{"id":6820,"date":"2025-07-30T17:08:53","date_gmt":"2025-07-30T09:08:53","guid":{"rendered":"https:\/\/witology.com.tw\/?p=6820"},"modified":"2025-12-29T15:36:14","modified_gmt":"2025-12-29T07:36:14","slug":"https-witology-com-tw-post-6820","status":"publish","type":"post","link":"https:\/\/witology.com.tw\/en\/post\/6820\/","title":{"rendered":"July_AI Chip Topics\uff5cAI Inference Chip Trend Analysis by the Edge of Hundreds of Controversies(Up)"},"content":{"rendered":"<p><strong>Author: Mr. Lin Weizhi, Executive Vice President, Ji-Pu Industrial Trend Research Institute<\/strong><\/p>\n<p>As mentioned earlier, if AI agents are to be popularized on a large scale in the future, it is not enough to rely on \"large-scale models\" alone, and it is necessary to integrate computing capabilities at different levels, such as the cloud, edge, and endpoints, etc. Once LLMs are uploaded to the network, the cost of inference often exceeds the cost of training, and the scale of inference in a single day may be as high as hundreds of millions of tokens, and the computational efficiency and power consumption of chips will be magnified and examined at that time. Taking NVIDIA's Blackwell as an example, it is claimed that it can reduce the energy consumption and OPEX of LLM inference by 25 times, which highlights the importance of specialized hardware (e.g., GPUs, ASICs) in the inference scenario. In addition, cloud inference requires milliseconds of response latency, while edge devices are challenged by power consumption and thermal constraints. In summary, I believe that the two most critical challenges in today's inference technology are as follows, and will be the deciding factors in the competition for inference chips:<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Challenge<\/strong><strong>1<\/strong><strong>: Throughput<\/strong><strong>(Throughput) <\/strong><strong>and<\/strong> <strong>Data Delay<\/strong><strong>(Latency)<\/strong><strong>balance<\/strong> <strong>optimization<\/strong><\/p>\n<p><strong>Challenge<\/strong><strong>2<\/strong><strong>: Prefill<\/strong><strong>(Prefill)<\/strong><strong>Stage<\/strong> <strong>and<\/strong> <strong>decode<\/strong><strong>(Decode)<\/strong><strong>Stage<\/strong> <strong>specialization<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>Throughput in the first point refers to the effective amount of work a system can accomplish in a single hour, reflecting the combined performance of hardware computing power, memory bandwidth, and software scheduling. Higher throughput means that the system can serve more users or accomplish more tasks in the same amount of time.<div class=\"su-members\" style=\"background-color:#ffffff;border-color:#cccccc;color:#666666\">For more details, please register or log in.<a href=\"\/log-in\/\">Member Login<\/a>.<\/div>","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\u57f7\u884c\u526f\u7e3d \u6797\u5049\u667a \u5982\u524d\u6240\u8ff0\uff0c\u672a\u4f86\u82e5\u8981\u8b93 AI Agent \u771f\u6b63\u5927\u898f\u6a21\u666e\u53ca\uff0c\u55ae\u9760\u300c\u5927\u578b\u6a21 [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":6825,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[52],"tags":[],"class_list":["post-6820","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u4e03\u6708_AI\u6676\u7247\u5c08\u984c\uff5c\u767e\u5bb6\u722d\u9cf4\u7684\u908a\u7de3\u4e4bAI\u63a8\u8ad6\u6676\u7247\u8da8\u52e2\u89e3\u6790(\u4e0a) - \u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240<\/title>\n<meta