{"id":11860,"date":"2023-12-26T14:17:42","date_gmt":"2023-12-26T06:17:42","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=11860"},"modified":"2025-07-19T19:36:11","modified_gmt":"2025-07-19T11:36:11","slug":"aie-google-gemini","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/11860-aie-google-gemini","title":{"rendered":"\u611b\u597d AI Engineer \u9031\u5831 \ud83d\ude80 Google Gemini \u5404\u5bb6\u5f8c\u7e8c\u56de\u61c9 #05"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/gemini-tiny.png\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" data-attachment-id=\"11861\" data-permalink=\"https:\/\/ihower.tw\/blog\/11860-aie-google-gemini\/gemini-tiny\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/gemini-tiny.png\" data-orig-size=\"800,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"gemini-tiny\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/gemini-tiny-300x300.png\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/gemini-tiny.png\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/gemini-tiny.png\" alt=\"\" class=\"wp-image-11861\" style=\"width:536px;height:auto\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/gemini-tiny.png 800w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/gemini-tiny-300x300.png 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/gemini-tiny-150x150.png 150w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/gemini-tiny-768x768.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/figure>\n\n\n\n<p>Hello! \u4f60\u597d&nbsp;<img decoding=\"async\" alt=\"\ud83d\udc4b\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f44b\/32.png\"><\/p>\n\n\n\n<p>Google \u672c\u6708\u521d\u63a8\u51fa\u4e86\u5927\u5bb6\u671f\u5f85\u5df2\u4e45\u7684&nbsp;<a href=\"https:\/\/taiwan.googleblog.com\/2023\/12\/google-gemini.html\" target=\"_blank\" rel=\"noreferrer noopener\">Gemini \u6a21\u578b<\/a>\uff0c\u5176\u4e2d&nbsp;Ultra&nbsp;\u7248\u672c\u5c0d\u6a19 GPT-4\u3001Pro \u5c0d\u6a19 GPT-3.5\u3001Nano \u5247\u662f\u7d66\u624b\u6a5f\u88dd\u7f6e\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\u82f1\u6587\u7248 Bard \u548c API \u5df2\u7d93\u53ef\u4f7f\u7528 Pro \u7248\uff0c\u800c Ultra \u5247\u662f\u8aaa\u660e\u5e74\u624d\u6703\u91cb\u51fa\u3002<\/p>\n\n\n\n<p>\u9019\u4e00\u671f\u8b93\u6211\u5011\u770b\u770b Google Gemini \u63a8\u51fa\u5f8c\u7684\u5f8c\u7e8c\u8ff4\u97ff\uff0c\u9019\u88e1\u6709\u4e09\u689d\u6230\u7dda\uff0c\u8b93\u6211\u5011\u5c55\u958b\u770b\u770b\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<p>(\u9996\u5148\u662f Ultra \u7b49\u7d1a)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><img decoding=\"async\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f51d\/32.png\" alt=\"\ud83d\udd1d\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/steering-at-the-frontier-extending-the-power-of-prompting\/\" target=\"_blank\" rel=\"noreferrer noopener\">Steering at the Frontier: Extending the Power of Prompting<\/a><\/h3>\n\n\n\n<p>\u8a71\u8aaa Google Gemini&nbsp;Ultra&nbsp;\u7684&nbsp;Benchmark \u8a55\u6e2c\uff0c\u7528\u4e86\u7279\u5225\u7684 Prompting \u6280\u5de7\u53bb\u63d0\u5347\u5206\u6578(\u8a73\u898b\u6211\u7684&nbsp;<a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10160851791518971\" target=\"_blank\" rel=\"noreferrer noopener\">Facebook \u8cbc\u6587<\/a>) \uff0c\u4f7f\u7528 CoT@32 \u52a0\u4e0a\u65b0\u767c\u660e\u4e00\u7a2e uncertainty routing \u7684\u65b9\u5f0f\u53bb\u91cf\u6e2c\uff0c\u4e5f\u5c31\u662f zero-shot \u6253\u4e0d\u8d0f\u30015-shot \u6253\u4e0d\u8d0f\uff0c\u6240\u4ee5\u63db\u4e86\u4e00\u7a2e\u4e00\u822c\u4eba\u73fe\u5be6\u4e2d\u6839\u672c\u4e0d\u53ef\u80fd\u6703\u7522\u751f 32 \u7a2e CoT \u63a8\u7406\u8def\u5f91\u4e14\u7528\u6a21\u578b\u4fe1\u5fc3\u6307\u6578\u5224\u65b7\u4e0d\u540c\u53d6\u6a23\u7684\u65b9\u5f0f\uff0c\u786c\u662f\u641e\u5230\u5206\u6578\u6bd4 GPT-4 \u9ad8(90.04%)<\/p>\n\n\n\n<p>\u4e0d\u904e\uff0cGoogle \u53ef\u4ee5\u9019\u6a23\u505a\uff0c\u90a3\u5c0d\u624b\u7576\u7136\u4e5f\u53ef\u4ee5\uff0c\u65bc\u662f\u4f60\u5c31\u770b\u5230\u9019\u7bc7\u6253\u81c9\u6587 <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/steering-at-the-frontier-extending-the-power-of-prompting\/\">Steering at the Frontier: Extending the Power of Prompting<\/a> \u4e86:&nbsp;<\/p>\n\n\n\n<p>\u5fae\u8edf\u4e0a\u500b\u6708\u7684&nbsp;<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/the-power-of-prompting\/\" target=\"_blank\" rel=\"noreferrer noopener\">The Power of Prompting<\/a>&nbsp;\u4f7f\u7528 GPT-4 \u52a0\u4e0a\u9032\u968e\u7684 Prompting \u6280\u5de7(\u7d44\u5408\u8d77\u4f86\u4ed6\u5011\u53eb\u505a Medprompt)\uff0c\u5c31\u5df2\u7d93\u53ef\u4ee5\u5728\u91ab\u7642\u9818\u57df\u6253\u6557 Google \u5c08\u9580\u7684\u5fae\u8abf\u6a21\u578b MedPaLM 2 \u4e86\u3002\u57fa\u65bc\u540c\u6a23\u7684\u62db\u5f0f\u518d\u52a0\u6599\u4e00\u4e0b\uff0c\u5fae\u8edf\u5c31\u5957\u7528\u5728 MMLU \u8a55\u6e2c\u628a GPT-4 \u7684\u5206\u6578\u63d0\u5347\u5230 90.2%\uff0c\u5c31\u8d85\u8d8a Gemini Ultra \u6210\u70ba\u6700\u65b0\u7684 SOTA \u5206\u6578\u4e86&nbsp;<img decoding=\"async\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f602\/32.png\" alt=\"\ud83d\ude02\"><img decoding=\"async\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f602\/32.png\" alt=\"\ud83d\ude02\"><\/p>\n\n\n\n<p>\u7d30\u770b Medprompt \u4e3b\u8981\u6709\u4e09\u62db\uff0c\u53ef\u4ee5\u5b78\u7fd2\u4e00\u4e0b:<\/p>\n\n\n\n<p>* Dynamic few-shot selection: \u7528\u76f8\u4f3c\u6027\u641c\u5c0b\u51fa few-shot \u4f7f\u7528\u7684\u7bc4\u4f8b<br>* Self-Generated Chain of Thought: &nbsp;\u7528 training example \u7522\u751f CoT prompt (\u4e0d\u662f\u55ae\u7d14\u7528 Let&#8217;s think step by step)<br>* Choice Shuffle Ensembling: \u4e00\u6b21\u7522\u751f\u591a\u500b\u7d50\u679c\u9078\u6700\u4e00\u81f4\u7684\u7b54\u6848<\/p>\n\n\n\n<p>\u8a73\u7d30\u53ef\u4ee5\u770b\u4ed6\u5011\u516c\u958b\u7684\u7a0b\u5f0f\u78bc: &nbsp;<a href=\"https:\/\/github.com\/microsoft\/promptbase\" target=\"_blank\" rel=\"noreferrer noopener\">github.com\/microsoft\/promptbase<\/a><\/p>\n\n\n\n<p>\u6240\u4ee5\u8aaa\uff0c\u6539\u8b8a\u8a55\u6e2c\u65b9\u6cd5\u73a9\u6307\u6a19\u904a\u6232\u4e0d\u662f\u500b\u597d\u4e3b\u610f\uff0c\u5927\u5bb6\u90fd\u53ef\u4ee5\u505a\u4e00\u6a23\u7684\u4e8b\u60c5\u518d\u8d85\u8d8a\u5c0d\u65b9\u3002<br>\u7e3d\u4e4b\uff0cGemini