf\u5e38\u8bef\u8c03\u7528\u2014\u2014\u5b83\u4f1a\u5728\u7528\u6237\u95ee\u5929\u6c14\u7684\u65f6\u5019\u8c03\u641c\u7d22\uff0c\u800c\u4e0d\u662f\u5148\u8bd5\u8bd5\u81ea\u5df1\u80fd\u5426\u56de\u7b54\u3002\u540e\u6765\u6539\u6210\u8be6\u7ec6\u7684\u63cf\u8ff0\uff0c\u660e\u786e\u6807\u6ce8\u4f7f\u7528\u573a\u666f\u548c\u9650\u5236\u6761\u4ef6\uff1a<\/p>\n
“`
\n\u5de5\u5177\uff1aweb_search
\n\u63cf\u8ff0\uff1a\u5f53\u7528\u6237\u8be2\u95ee\u5b9e\u65f6\u4fe1\u606f\u3001\u6700\u65b0\u65b0\u95fb\u3001\u6216\u4f60\u7684\u8bad\u7ec3\u6570\u636e\u4e2d\u6ca1\u6709\u5305\u542b\u7684\u5185\u5bb9\u65f6\u4f7f\u7528\u3002
\n \u4e0d\u8981\u5728\u4f60\u5df2\u77e5\u9053\u7b54\u6848\u7684\u95ee\u9898\u4e0a\u8c03\u7528\u6b64\u5de5\u5177\uff0c\u4f18\u5148\u4f7f\u7528\u81ea\u8eab\u77e5\u8bc6\u56de\u7b54\u3002
\n \u6bcf\u6b21\u8fd4\u56de\u6700\u591a10\u6761\u7ed3\u679c\uff0c\u5305\u542b\u6807\u9898\u548c\u6458\u8981\u3002
\n\u53c2\u6570\uff1aquery (string, \u5fc5\u9700) \u2014 \u641c\u7d22\u5173\u952e\u8bcd\uff0c\u5c3d\u91cf\u7b80\u6d01
\n“`<\/p>\n
\u6539\u5b8c\u4e4b\u540e\uff0c\u8c03\u7528\u51c6\u786e\u7387\u4ece 70% \u5de6\u53f3\u63d0\u5347\u5230\u4e86 92% \u4ee5\u4e0a\u3002\u7ec6\u8282\u51b3\u5b9a\u6210\u8d25\u3002<\/p>\n
## \u4e00\u4e2a\u5b9e\u7528\u7684\u5355 Agent \u6a21\u5f0f<\/p>\n
\u6700\u7a33\u5b9a\u4e5f\u6700\u5bb9\u6613 debug \u7684\u65b9\u6848\uff0c\u662f\u4e00\u4e2a Agent \u914d\u5408\u591a\u4e2a\u5de5\u5177\u3002\u50cf\u8fd9\u6837\uff1a<\/p>\n
“`python
\nclass Agent:
\n def __init__(self, tools: list[Tool]):
\n self.tools = {t.name: t for t in tools}
\n self.messages = []<\/p>\n
def run(self, task: str, max_steps: int = 10) -> str:
\n self.messages.append({“role”: “user”, “content”: task})
\n for step in range(max_steps):
\n response = self._call_llm()
\n if response.get(“type”) == “final”:
\n return response[“content”]
\n tool_result = self._execute_tool(response[“tool_call”])
\n self.messages.append(tool_result)
\n return “Max steps reached”
\n“`<\/p>\n
\u8fd9\u91cc\u6709\u4e00\u4e2a\u5c0f\u6280\u5de7\uff1a**\u7ed9 max_steps \u8bbe\u4e00\u4e2a\u4e0a\u9650**\u3002\u6709\u4e9b Agent \u4f1a\u5728\u540c\u4e00\u4e2a\u95ee\u9898\u4e0a\u53cd\u590d\u5faa\u73af\uff0c\u6ca1\u6709\u4e0a\u9650\u7684\u8bdd token \u6d88\u8017\u4f1a\u8ba9\u4f60\u8089\u75bc\u3002<\/p>\n
## \u4ec0\u4e48\u65f6\u5019\u8be5\u4e0a Multi-Agent<\/p>\n
\u5355\u4e00 Agent \u591f\u7528\u7684\u65f6\u5019\uff0c\u522b\u4e0a\u591a Agent\u3002\u8fd9\u662f\u6700\u5b9e\u5728\u7684\u5efa\u8bae\u3002<\/p>\n
\u6211\u53ea\u6709\u5728\u4ee5\u4e0b\u4e09\u79cd\u60c5\u51b5\u624d\u5207\u6362\u5230 Multi-Agent\uff1a<\/p>\n
1. **\u89d2\u8272\u51b2\u7a81**\uff1a\u540c\u4e00\u4e2a Agent \u65e2\u8981\u5199\u4ee3\u7801\u53c8\u8981\u505a\u5b89\u5168\u5ba1\u67e5\uff0cPrompt \u5199\u5f97\u518d\u957f\u4e5f\u5bb9\u6613\u6df7\u6dc6