name=\"description\" content=\"\u5982\u524d\u6240\u8ff0\uff0c\u672a\u4f86\u82e5\u8981\u8b93 AI &quot;Agent&quot; \u771f\u6b63\u5927\u898f\u6a21\u666e\u53ca\uff0c\u55ae\u9760\u300c\u5927\u578b\u6a21\u578b\u300d\u4e26\u4e0d\u8db3\u4ee5\u652f\u6490\uff0c\u9084\u5fc5\u9808\u6574\u5408\u96f2\u7aef\u3001\u908a\u7de3\u8207\u7d42\u7aef\u7b49\u4e0d\u540c\u5c64\u7d1a\u7684\u904b\u7b97\u80fd\u529b\u3002LLM \u4e00\u65e6\u4e0a\u7dda\uff0c\u63a8\u8ad6\u6210\u672c\u5f80\u5f80\u6703\u8d85\u904e\u8a13\u7df4\u6210\u672c\uff0c\u55ae\u65e5\u63a8\u8ad6\u898f\u6a21\u53ef\u80fd\u9ad8\u9054\u6578\u5104\u500b &quot;token&quot;\uff0c\u6b64\u6642\u6676\u7247\u7684\u904b\u7b97\u6548\u7387\u8207\u80fd\u8017\u8868\u73fe\u4fbf\u6703\u88ab\u653e\u5927\u6aa2\u8996\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/witology.com.tw\/en\/post\/6820\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4e03\u6708_AI\u6676\u7247\u5c08\u984c\uff5c\u767e\u5bb6\u722d\u9cf4\u7684\u908a\u7de3\u4e4bAI\u63a8\u8ad6\u6676\u7247\u8da8\u52e2\u89e3\u6790(\u4e0a) - \u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\" \/>\n<meta property=\"og:description\" content=\"\u5982\u524d\u6240\u8ff0\uff0c\u672a\u4f86\u82e5\u8981\u8b93 AI &quot;Agent&quot; \u771f\u6b63\u5927\u898f\u6a21\u666e\u53ca\uff0c\u55ae\u9760\u300c\u5927\u578b\u6a21\u578b\u300d\u4e26\u4e0d\u8db3\u4ee5\u652f\u6490\uff0c\u9084\u5fc5\u9808\u6574\u5408\u96f2\u7aef\u3001\u908a\u7de3\u8207\u7d42\u7aef\u7b49\u4e0d\u540c\u5c64\u7d1a\u7684\u904b\u7b97\u80fd\u529b\u3002LLM \u4e00\u65e6\u4e0a\u7dda\uff0c\u63a8\u8ad6\u6210\u672c\u5f80\u5f80\u6703\u8d85\u904e\u8a13\u7df4\u6210\u672c\uff0c\u55ae\u65e5\u63a8\u8ad6\u898f\u6a21\u53ef\u80fd\u9ad8\u9054\u6578\u5104\u500b &quot;token&quot;\uff0c\u6b64\u6642\u6676\u7247\u7684\u904b\u7b97\u6548\u7387\u8207\u80fd\u8017\u8868\u73fe\u4fbf\u6703\u88ab\u653e\u5927\u6aa2\u8996\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/witology.com.tw\/en\/post\/6820\/\" \/>\n<meta property=\"og:site_name\" content=\"\u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-30T09:08:53+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-29T07:36:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/witology.com.tw\/wp-content\/uploads\/2025\/08\/1-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1170\" \/>\n\t<meta property=\"og:image:height\" content=\"540\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"\u667a\u749e\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u667a\u749e\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/\"},\"author\":{\"name\":\"\u667a\u749e\",\"@id\":\"https:\\\/\\\/witology.com.tw\\\/#\\\/schema\\\/person\\\/8577f0d90510c4616cfe265867eab3b3\"},\"headline\":\"\u4e03\u6708_AI\u6676\u7247\u5c08\u984c\uff5c\u767e\u5bb6\u722d\u9cf4\u7684\u908a\u7de3\u4e4bAI\u63a8\u8ad6\u6676\u7247\u8da8\u52e2\u89e3\u6790(\u4e0a)\",\"datePublished\":\"2025-07-30T09:08:53+00:00\",\"dateModified\":\"2025-12-29T07:36:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/\"},\"wordCount\":320,\"publisher\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/witology.com.tw\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/1-1.jpg\",\"articleSection\":[\"\u79d1\u6280(Technology)\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/\",\"url\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/\",\"name\":\"\u4e03\u6708_AI\u6676\u7247\u5c08\u984c\uff5c\u767e\u5bb6\u722d\u9cf4\u7684\u908a\u7de3\u4e4bAI\u63a8\u8ad6\u6676\u7247\u8da8\u52e2\u89e3\u6790(\u4e0a) - \u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/witology.com.tw\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/1-1.jpg\",\"datePublished\":\"2025-07-30T09:08:53+00:00\",\"dateModified\":\"2025-12-29T07:36:14+00:00\",\"description\":\"\u5982\u524d\u6240\u8ff0\uff0c\u672a\u4f86\u82e5\u8981\u8b93 