{"id":9,"date":"2026-03-10T10:00:00","date_gmt":"2026-03-10T02:00:00","guid":{"rendered":"http:\/\/www.gmrea.com\/?p=9"},"modified":"2026-03-10T10:00:00","modified_gmt":"2026-03-10T02:00:00","slug":"ai-agent-development","status":"publish","type":"post","link":"https:\/\/gmrea.com\/?p=9","title":{"rendered":"AI Agent \u5f00\u53d1\u5165\u95e8\u6307\u5357"},"content":{"rendered":"<p>AI Agent\uff08\u667a\u80fd\u4f53\uff09\u662f\u5f53\u524d AI \u9886\u57df\u6700\u70ed\u95e8\u7684\u65b9\u5411\u4e4b\u4e00\u3002\u5b83\u4eec\u4e0d\u4ec5\u4ec5\u662f\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u80fd\u591f\u7406\u89e3\u76ee\u6807\u3001\u89c4\u5212\u6b65\u9aa4\u3001\u4f7f\u7528\u5de5\u5177\u3001\u6267\u884c\u52a8\u4f5c\u7684\u81ea\u4e3b\u7cfb\u7edf\u3002\u672c\u6587\u5c06\u5e26\u4f60\u5165\u95e8 AI Agent \u5f00\u53d1\u3002<\/p>\n<p>## \u4ec0\u4e48\u662f AI Agent\uff1f<br \/>\nAI Agent \u662f\u4e00\u4e2a\u80fd\u591f\u7406\u89e3\u76ee\u6807\u3001\u89c4\u5212\u6b65\u9aa4\u3001\u4f7f\u7528\u5de5\u5177\u3001\u6267\u884c\u52a8\u4f5c\u3001\u81ea\u6211\u53cd\u601d\u7684\u81ea\u4e3b\u7cfb\u7edf\u3002<\/p>\n<p>## Agent \u7684\u6838\u5fc3\u7ec4\u4ef6<\/p>\n<p>### 1. LLM\uff08\u5927\u8111\uff09<br \/>\n\u5927\u8bed\u8a00\u6a21\u578b\u662f Agent \u7684\u6838\u5fc3\uff0c\u8d1f\u8d23\u7406\u89e3\u7528\u6237\u8f93\u5165\u3001\u751f\u6210\u884c\u52a8\u8ba1\u5212\u3001\u5904\u7406\u5de5\u5177\u8fd4\u56de\u7684\u7ed3\u679c\u3001\u51b3\u7b56\u548c\u63a8\u7406\u3002<\/p>\n<p>**\u5e38\u89c1\u9009\u62e9\uff1a**<br \/>\n&#8211; GPT-4o \/ GPT-4.1\uff08OpenAI\uff09<br \/>\n&#8211; Claude 3.5 Sonnet \/ Opus\uff08Anthropic\uff09<br \/>\n&#8211; Gemini 1.5 Pro\uff08Google\uff09<br \/>\n&#8211; GLM-4\uff08\u667a\u8c31 AI\uff09<\/p>\n<p>### 2. Memory\uff08\u8bb0\u5fc6\uff09<br \/>\nAgent \u9700\u8981\u8bb0\u4f4f\u5bf9\u8bdd\u5386\u53f2\u548c\u91cd\u8981\u4fe1\u606f\uff1a<br \/>\n&#8211; **\u77ed\u671f\u8bb0\u5fc6\uff1a** \u5f53\u524d\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587<br \/>\n&#8211; **\u957f\u671f\u8bb0\u5fc6\uff1a** \u5b58\u50a8\u91cd\u8981\u4fe1\u606f\u3001\u504f\u597d\u3001\u5b66\u4e60\u5185\u5bb9<br \/>\n&#8211; **\u5411\u91cf\u5b58\u50a8\uff1a** \u7528\u4e8e\u8bed\u4e49\u641c\u7d22\u7684\u5d4c\u5165\u5411\u91cf<\/p>\n<p>### 3. Tools\uff08\u5de5\u5177\uff09<br \/>\nAgent \u8c03\u7528\u7684\u5916\u90e8\u80fd\u529b\uff1aWeb \u641c\u7d22\u3001\u6587\u4ef6\u8bfb\u5199\u3001API \u8c03\u7528\u3001\u4ee3\u7801\u6267\u884c\u3001\u6570\u636e\u5e93\u67e5\u8be2<\/p>\n<p>### 4. Planner\uff08\u89c4\u5212\u5668\uff09<br \/>\n\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u6b65\u9aa4\uff1aReAct\uff08\u63a8\u7406+\u884c\u52a8\uff09\u3001Chain of Thought\uff08\u601d\u7ef4\u94fe\uff09\u3001Tree of Thoughts\uff08\u601d\u7ef4\u6811\uff09<\/p>\n<p>## \u5f00\u53d1\u6846\u67b6\u63a8\u8350<\/p>\n<p>### 1. OpenClaw<br \/>\n&#8211; \u5f00\u6e90\u3001\u81ea\u6258\u7ba1<br \/>\n&#8211; \u591a\u6a21\u578b\u652f\u6301<br \/>\n&#8211; \u591a\u6e20\u9053\u96c6\u6210\uff08Signal\u3001Telegram\u3001WhatsApp \u7b49\uff09<br \/>\n&#8211; Skills \u6269\u5c55\u7cfb\u7edf<br \/>\n&#8211; \u9002\u5408\u4e2a\u4eba\u548c\u5c0f\u56e2\u961f<\/p>\n<p>### 2. LangChain<br \/>\n&#8211; \u529f\u80fd\u6700\u5168\u9762<br \/>\n&#8211; \u793e\u533a\u6d3b\u8dc3<br \/>\n&#8211; \u591a\u8bed\u8a00\u652f\u6301\uff08Python\u3001JavaScript\uff09<br \/>\n&#8211; \u4e30\u5bcc\u7684\u96c6\u6210\u548c\u6a21\u677f<\/p>\n<p>### 3. AutoGPT<br \/>\n&#8211; \u81ea\u4e3b\u6027\u6700\u5f3a<br \/>\n&#8211; \u81ea\u52a8\u89c4\u5212\u548c\u6267\u884c<\/p>\n<p>### 4. CrewAI<br \/>\n&#8211; \u591a Agent \u534f\u4f5c<br \/>\n&#8211; \u89d2\u8272\u5206\u914d\u548c\u4efb\u52a1\u5206\u914d<\/p>\n<p>## \u5feb\u901f\u5165\u95e8\u793a\u4f8b<br \/>\n&#8220;`bash<br \/>\n# \u5b89\u88c5 OpenClaw<br \/>\ncurl -fsSL https:\/\/openclaw.ai\/install.sh | bash<\/p>\n<p># \u914d\u7f6e LLM \u63d0\u4f9b\u5546<br \/>\nopenclaw configure &#8211;provider openai<\/p>\n<p># \u521b\u5efa\u5de5\u4f5c\u533a<br \/>\nmkdir my-agent &amp;&amp; cd my-agent<\/p>\n<p># \u521b\u5efa AGENTS.md<br \/>\ncat &gt; AGENTS.md &lt;&lt; &#039;EOF&#039;<br \/>\n# \u6211\u7684\u7b2c\u4e00\u4e2a Agent<br \/>\n\u4f60\u662f\u6211\u7684\u4e2a\u4eba\u52a9\u624b\uff0c\u5e2e\u52a9\u6211\u5b8c\u6210\u65e5\u5e38\u4efb\u52a1\u3002<\/p>\n<p>## \u80fd\u529b<br \/>\n&#8211; Web \u641c\u7d22<br \/>\n&#8211; \u6587\u4ef6\u7ba1\u7406<br \/>\n&#8211; \u65e5\u7a0b\u5b89\u6392<br \/>\nEOF<\/p>\n<p># \u542f\u52a8 Agent<br \/>\nopenclaw chat<br \/>\n&#8220;`<\/p>\n<p>## \u5e38\u89c1 Agent \u6a21\u5f0f<br \/>\n&#8211; **ReAct Agent\uff1a** \u601d\u8003\u2192\u884c\u52a8\u2192\u89c2\u5bdf\u2192\u601d\u8003\u5faa\u73af<br \/>\n&#8211; **Function Calling Agent\uff1a** \u7ed1\u5b9a\u5de5\u5177\u5230 LLM<br \/>\n&#8211; **Multi-Agent System\uff1a** \u591a\u4e2a Agent \u5206\u5de5\u534f\u4f5c<\/p>\n<p>## \u6700\u4f73\u5b9e\u8df5<br \/>\n1. **\u6e05\u6670\u7684\u6307\u4ee4\uff1a** \u7ed9 Agent \u660e\u786e\u7684\u89d2\u8272\u548c\u76ee\u6807<br \/>\n2. **\u5408\u7406\u7684\u5de5\u5177\u9009\u62e9\uff1a** \u53ea\u7ed9 Agent \u5fc5\u8981\u7684\u5de5\u5177<br \/>\n3. **\u8bb0\u5fc6\u7ba1\u7406\uff1a** \u5b9a\u671f\u603b\u7ed3\u5bf9\u8bdd\uff0c\u91cd\u8981\u4fe1\u606f\u5b58\u5165\u957f\u671f\u8bb0\u5fc6<br \/>\n4. **\u9519\u8bef\u5904\u7406\uff1a** \u91cd\u8bd5\u6216\u964d\u7ea7\u673a\u5236<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI Agent\uff08\u667a\u80fd\u4f53\uff09\u662f\u5f53\u524d AI \u9886\u57df\u6700\u70ed\u95e8\u7684\u65b9\u5411\u4e4b\u4e00\u3002\u5b83\u4eec\u4e0d\u4ec5\u4ec5\u662f\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u80fd\u591f\u7406\u89e3\u76ee\u6807\u3001\u89c4\u5212\u6b65 [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"zakra_page_container_layout":"customizer","zakra_page_sidebar_layout":"customizer","zakra_remove_content_margin":false,"zakra_sidebar":"customizer","zakra_transparent_header":"customizer","zakra_logo":0,"zakra_main_header_style":"default","zakra_menu_item_color":"","zakra_menu_item_hover_color":"","zakra_menu_item_active_color":"","zakra_menu_active_style":"","zakra_page_header":true,"footnotes":""},"categories":[3],"tags":[],"class_list":["post-9","post","type-post","status-publish","format-standard","hentry","category-ai-"],"_links":{"self":[{"href":"https:\/\/gmrea.com\/index.php?rest_route=\/wp\/v2\/posts\/9","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gmrea.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gmrea.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/gmrea.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9"}],"version-history":[{"count":0,"href":"https:\/\/gmrea.com\/index.php?rest_route=\/wp\/v2\/posts\/9\/revisions"}],"wp:attachment":[{"href":"https:\/\/gmrea.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gmrea.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gmrea.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}