{"id":1727,"date":"2026-09-04T00:00:17","date_gmt":"2026-09-03T16:00:17","guid":{"rendered":"https:\/\/cleardatascience.com\/?p=1727"},"modified":"2026-09-04T10:10:05","modified_gmt":"2026-09-04T02:10:05","slug":"hybrid-ai-architectures-combining-cloud-edge-and-on-device-agents-for-scalable-innovation-2","status":"publish","type":"post","link":"https:\/\/cleardatascience.com\/zh-hant\/hybrid-ai-architectures-combining-cloud-edge-and-on-device-agents-for-scalable-innovation-2\/","title":{"rendered":"\u6df7\u5408 AI \u67b6\u69cb\uff1a\u7d50\u5408\u96f2\u7aef\u3001\u908a\u7de3\u8207\u88dd\u7f6e\u7aef\u4ee3\u7406\u4ee5\u5be6\u73fe\u53ef\u64f4\u5c55\u5275\u65b0"},"content":{"rendered":"

\"\"<\/p>\n

\u96a8\u8457\u6211\u5011\u9010\u6b65\u8d85\u8d8a\u590f\u5b63 AI \u9805\u76ee\u7684\u5be6\u9a57\u968e\u6bb5\uff0c\u4e00\u500b\u95dc\u9375\u6311\u6230\u6d6e\u73fe\uff1a\u5982\u4f55\u5c07\u6709\u6f5b\u529b\u7684\u539f\u578b\u64f4\u5c55\u70ba\u5177\u6709\u97cc\u6027\u7684\u4f01\u696d\u7d1a\u7cfb\u7d71\u3002\u7b54\u6848\u8d8a\u4f86\u8d8a\u4e0d\u5728\u65bc\u9078\u64c7\u96f2\u7aef\u3001\u908a\u7de3\u6216\u8a2d\u5099\u7aef AI\uff0c\u800c\u5728\u65bc\u8a2d\u8a08\u667a\u6167\u7cfb\u7d71\uff0c\u7b56\u7565\u6027\u5730\u5229\u7528\u9019\u4e09\u8005<\/strong>\u3002\u6df7\u5408 AI \u67b6\u69cb\u4ee3\u8868\u4e86\u4e0b\u4e00\u500b\u9032\u5316\u968e\u6bb5\u2500\u2500\u5728\u6574\u500b\u8a08\u7b97\u9023\u7e8c\u9ad4\u4e2d\u5354\u8abf\u5c08\u9580\u5316\u4ee3\u7406\uff0c\u4ee5\u5275\u9020\u65e2\u5f37\u5927\u3001\u53cd\u61c9\u8fc5\u901f\u3001\u96b1\u79c1\u5b89\u5168\u53c8\u53ef\u64f4\u5c55\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n

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 <\/p>\n

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    \n
  • \u4ee5\u96f2\u70ba\u4e2d\u5fc3\u7684\u6a21\u578b<\/strong>\u6703\u5c0e\u81f4\u5ef6\u9072\u3001\u6301\u7e8c\u6210\u672c\u4e0d\u78ba\u5b9a\u6027\u4ee5\u53ca\u6301\u7e8c\u611f\u6e2c\u5668\u6578\u64da\u7684\u8cc7\u6599\u96b1\u79c1\u554f\u984c\u3002<\/li>\n
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    \u96f2\uff08\u7b56\u7565\u5bb6\uff09<\/strong><\/td>\n\u5168\u7403\u60c5\u5831\u3001\u57f9\u8a13\u8207\u6df1\u5ea6\u5206\u6790<\/strong><\/td>\n\u2022 <\/strong>\u5b78\u7fd2\u8207\u8a13\u7df4\u4ee3\u7406\uff1a<\/strong>\u5728\u805a\u5408\u7684\u533f\u540d\u5316\u8cc7\u8a0a\u4e0a\u5354\u8abf\u806f\u90a6\u8a13\u7df4\u3002<\/p>\n