AI \\\"Agent\\\" \u771f\u6b63\u5927\u898f\u6a21\u666e\u53ca\uff0c\u55ae\u9760\u300c\u5927\u578b\u6a21\u578b\u300d\u4e26\u4e0d\u8db3\u4ee5\u652f\u6490\uff0c\u9084\u5fc5\u9808\u6574\u5408\u96f2\u7aef\u3001\u908a\u7de3\u8207\u7d42\u7aef\u7b49\u4e0d\u540c\u5c64\u7d1a\u7684\u904b\u7b97\u80fd\u529b\u3002LLM \u4e00\u65e6\u4e0a\u7dda\uff0c\u63a8\u8ad6\u6210\u672c\u5f80\u5f80\u6703\u8d85\u904e\u8a13\u7df4\u6210\u672c\uff0c\u55ae\u65e5\u63a8\u8ad6\u898f\u6a21\u53ef\u80fd\u9ad8\u9054\u6578\u5104\u500b \\\"token\\\"\uff0c\u6b64\u6642\u6676\u7247\u7684\u904b\u7b97\u6548\u7387\u8207\u80fd\u8017\u8868\u73fe\u4fbf\u6703\u88ab\u653e\u5927\u6aa2\u8996\u3002\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/#primaryimage\",\"url\":\"https:\\\/\\\/witology.com.tw\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/1-1.jpg\",\"contentUrl\":\"https:\\\/\\\/witology.com.tw\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/1-1.jpg\",\"width\":1170,\"height\":540},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/witology.com.tw\\\/post\\\/6820\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9801\",\"item\":\"https:\\\/\\\/witology.com.tw\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4e03\u6708_AI\u6676\u7247\u5c08\u984c\uff5c\u767e\u5bb6\u722d\u9cf4\u7684\u908a\u7de3\u4e4bAI\u63a8\u8ad6\u6676\u7247\u8da8\u52e2\u89e3\u6790(\u4e0a)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/witology.com.tw\\\/#website\",\"url\":\"https:\\\/\\\/witology.com.tw\\\/\",\"name\":\"\u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\",\"description\":\"WITOLOGY MARKETTREND RESEARCH INSTITUTE\",\"publisher\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/witology.com.tw\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/witology.com.tw\\\/#organization\",\"name\":\"\u667a\u749e\u8da8\u52e2\u7522\u696d\u7814\u7a76\u6240\",\"url\":\"https:\\\/\\\/witology.com.tw\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/witology.com.tw\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/witology.com.tw\\\/wp-content\\\/uploads\\\/2022\\\/05\\\/wm_logo_icon_180x180.png\",\"contentUrl\":\"https:\\\/\\\/witology.com.tw\\\/wp-content\\\/uploads\\\/2022\\\/05\\\/wm_logo_icon_180x180.png\",\"width\":180,\"height\":180,\"caption\":\"\u667a\u749e\u8da8\u52e2\u7522\u696d\u7814\u7a76\u6240\"},\"image\":{\"@id\":\"https:\\\/\\\/witology.com.tw\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/witology.com.tw\\\/#\\\/schema\\\/person\\\/8577f0d90510c4616cfe265867eab3b3\",\"name\":\"\u667a\u749e\",\"url\":\"https:\\\/\\\/witology.com.tw\\\/en\\\/post\\\/author\\\/witology\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"July_AI Chip Topics\uff5cAI Inference Chip Trend Analysis(Up) - Smart Pu Industry Trend Research Institute","description":"As mentioned earlier, if AI \"Agent\" is to be popularized on a large scale in the future, it is not enough to rely on \"large-scale models\" alone, but must also integrate computing capabilities at different levels, such as the cloud, edge, and endpoints, etc. Once LLMs are uploaded to the line, the cost of inference often exceeds the cost of training, and the scale of inference in a single day may be as high as hundreds of millions of \"tokens,\" at which time the computational efficiency of the chip and the performance of the energy consumption are magnified to view. Once online, the cost of inference often exceeds the cost of training.