Ultra \u9084\u6c92\u771f\u7684\u51fa\u4f86\u53ef\u4ee5\u516c\u6e2c\uff0c\u6700\u5f37\u6a21\u578b\u9084\u6c92\u898b\u771f\u7ae0\u3002<\/p>\n\n\n\n<p><br>(\u7136\u5f8c\u6211\u5011\u4f86\u770b Pro \u7b49\u7d1a)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><img decoding=\"async\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f44d\/32.png\" alt=\"\ud83d\udc4d\"><a href=\"https:\/\/arxiv.org\/abs\/2312.11444v1\" target=\"_blank\" rel=\"noreferrer noopener\">CMU \u8a55\u6e2c: An In-depth Look at Gemini&#8217;s Language Abilities<\/a><\/h3>\n\n\n\n<p>\u9019\u662f CMU \u5361\u5167\u57fa\u7f8e\u9686\u5927\u5b78\u505a\u7684\u4e00\u9805\u7368\u7acb\u516c\u5e73\u7814\u7a76 (\u9019\u6709<a href=\"https:\/\/baoyu.io\/translations\/ai-paper\/2312.11444-an-in-depth-look-at-geminis-language-abilities\" target=\"_blank\" rel=\"noreferrer noopener\">\u7ffb\u8b6f\u7248<\/a>) \u8a55\u6e2c Gemini Pro\u3002\u7d50\u8ad6\u662f Pro \u63a5\u8fd1\u4f46\u9084\u662f\u6bd4 GPT-3.5 Turbo \u7565\u905c\u4e00\u9ede\uff0c\u81f3\u65bc GPT-4 \u5247\u662f\u9059\u9059\u9818\u5148\u3002\u6709\u8da3\u7684\u662f\uff0cGoogle Gemini \u5728\u9078\u64c7\u984c\u4e2d\uff0c\u7279\u5225\u559c\u6b61\u9078 (D)\uff0c\u76f8\u6bd4 GPT \u6a21\u578b\u6bd4\u8f03\u5747\u8861\u3002<\/p>\n\n\n\n<p>\u9019\u6a23\u770b\u8d77\u4f86 Gemini Pro \u9084\u6709\u4ec0\u9ebc\u512a\u52e2? \u6709\u7684:<br><br>1. \u9019\u5e7e\u5929\u611b\u5361\u62c9\u91cb\u51fa\u4e86&nbsp;<a href=\"https:\/\/huggingface.co\/datasets\/ikala\/tmmluplus\" target=\"_blank\" rel=\"noreferrer noopener\">TMMLU+ \u7e41\u9ad4\u4e2d\u6587\u554f\u7b54\u6e2c\u8a66\u96c6<\/a>&nbsp;<img decoding=\"async\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f44d\/32.png\" alt=\"\ud83d\udc4d\"><img decoding=\"async\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f44d\/32.png\" alt=\"\ud83d\udc4d\">&nbsp;\u5728\u9019\u500b\u8a55\u6e2c\u4e2d\uff0cGemini Pro \u7684\u7e41\u9ad4\u4e2d\u6587\u80fd\u529b\u6bd4 GPT-3.5 \u597d\uff0c\u4f50\u8b49\u4e86 Gemini \u5728\u975e\u82f1\u8a9e\u7684\u80fd\u529b\u4e0a\u8868\u73fe\u6bd4\u8f03\u597d\u3002<\/p>\n\n\n\n<p>2.&nbsp;Gemini \u662f\u500b Multimodality \u6a21\u578b\uff0c\u5177\u5099\u8996\u89ba\u89e3\u8b80\u80fd\u529b\uff0c\u800c\u4e14\u80fd\u529b\u76ee\u524d\u770b\u4f86\u548c GPT-4V \u540c\u7b49\u7d1a (<a href=\"https:\/\/arxiv.org\/abs\/2312.12436\" target=\"_blank\" rel=\"noreferrer noopener\">paper<\/a>)\u3002<\/p>\n\n\n\n<p>3.&nbsp;Gemini Pro \u6bcf\u5206\u9418\u547c\u53eb\u4e0d\u8d85\u904e 60 \u6b21\u5c31\u514d\u8cbb(<a href=\"https:\/\/ai.google.dev\/pricing\" target=\"_blank\" rel=\"noreferrer noopener\">pricing<\/a>)\uff0c\u9019\u9ede\u4e5f\u662f\u975e\u5e38\u6709\u7af6\u722d\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><img decoding=\"async\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f3af\/32.png\" alt=\"\ud83c\udfaf\"><a href=\"https:\/\/huggingface.co\/spaces\/lmsys\/chatbot-arena-leaderboard\" target=\"_blank\" rel=\"noreferrer noopener\">Chatbot