{"id":12555,"date":"2024-10-31T23:59:00","date_gmt":"2024-10-31T15:59:00","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12555"},"modified":"2025-07-04T07:44:35","modified_gmt":"2025-07-03T23:44:35","slug":"aie-one-year","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12555-aie-one-year","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831\u4e00\u9031\u5e74\u5566 \ud83d\ude80\u00a0#18"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" data-attachment-id=\"12556\" data-permalink=\"https:\/\/ihower.tw\/blog\/12555-aie-one-year\/unnamed\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2024\/11\/unnamed.jpg\" 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=\"unnamed\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2024\/11\/unnamed-300x300.jpg\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2024\/11\/unnamed.jpg\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2024\/11\/unnamed.jpg\" alt=\"\" class=\"wp-image-12556\" style=\"width:590px;height:auto\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2024\/11\/unnamed.jpg 800w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2024\/11\/unnamed-300x300.jpg 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2024\/11\/unnamed-150x150.jpg 150w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2024\/11\/unnamed-768x768.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b<\/p>\n\n\n\n<p>\u6211\u662f ihower\uff0c\u4eca\u5929 10\/31 \u842c\u8056\u7bc0\u5feb\u6a02\uff01\u795d\u5927\u5bb6\u6709\u500b\u6b61\u6a02\u6109\u5feb\u7684\u4e00\u5929\uff0c\u98b1\u98a8\u5929\u5728\u5bb6\u4e5f\u8acb\u6ce8\u610f\u5b89\u5168\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"-openai-devday-2024-httpsihowertwblogarchives12509\">\ud83d\udd1d&nbsp;<a href=\"https:\/\/ihower.tw\/blog\/archives\/12509\">OpenAI DevDay 2024 \u91cd\u9ede\u6574\u7406<\/a><\/h3>\n\n\n\n<p>\u9019\u662f\u6708\u521d OpenAI DevDay 2024 \u820a\u91d1\u5c71\u5834\u7684\u91cd\u9ede\u6574\u7406\uff0c\u5305\u62ec<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Realtime API \u4f60\u4e5f\u53ef\u4ee5\u505a\u51fa ChatGPT \u9032\u968e\u8a9e\u97f3\u6a21\u5f0f\u5728\u4f60\u7684 app \u4e86\uff0c\u9019\u5c07\u5e36\u4f86\u4e00\u6574\u500b\u65b0\u4e16\u4ee3\u7684\u8a9e\u97f3 app<\/li>\n\n\n\n<li>Prompt caching \u4e0d\u7528\u984d\u5916\u8a2d\u7f6e\uff0c\u547d\u4e2d\u5feb\u53d6\u5c31\u81ea\u52d5\u6709 50% \u6298\u6263<\/li>\n\n\n\n<li>Vision fine tuning \u8996\u89ba\u5716\u7247\u5fae\u8abf gpt-4o<\/li>\n\n\n\n<li>Model distillation &amp; eval tools! \u6a21\u578b\u84b8\u993e\u548c\u8a55\u4f30\u5de5\u5177<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"--openai-o1-httpsihowertwnotese68a80e8a193e7ad86e8a898-aiopenaio1e8b387e69699\">\ud83d\udc4d&nbsp;<a