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/witology.com.tw\/en\/post\/6820\/","og_locale":"en_US","og_type":"article","og_title":"\u4e03\u6708_AI\u6676\u7247\u5c08\u984c\uff5c\u767e\u5bb6\u722d\u9cf4\u7684\u908a\u7de3\u4e4bAI\u63a8\u8ad6\u6676\u7247\u8da8\u52e2\u89e3\u6790(\u4e0a) - \u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240","og_description":"\u5982\u524d\u6240\u8ff0\uff0c\u672a\u4f86\u82e5\u8981\u8b93 AI \"Agent\" \u771f\u6b63\u5927\u898f\u6a21\u666e\u53ca\uff0c\u55ae\u9760\u300c\u5927\u578b\u6a21\u578b\u300d\u4e26\u4e0d\u8db3\u4ee5\u652f\u6490\uff0c\u9084\u5fc5\u9808\u6574\u5408\u96f2\u7aef\u3001\u908a\u7de3\u8207\u7d42\u7aef\u7b49\u4e0d\u540c\u5c64\u7d1a\u7684\u904b\u7b97\u80fd\u529b\u3002LLM \u4e00\u65e6\u4e0a\u7dda\uff0c\u63a8\u8ad6\u6210\u672c\u5f80\u5f80\u6703\u8d85\u904e\u8a13\u7df4\u6210\u672c\uff0c\u55ae\u65e5\u63a8\u8ad6\u898f\u6a21\u53ef\u80fd\u9ad8\u9054\u6578\u5104\u500b \"token\"\uff0c\u6b64\u6642\u6676\u7247\u7684\u904b\u7b97\u6548\u7387\u8207\u80fd\u8017\u8868\u73fe\u4fbf\u6703\u88ab\u653e\u5927\u6aa2\u8996\u3002","og_url":"https:\/\/witology.com.tw\/en\/post\/6820\/","og_site_name":"\u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240","article_published_time":"2025-07-30T09:08:53+00:00","article_modified_time":"2025-12-29T07:36:14+00:00","og_image":[{"width":1170,"height":540,"url":"https:\/\/witology.com.tw\/wp-content\/uploads\/2025\/08\/1-1.jpg","type":"image\/jpeg"}],"author":"\u667a\u749e","twitter_card":"summary_large_image","twitter_misc":{"Written by":"\u667a\u749e","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/witology.com.tw\/post\/6820\/#article","isPartOf":{"@id":"https:\/\/witology.com.tw\/post\/6820\/"},"author":{"name":"\u667a\u749e","@id":"https:\/\/witology.com.tw\/#\/schema\/person\/8577f0d90510c4616cfe265867eab3b3"},"headline":"\u4e03\u6708_AI\u6676\u7247\u5c08\u984c\uff5c\u767e\u5bb6\u722d\u9cf4\u7684\u908a\u7de3\u4e4bAI\u63a8\u8ad6\u6676\u7247\u8da8\u52e2\u89e3\u6790(\u4e0a)","datePublished":"2025-07-30T09:08:53+00:00","dateModified":"2025-12-29T07:36:14+00:00","mainEntityOfPage":{"@id":"https:\/\/witology.com.tw\/post\/6820\/"},"wordCount":320,"publisher":{"@id":"https:\/\/witology.com.tw\/#organization"},"image":{"@id":"https:\/\/witology.com.tw\/post\/6820\/#primaryimage"},"thumbnailUrl":"https:\/\/witology.com.tw\/wp-content\/uploads\/2025\/08\/1-1.jpg","articleSection":["\u79d1\u6280(Technology)"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/witology.com.tw\/post\/6820\/","url":"https:\/\/witology.com.tw\/post\/6820\/","name":"July_AI Chip Topics\uff5cAI Inference Chip Trend Analysis(Up) - Smart Pu Industry Trend Research Institute","isPartOf":{"@id":"https:\/\/witology.com.tw\/#website"},"primaryImageOfPage":{"@id":"https:\/\/witology.com.tw\/post\/6820\/#primaryimage"},"image":{"@id":"https:\/\/witology.com.tw\/post\/6820\/#primaryimage"},"thumbnailUrl":"https:\/\/witology.com.tw\/wp-content\/uploads\/2025\/08\/1-1.jpg","datePublished":"2025-07-30T09:08:53+00:00","dateModified":"2025-12-29T07:36:14+00:00","description":"As