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    		PyTorch\/TensorFlow\u3001Hugging Face\u3001Weights & Biases\u3001\u7528\u65bc\u9ad8\u968e\u7de8\u6392\u7684 CrewAI\u3001\u5411\u91cf\u8cc7\u6599\u5eab\uff08Pinecone\u3001Weaviate\uff09\u3002<\/td>\n<\/tr>\n
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    \n\u2022 <\/strong>\u5408\u898f\u8207\u96b1\u79c1\u904e\u6ffe\u4ee3\u7406\uff1a<\/strong>\u5728\u4efb\u4f55\u96f2\u7aef\u50b3\u8f38\u524d\u5c0d\u6578\u64da\u9032\u884c\u533f\u540d\u5316\u6216\u904e\u6ffe\u3002<\/td>\n

    		TensorFlow Lite\u3001ONNX Runtime\u3001CrewAI<\/strong> \u6216 LangGraph<\/strong> \u7528\u65bc\u672c\u5730\u4ee3\u7406\u5718\u968a\u3001Node-RED\u3001Eclipse ioFog\u3002<\/td>\n<\/tr>\n
    \u88dd\u7f6e\u5167\uff08\u5c08\u696d\u8868\u6f14\u8005\uff09<\/strong><\/td>\n\u5373\u6642\u611f\u77e5\u3001\u884c\u52d5\u8207\u8d85\u4f4e\u5ef6\u9072\u53cd\u61c9<\/strong><\/td>\n\u2022 <\/strong>\u611f\u6e2c\u5668\u878d\u5408\u4ee3\u7406\uff1a<\/strong>\u5373\u6642\u8655\u7406\u4f86\u81ea\u8eca\u8f09\u611f\u6e2c\u5668\u7684\u539f\u59cb\u6578\u64da\u3002<\/p>\n

    \u2022 <\/strong>\u5373\u6642\u53cd\u61c9\u4ee3\u7406\uff1a<\/strong>\u5728\u6beb\u79d2\u5167\u57f7\u884c\u9810\u5148\u6388\u6b0a\u7684\u64cd\u4f5c\uff08\u4f8b\u5982\u7570\u5e38\u95dc\u9589\uff09\u3002
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    		TensorFlow Lite Micro\u3001MicroPython\u3001\u8d85\u8f15\u91cf\u63a8\u7406\u904b\u884c\u6642\uff08TFLM\u3001MLC-LLM\uff09\u3001\u57fa\u65bc Rust \u7684\u4ee3\u7406\u3002<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

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      \n
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        \n
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          \n
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            \n
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              \n
            • \u7d71\u4e00\u4ee3\u7406\u901a\u8a0a\uff1aMQTT <\/strong>\u642d\u914d Sparkplug<\/strong> \u6216 DDS <\/strong>\u63d0\u4f9b\u53ef\u9760\u3001\u8f15\u91cf\u7684\u8a0a\u606f\u50b3\u905e\uff0c\u7528\u65bc\u8de8\u5c64\u7d1a\u7684\u72c0\u614b\u548c\u4e8b\u4ef6\u50b3\u905e\u3002<\/li>\n
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            • \u4f5c\u70ba\u6574\u5408\u9ede\u7684\u6578\u4f4d\u5b7f\u751f\u9ad4\uff1aEclipse Ditto<\/strong> \u53ef\u4ee5\u5275\u5efa\u5be6\u9ad4\uff08\u5982\u6a5f\u5668\uff09\u7684\u6578\u4f4d\u5b7f\u751f\u9ad4\u3002\u5404\u5c64\u7d1a\u7684\u4ee3\u7406\u90fd\u8207\u9019\u500b\u55ae\u4e00\u3001\u6b0a\u5a01\u7684\u6578\u4f4d\u8868\u793a\u4e92\u52d5\uff0c\u5f9e\u800c\u7c21\u5316\u6574\u5408\u3002<\/li>\n<\/ul>\n

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              \u7b2c<\/strong>\u4e00<\/strong>\u968e\u6bb5\uff1a\u91cd\u69cb\u8207\u5b9a\u7fa9\u4ecb\u9762\uff084-6<\/strong>\u9031\uff09<\/strong><\/p>\n