\n2. **\u5de5\u5177\u96c6\u8fc7\u5927**\uff1a\u5f53\u5de5\u5177\u8d85\u8fc7 15-20 \u4e2a\u65f6\uff0c\u6a21\u578b\u9009\u62e9\u7684\u51c6\u786e\u7387\u660e\u663e\u4e0b\u964d
\n3. **\u9700\u8981\u5f02\u6b65\u534f\u4f5c**\uff1a\u6bd4\u5982\u4e00\u4e2a Agent \u5728\u7b49\u5f85\u5916\u90e8 API\uff0c\u53e6\u4e00\u4e2a\u53ef\u4ee5\u7ee7\u7eed\u5904\u7406\u5176\u4ed6\u5b50\u4efb\u52a1<\/p>\n
## Multi-Agent \u7684\u4e00\u79cd\u7b80\u6d01\u6a21\u5f0f<\/p>\n
\u53c2\u8003\u4e86 AutoGen \u548c CrewAI \u7684\u601d\u8def\uff0c\u4f46\u6211\u505a\u4e86\u4e00\u4e9b\u7b80\u5316\u2014\u2014\u53bb\u6389\u4e86\u5b83\u4eec\u8fc7\u4e8e\u590d\u6742\u7684\u5bf9\u8bdd\u7ba1\u7406\u3002<\/p>\n
“`
\nCoordinator Agent\uff08\u534f\u8c03\u8005\uff09
\n \u251c\u2500\u2500 Researcher Agent\uff08\u7814\u7a76\u5458\uff09
\n \u2502 \u5de5\u5177\uff1aweb_search, content_extract
\n \u251c\u2500\u2500 Coder Agent\uff08\u7a0b\u5e8f\u5458\uff09
\n \u2502 \u5de5\u5177\uff1acode_interpreter, file_read, file_write
\n \u2514\u2500\u2500 Reviewer Agent\uff08\u5ba1\u67e5\u8005\uff09
\n \u5de5\u5177\uff1acode_review, security_check
\n“`<\/p>\n
\u6838\u5fc3\u662f Coordinator \u8d1f\u8d23\u8def\u7531\u548c\u6c47\u603b\uff0c\u4e0d\u76f4\u63a5\u6267\u884c\u5177\u4f53\u4efb\u52a1\u3002\u6bcf\u4e2a Specialist Agent \u53ea\u9700\u8981\u5173\u6ce8\u81ea\u5df1\u7684\u9886\u57df\u3002<\/p>\n
\u5b9e\u9645\u8fd0\u884c\u65f6\u7684\u6548\u679c\u8fd8\u4e0d\u9519\u3002\u4e3e\u4e00\u4e2a\u5177\u4f53\u4f8b\u5b50\uff1a\u8ba9\u7cfb\u7edf\u5199\u4e00\u4e2a\u6570\u636e\u5206\u6790\u62a5\u544a\uff0cResearcher \u641c\u7d22\u6570\u636e\u6e90 \u2192 Coder \u5199\u5206\u6790\u811a\u672c \u2192 Reviewer \u68c0\u67e5\u4ee3\u7801\u903b\u8f91 \u2192 Coordinator \u6c47\u603b\u6210\u62a5\u544a\u3002\u6574\u4e2a\u8fc7\u7a0b\u5927\u7ea6 3 \u5206\u949f\uff0c\u6bd4\u6211\u624b\u52a8\u4e00\u6761\u9f99\u641e\u5b8c\u5feb\u4e86 10 \u500d\u4e0d\u6b62\u3002<\/p>\n
## Context Window \u662f\u6700\u786c\u7684\u7ea6\u675f<\/p>\n
\u4e0d\u7ba1\u662f\u5355 Agent \u8fd8\u662f\u591a Agent\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u6c38\u8fdc\u662f\u74f6\u9888\u3002\u5206\u4eab\u4e00\u4e0b\u6211\u7684\u5904\u7406\u7b56\u7565\uff1a<\/p>\n
– **\u6ed1\u52a8\u7a97\u53e3**\uff1a\u4fdd\u7559\u6700\u8fd1 N \u8f6e\u5bf9\u8bdd\uff0c\u8d85\u51fa\u90e8\u5206\u538b\u7f29\u6458\u8981
\n– **\u5de5\u5177\u7ed3\u679c\u6458\u8981**\uff1a\u957f\u6587\u672c\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u65f6\uff0c\u5148\u8ba9\u6a21\u578b\u603b\u7ed3\u518d\u6ce8\u5165\u4e0a\u4e0b\u6587
\n– **\u5206\u5c42\u8bb0\u5fc6**\uff1a\u77ed\u671f\u8bb0\u5fc6\uff08\u5f53\u524d\u4f1a\u8bdd\uff09\u548c\u957f\u671f\u8bb0\u5fc6\uff08\u5411\u91cf\u6570\u636e\u5e93\u5b58\u50a8\u7684\u5173\u952e\u4fe1\u606f\uff09<\/p>\n
\u76ee\u524d\u6211\u7528\u7684\u662f Qdrant \u505a\u5411\u91cf\u5b58\u50a8\uff0c\u68c0\u7d22\u6548\u679c\u6bd4 Pinecone \u597d\uff0c\u800c\u4e14\u81ea\u6258\u7ba1\u4e0d\u82b1\u94b1\u3002<\/p>\n