mentioned earlier, if AI \"Agent\" is to be popularized on a large scale in the future, it is not enough to rely on \"large-scale models\" alone, but must also integrate computing capabilities at different levels, such as the cloud, edge, and endpoints, etc. Once LLMs are uploaded to the line, the cost of inference often exceeds the cost of training, and the scale of inference in a single day may be as high as hundreds of millions of \"tokens,\" at which time the computational efficiency of the chip and the performance of the energy consumption are magnified to view. Once online, the cost of inference often exceeds the cost of training.","breadcrumb":{"@id":"https:\/\/witology.com.tw\/post\/6820\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/witology.com.tw\/post\/6820\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/witology.com.tw\/post\/6820\/#primaryimage","url":"https:\/\/witology.com.tw\/wp-content\/uploads\/2025\/08\/1-1.jpg","contentUrl":"https:\/\/witology.com.tw\/wp-content\/uploads\/2025\/08\/1-1.jpg","width":1170,"height":540},{"@type":"BreadcrumbList","@id":"https:\/\/witology.com.tw\/post\/6820\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9801","item":"https:\/\/witology.com.tw\/"},{"@type":"ListItem","position":2,"name":"\u4e03\u6708_AI\u6676\u7247\u5c08\u984c\uff5c\u767e\u5bb6\u722d\u9cf4\u7684\u908a\u7de3\u4e4bAI\u63a8\u8ad6\u6676\u7247\u8da8\u52e2\u89e3\u6790(\u4e0a)"}]},{"@type":"WebSite","@id":"https:\/\/witology.com.tw\/#website","url":"https:\/\/witology.com.tw\/","name":"Witology Market Trend Research Institute","description":"WITOLOGY MARKETTREND RESEARCH INSTITUTE","publisher":{"@id":"https:\/\/witology.com.tw\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/witology.com.tw\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/witology.com.tw\/#organization","name":"Witology Markettrend Research Institute","url":"https:\/\/witology.com.tw\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/witology.com.tw\/#\/schema\/logo\/image\/","url":"https:\/\/witology.com.tw\/wp-content\/uploads\/2022\/05\/wm_logo_icon_180x180.png","contentUrl":"https:\/\/witology.com.tw\/wp-content\/uploads\/2022\/05\/wm_logo_icon_180x180.png","width":180,"height":180,"caption":"\u667a\u749e\u8da8\u52e2\u7522\u696d\u7814\u7a76\u6240"},"image":{"@id":"https:\/\/witology.com.tw\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/witology.com.tw\/#\/schema\/person\/8577f0d90510c4616cfe265867eab3b3","name":"wisdom in the rough","url":"https:\/\/witology.com.tw\/en\/post\/author\/witology\/"}]}},"_links":{"self":[{"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/posts\/6820","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/comments?post=6820"}],"version-history":[{"count":7,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/posts\/6820\/revisions"}],"predecessor-version":[{"id":7058,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/posts\/6820\/revisions\/7058"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/media\/6825"}],"wp:attachment":[{"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/media?parent=6820"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/categories?post=6820"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/tags?post=6820"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}