                \n
              • \u5be9\u6838\u4f60\u7684\u590f\u5b63\u539f\u578b\u3002\u8b58\u5225\u54ea\u4e9b\u7d44\u4ef6\u9700\u8981\u4f4e\u5ef6\u9072\uff08\u79fb\u81f3\u908a\u7de3\/\u8a2d\u5099\uff09\u4ee5\u53ca\u54ea\u4e9b\u9700\u8981\u9f90\u5927\u4e0a\u4e0b\u6587\uff08\u4fdd\u7559\u5728\u96f2\u7aef\uff09\u3002<\/li>\n
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              • \u5c07\u6240\u6709\u4ee3\u7406\u7d44\u4ef6\u5bb9\u5668\u5316\uff0c\u4ee5\u4fbf\u5728\u96f2\u7aef\u548c\u908a\u7de3\u74b0\u5883\u4e2d\u53ef\u79fb\u690d\u3002<\/li>\n<\/ul>\n

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                  \n
                • \u5efa\u7acb\u6578\u64da\u6d41\uff1a\u54ea\u4e9b\u539f\u59cb\u6578\u64da\u4fdd\u7559\u5728\u8a2d\u5099\u4e0a\uff1f\u54ea\u4e9b\u8655\u7406\u5f8c\u7684\u6d1e\u5bdf\u767c\u9001\u5230\u908a\u7de3\uff1f\u54ea\u4e9b\u5f59\u7e3d\u7684\u5b78\u7fd2\u7d50\u679c\u50b3\u9001\u5230\u96f2\u7aef\uff1f<\/li>\n
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                    \n
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                  • \u4f7f\u7528\u53ef\u89c0\u5bdf\u6027\u5de5\u5177\u8ffd\u8e64\u55ae\u4e00\u8acb\u6c42\u5728\u96f2\u7aef\u3001\u908a\u7de3\u548c\u88dd\u7f6e\u4ee3\u7406\u4e2d\u6d41\u52d5\u7684\u904e\u7a0b\u3002\u8b58\u5225\u5ef6\u9072\u74f6\u9838\u548c\u6545\u969c\u9ede\u3002<\/li>\n
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                    \u6e96\u5099\u597d\u67b6\u69cb\u4e26\u64f4\u5c55\u60a8\u7684\u6df7\u5408\u4eba\u5de5\u667a\u6167\u7cfb\u7d71\u4e86\u55ce\uff1f<\/strong>Clear Data Science \u5c08\u9580\u8a2d\u8a08\u548c\u5be6\u65bd\u57fa\u65bc\u958b\u6e90\u7684\u6df7\u5408\u4eba\u5de5\u667a\u6167\u67b6\u69cb\uff0c\u5e6b\u52a9\u60a8\u5728\u96f2\u7aef\u3001\u908a\u7de3\u548c\u8a2d\u5099\u4e4b\u9593\u5354\u8abf\u667a\u80fd\u4ee3\u7406\uff0c\u4ee5\u69cb\u5efa\u7a69\u5065\u3001\u53ef\u64f4\u5c55\u4e14\u5275\u65b0\u7684\u89e3\u6c7a\u65b9\u6848\u3002\u8acb\u806f\u7d61\u6211\u5011\u7684\u67b6\u69cb\u5718\u968a<\/u>\u958b\u59cb\u60a8\u7684\u64f4\u5c55\u4e4b\u65c5<\/strong>\u3002<\/p>\n

                    \u95dc\u9375\u8a5e\uff1a<\/strong>\u6df7\u5408 AI \u67b6\u69cb\u3001\u96f2\u7aef AI\u3001\u908a\u7de3 AI\u3001\u8a2d\u5099\u7aef AI\u3001\u4ee3\u7406\u5354\u8abf\u3001\u806f\u90a6\u5b78\u7fd2\u3001\u591a\u5c64\u7d1a AI\u3001\u53ef\u64f4\u5c55 AI\u3001\u958b\u6e90 AI\u3001AI \u6574\u5408\u3001\u6e05\u6670\u6578\u64da\u79d1\u5b78\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

                    \u96a8\u8457\u6211\u5011\u9010\u6b65\u8d85\u8d8a\u590f\u5b63 AI \u9805\u76ee\u7684\u5be6\u9a57\u968e […]<\/p>\n","protected":false},"author":4,"featured_media":1721,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"nf_dc_page":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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