Arena Elo \u8a55\u6e2c<\/a><\/h3>\n\n\n\n<p>\u65e2\u7136\u4efb\u4f55\u6307\u6a19\u611f\u89ba\u90fd\u6709\u53ef\u4ee5\u5077\u52a0\u6599\uff0c\u6709\u6c92\u6709\u4ec0\u9ebc\u6307\u6a19\u662f\u7d42\u6975\u516c\u5e73\u7684\u5462? \u6709\u7684\uff0c\u90a3\u5c31\u662f Chatbot Arena\uff0c\u9019\u662f\u4e00\u7a2e\u76f2\u6e2c\u8a55\u6e2c\u5206\u6578\uff0c\u5b83\u8b93\u7528\u6236\u5f9e\u700f\u89bd\u5668\u6bd4\u8f03\u8d85\u904e25\u500bLLM\u7684\u8f38\u51fa\u3002<\/p>\n\n\n\n<p>\u5927\u795e Andrej Karpathy \u8aaa: I pretty much only trust two LLM evals right now: Chatbot Arena and r\/LocalLlama comments section (<a href=\"https:\/\/twitter.com\/karpathy\/status\/1737544497016578453\" target=\"_blank\" rel=\"noreferrer noopener\">tweet<\/a>)<\/p>\n\n\n\n<p>\u5728\u6700\u65b0\u7684\u6392\u884c\u699c\u4e0a\uff0cOpenAI \u4ecd\u7136\u9738\u699c\uff0c\u63a5\u8457\u662f Anthropic\uff0c\u7136\u5f8c\u662f\u65b0\u9032\u699c\u7684 Mistral Mixtral-8x7B \u6a21\u578b\uff0c\u7136\u5f8c\u624d\u662f Google Gemini Pro\u3002\u81f3\u65bc Meta&#8217;s Llama 2 \u5728\u6c92\u6709\u5f8c\u7e8c\u52a0\u5f37\u5fae\u8abf\u7684\u60c5\u6cc1\uff0c\u5df2\u7d93\u843d\u5728\u5f8c\u9762\u4e86\u3002<br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><img decoding=\"async\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f6a7\/32.png\" alt=\"\ud83d\udea7\"><a href=\"https:\/\/mistral.ai\/news\/mixtral-of-experts\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u65b0\u9ed1\u99ac Mistral \u7684 Mixtral 8x7B<\/a><\/h3>\n\n\n\n<p>\u4e0a\u8ff0\u63d0\u5230\u65b0\u9032\u699c\u7684 Mixtral-8x7b\uff0c\u76ee\u524d\u662f\u6700\u5f37\u7684\u958b\u6e90\u6a21\u578b\u4e86\uff0c\u8868\u73fe\u751a\u81f3\u8d85\u8d8a GPT-3.5\u3002\u9019\u5bb6 Mistral AI \u662f\u4e00\u5bb6\u6cd5\u570b\u7684\u65b0\u5275\u516c\u53f8\uff0c\u4ed6\u5011\u4f7f\u7528 MoE (Mixtral of Experts) \u6df7\u5408\u5c08\u5bb6\u6280\u8853\u5728\u4ed6\u5011\u539f\u6709\u7684 7B \u6a21\u578b\u4e0a\uff0c\u5275\u9020\u4e86\u65b0\u7684 8x7B \u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u65e2\u7136\u662f\u958b\u6e90\uff0c\u5c31\u4ee3\u8868\u4f60\u53ef\u4ee5\u5728\u81ea\u5df1\u96fb\u8166\u88dd\u8d77\u4f86\uff0c\u6700\u5927\u7684\u9650\u5236\u5c31\u662f\u4f60\u8a18\u61b6\u9ad4\u5920\u4e0d\u5920\u3002\u9019\u88e1\u63a8\u85a6\u4f7f\u7528&nbsp;<a href=\"https:\/\/ollama.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">ollama.ai\/<\/a>&nbsp;\u6216\u662f&nbsp;<a href=\"https:\/\/lmstudio.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">lmstudio.ai\/<\/a>&nbsp;\u7b49\u5de5\u5177\uff0c\u5c31\u53ef\u4ee5\u5f88\u65b9\u4fbf\u7684\u5728\u672c\u6a5f\u88dd\u8d77\u4f86\u3002\u9019\u500b 8x7B \u61c9\u8a72\u8981 48GB RAM \u624d\u5920\u3002\u76ee\u524d\u4e5f\u6709\u5404\u7a2e (<a href=\"https:\/\/arxiv.org\/abs\/2312.11514\" target=\"_blank\" rel=\"noreferrer noopener\">\u65b0<\/a>) (<a href=\"https:\/\/github.com\/lyogavin\/Anima\/tree\/main\/air_llm\" target=\"_blank\" rel=\"noreferrer noopener\">\u6280<\/a>) (<a href=\"https:\/\/github.com\/SJTU-IPADS\/PowerInfer\" target=\"_blank\" rel=\"noreferrer