href=\"https:\/\/ihower.tw\/notes\/%E6%8A%80%E8%A1%93%E7%AD%86%E8%A8%98-AI\/OpenAI+o1+%E8%B3%87%E6%96%99\">\u6211\u7684 OpenAI o1 \u7684\u8cc7\u6599\u6574\u7406<\/a><\/h3>\n\n\n\n<p>OpenAI \u5728 9\/12 \u63a8\u51fa\u7684 o1 \u6a21\u578b\uff0c\u63a1\u7528\u4e86\u96b1\u85cf\u7684 CoT\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u601d\u8003\u7684 latency \u6642\u9593\u4e5f\u589e\u52a0\u4e0d\u5c11\u3002\u6211\u6536\u96c6\u4e86\u4e00\u4e9b\u8cc7\u6599\u5206\u4eab\u7d66\u6709\u8208\u8da3\u7684\u670b\u53cb\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\" id=\"--openai-latency--accuracy-httpsplatformopenaicomdocsguideslatency-optimization\">\ud83c\udfaf&nbsp;<a href=\"https:\/\/platform.openai.com\/docs\/guides\/latency-optimization\">OpenAI Latency \u548c Accuracy \u6700\u4f73\u5316\u6587\u4ef6<\/a><\/h3>\n\n\n\n<p>\u5728 OpenAI API \u6587\u4ef6\u4e2d\u6709\u5169\u4efd\u4e0d\u986f\u773c Best Practices\uff0c\u5982\u679c\u4f60\u932f\u904e\u4e86\uff0c\u63a8\u85a6\u503c\u5f97\u4e00\u8b80:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/latency-optimization\">Latency optimization<\/a>&nbsp;\u6539\u9032 Latency \u7684\u4e00\u4e9b\u539f\u5247\uff0c\u5305\u62ec\u4e00\u500b\u53b2\u5bb3\u7684\u7bc4\u4f8b<\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/optimizing-llm-accuracy\">Optimizing LLMs for accuracy<\/a>&nbsp;\u6539\u9032\u6e96\u78ba\u6027\u7684\u65b9\u5411\uff0c\u5305\u62ec RAG \u548c Fine-tuning\uff0c\u4ee5\u53ca\u8aaa\u660e\u591a\u5c11\u6e96\u78ba\u5ea6\u7b97\u662f\u8db3\u5920\u597d?<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"-agent-frameworks-httpswwwfacebookcomihowerposts10161483012588971\">\ud83e\udde0&nbsp;<a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10161483012588971\">Agent Frameworks \u7684\u6bd4\u8f03\u8a0e\u8ad6<\/a><\/h3>\n\n\n\n<p>\u770b\u4e86\u5169\u7bc7 Aparna Dhinakaran \u5beb\u7684\u8a0e\u8ad6 Agent Frameworks \u7684\u6587\u7ae0\uff0c\u6bd4\u8f03\u81ea\u884c\u958b\u767c\uff0c\u6216\u662f\u4f7f\u7528 LangGraph\u3001Llamaindex workflows \u6846\u67b6\u7684\u512a\u7f3a\u9ede\uff0c\u4ee5\u4e0b\u6458\u6211\u504f\u611b\u7684\u91cd\u9ede:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1-navigating-the-new-types-of-llm-agents-and-architectureshttpstowardsdatasciencecomnavigating-the-new-types-of-llm-agents-and-architectures-309382ce9f88\">1.