## \u8e29\u8fc7\u7684\u5751\u6c47\u603b<\/p>\n
– **\u5de5\u5177\u8c03\u7528\u5faa\u73af**\uff1aAgent \u53cd\u590d\u8c03\u7528\u540c\u4e00\u4e2a\u5de5\u5177\u62ff\u5230\u7684\u7ed3\u679c\u4e00\u6837 \u2192 \u52a0\u7f13\u5b58\uff0c\u6807\u8bb0\u5e42\u7b49\u6027
\n– **JSON \u89e3\u6790\u5931\u8d25**\uff1a\u6a21\u578b\u5076\u5c14\u8f93\u51fa\u683c\u5f0f\u4e0d\u6807\u51c6\u7684 JSON \u2192 \u7528 `functools.lru_cache` \u505a\u91cd\u8bd5 + \u4fee\u590d
\n– **\u89d2\u8272\u6df7\u4e71**\uff1a\u591a Agent \u4e4b\u95f4\u76f8\u4e92\u62a2\u7b54 \u2192 \u7528\u660e\u786e\u7684\u53d1\u8a00\u6743\u63a7\u5236\uff0c\u4e00\u6b21\u53ea\u8ba9\u4e00\u4e2a Agent \u8f93\u51fa
\n– **Token \u7206\u70b8**\uff1a\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u592a\u5927 \u2192 \u9650\u5236\u6bcf\u4e2a\u5de5\u5177\u8fd4\u56de\u4e0d\u8d85\u8fc7 2000 tokens
\n– **\u6210\u672c\u5931\u63a7**\uff1aDebug \u65f6\u6bcf\u6b21\u90fd\u8981\u8c03\u6a21\u578b \u2192 \u672c\u5730\u8dd1\u5c0f\u6a21\u578b\uff08Llama 3.1 8B\uff09\u505a\u5feb\u901f\u9a8c\u8bc1<\/p>\n
## \u4e0b\u4e00\u6b65<\/p>\n
\u76ee\u524d\u6b63\u5728\u5c1d\u8bd5\u628a Agent \u7684\u8f93\u51fa\u63a5\u5165\u5230 Obsidian \u7b14\u8bb0\u4f53\u7cfb\u91cc\uff0c\u8ba9 Agent \u76f4\u63a5\u5199 markdown \u7b14\u8bb0\u5e76\u5efa\u7acb\u53cc\u5411\u94fe\u63a5\u3002\u8fd9\u4e2a\u505a\u597d\u4e86\u518d\u5355\u72ec\u5199\u4e00\u7bc7\u3002<\/p>\n
\u5de5\u5177\u94fe\u548c\u4ee3\u7801\u793a\u4f8b\u90fd\u653e\u5728 GitHub \u4e0a\u4e86\uff0c\u9700\u8981\u7684\u8bdd\u53ef\u4ee5\u7559\u8a00\u6216\u79c1\u4fe1\u3002<\/p>\n
—<\/p>\n
**\u76f8\u5173\u6807\u7b7e**\uff1aAI Agent, Tool-Use, Multi-Agent, LLM, \u81ea\u52a8\u5316<\/p>\n","protected":false},"excerpt":{"rendered":"
\u6700\u8fd1\u51e0\u4e2a\u6708\u4e00\u76f4\u5728\u6298\u817e AI Agent\uff0c\u8e29\u4e86\u4e0d\u5c11\u5751\uff0c\u4e5f\u8bd5\u4e86\u51e0\u6761\u4e0d\u540c\u7684\u8def\u5f84\u3002\u4ece\u6700\u65e9\u7684\u5355\u5de5\u5177\u8c03\u7528\uff0c\u5230\u540e\u6765\u5c1d\u8bd5\u591a\u4e2a … \u7ee7\u7eed\u9605\u8bfb \u4ece\u96f6\u642d\u4e00\u4e2a\u80fd\u7528\u7684 AI Agent\uff1aTool-Use \u4e0e Multi-Agent \u534f\u4f5c\u5b9e\u6218\u7b14\u8bb0<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-186","post","type-post","status-publish","format-standard","hentry","category-ai-frontier"],"_links":{"self":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/186","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=186"}],"version-history":[{"count":1,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/186\/revisions"}],"predecessor-version":[{"id":187,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/186\/revisions\/187"}],"wp:attachment":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=186"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=186"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=186"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}