noopener\">\u8853<\/a>) \u5728\u6e1b\u5c11\u9019\u500b\u8a18\u61b6\u9ad4\u9700\u6c42\u3002<\/p>\n\n\n\n<p><br>(\u6700\u5f8c\u770b\u4e00\u4e0b Nano \u7b49\u7d1a)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><img decoding=\"async\" src=\"https:\/\/fonts.gstatic.com\/s\/e\/notoemoji\/15.0\/1f44a\/32.png\" alt=\"\ud83d\udc4a\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/phi-2-the-surprising-power-of-small-language-models\/\" target=\"_blank\" rel=\"noreferrer noopener\">Phi-2: The surprising power of small language models<\/a><\/h3>\n\n\n\n<p>\u9019\u662f\u5fae\u8edf\u63a8\u51fa\u7684\u8ff7\u4f60\u958b\u6e90\u6a21\u578b\uff0c\u53ea\u6709 2.7B\uff0c\u8a55\u6e2c\u6548\u80fd\u512a\u65bc Gemini Nano\u3002\u53ef\u60dc\u4e0d\u80fd\u5546\u7528\uff0c\u800c\u4e14\u4e5f\u4e0d\u652f\u63f4\u4e2d\u6587\uff0c\u4e0d\u904e\u4f60\u53ef\u4ee5\u8f15\u9b06\u5728\u672c\u6a5f\u88dd\u8d77\u4f86\uff0c\u901f\u5ea6\u4e0d\u932f\u3002<\/p>\n\n\n\n<p>&#8212;-<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u5c31\u662f Google \u5728\u9019\u4e09\u500b\u6230\u7dda\u9762\u81e8\u7684\u56de\u61c9\u6311\u6230\u3002<br>\u6700\u5f8c\uff0c\u6211\u7684 LLM \u61c9\u7528\u958b\u767c\u5de5\u4f5c\u574a\u8ab2\u7a0b\uff0c\u4e0b\u4e00\u68af\u662f\u5be6\u9ad4\u8ab2 2024\/1\/6 (\u516d)\u5728<a href=\"https:\/\/5xcampus.com\/courses\/ai-workshop.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e94\u500d\u5b78\u9662<\/a>\uff0c\u6b61\u8fce\u6709\u8208\u8da3\u7684\u670b\u53cb\u5831\u540d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/5xcampus.com\/courses\/ai-workshop.html\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/ci3.googleusercontent.com\/meips\/ADKq_NYTIZ25-r3OiF5gj4hh8PXdzh5olILXaw8k0rBCkCrEMnwy7MLqC4xCUKxy2v3YZMNnjH3Jow=s0-d-e1-ft#https:\/\/ihower.tw\/ihower-llm.jpg\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p><br>\u5e0c\u671b\u4f60\u6703\u559c\u6b61\u9019\u4efd\u9031\u5831\uff0c\u8b1d\u8b1d\u3002<\/p>\n\n\n\n<p>\u2013 ihower<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello! \u4f60\u597d&nbsp; Google \u672c\u6708\u521d\u63a8\u51fa\u4e86\u5927\u5bb6\u671f\u5f85\u5df2\u4e45\u7684&nbsp;Gemini \u6a21\u578b\uff0c\u5176\u4e2d&#038; &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/11860-aie-google-gemini\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u9031\u5831 \ud83d\ude80 Google Gemini \u5404\u5bb6\u5f8c\u7e8c\u56de\u61c9 #05\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[91],"tags":[],"class_list":["post-11860","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-35i","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/11860","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=11860"}],"version-history":[{"count":6,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/11860\/revisions"}],"predecessor-version":[{"id":13029,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/11860\/revisions\/13029"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=11860"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=11860"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=11860"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}