&nbsp;<a href=\"https:\/\/towardsdatascience.com\/navigating-the-new-types-of-llm-agents-and-architectures-309382ce9f88\">Navigating the New Types of LLM Agents and Architectures<\/a><\/h4>\n\n\n\n<p>\u76ee\u524d\u696d\u754c\u8a8d\u70ba\u5be6\u7528\u7684 Agents \u67b6\u69cb\u662f\u57fa\u65bc\u66f4\u56b4\u683c\u7684\u65b9\u5f0f\u5b9a\u7fa9\u53ef\u4ee5\u63a1\u53d6\u7684\u53ef\u80fd\u8def\u5f91\uff0c\u4e5f\u5c31\u662f\u4e8b\u5148\u6703\u5b9a\u7fa9\u597d\u6b65\u9a5f\uff0c\u5305\u62ec\u6709\u6c7a\u7b56\u689d\u4ef6\u7684\u6b65\u9a5f(\u53c8\u53eb\u505a Router)\uff0c\u6b65\u9a5f\u4e4b\u9593\u53ef\u5171\u4eab\u8cc7\u6599\u3002\u800c\u4e0d\u662f\u5b8c\u5168\u8b93 LLM \u505a Planning\uff0c\u4f8b\u5982 ReAct \u7684\u958b\u653e\u6027\u7279\u8cea\u7684 Agent \u9019\u7a2e\u96d6\u7136\u5f88\u901a\u7528\u4f46\u662f\u4e0d\u5be6\u7528\u3002<\/p>\n\n\n\n<p>Q: \u60a8\u662f\u5426\u61c9\u8a72\u4f7f\u7528\u6846\u67b6\u4f86\u958b\u767c\u60a8\u7684 Agent \uff1f<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6211\u5011\u5728\u9019\u500b\u9818\u57df\u6709\u76f8\u7576\u5f37\u70c8\u7684\u770b\u6cd5\uff0c\u56e0\u70ba\u6211\u5011\u81ea\u5df1\u5efa\u9020\u4e86\u4e00\u500b\u52a9\u624b\u3002\u6211\u5011\u7684\u52a9\u624b\u4f7f\u7528\u591a\u5c64\u8def\u7531\u5668\u67b6\u69cb\uff0c\u5177\u6709\u5206\u652f\u548c\u6b65\u9a5f\uff0c\u9019\u4e9b\u8207\u7576\u524d\u6846\u67b6\u7684\u4e00\u4e9b\u62bd\u8c61\u76f8\u547c\u61c9\u3002\u6211\u5011\u5728 LangGraph \u7a69\u5b9a\u4e4b\u524d\u5c31\u958b\u59cb\u5efa\u9020\u6211\u5011\u7684\u52a9\u624b\u3002\u56e0\u6b64\uff0c\u6211\u5011\u4e0d\u65b7\u554f\u81ea\u5df1\uff1a\u5982\u679c\u6211\u5011\u5f9e\u96f6\u958b\u59cb\uff0c\u6211\u5011\u6703\u4f7f\u7528\u7576\u524d\u6846\u67b6\u7684\u62bd\u8c61\u55ce\uff1f\u5b83\u5011\u80fd\u52dd\u4efb\u9019\u500b\u4efb\u52d9\u55ce\uff1f<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u76ee\u524d\u7684\u7b54\u6848\u662f\u5426\u5b9a\u7684\u3002\u6574\u9ad4\u7cfb\u7d71\u7684\u8907\u96dc\u6027\u592a\u9ad8\uff0c\u4e0d\u9069\u5408\u63a1\u7528 Pregel \u57fa\u790e\u67b6\u69cb\u3002\u5982\u679c\u4f60\u4ed4\u7d30\u770b\uff0c\u53ef\u4ee5\u5c07\u5176\u6620\u5c04\u5230\u7bc0\u9ede\u548c\u908a\u7de3\uff0c\u4f46\u8edf\u9ad4\u62bd\u8c61\u53ef\u80fd\u6703\u9020\u6210\u969c\u7919\u3002\u5c31\u76ee\u524d\u800c\u8a00\uff0c\u6211\u5011\u5718\u968a\u50be\u5411\u65bc\u9078\u64c7\u7a0b\u5f0f\u78bc\u800c\u975e\u6846\u67b6\u3002<\/p>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-choosing-between-llm-agent-frameworkshttpstowardsdatasciencecomchoosing-between-llm-agent-frameworks-69019493b259\">2.&nbsp;<a href=\"https:\/\/towardsdatascience.com\/choosing-between-llm-agent-frameworks-69019493b259\">Choosing Between LLM Agent Frameworks<\/a><\/h4>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5728\u6846\u67b6\u4e2d\u9032\u884c\u9664\u932f\u662f\u56f0\u96e3\u7684\u3002\u9019\u4e3b\u8981\u6b78\u56e0\u65bc\u6df7\u6dc6\u7684\u932f\u8aa4\u8a0a\u606f\u548c\u62bd\u8c61\u7684\u6982\u5ff5\uff0c\u4f7f\u5f97\u67e5\u770b\u8b8a\u6578\u8b8a\u5f97\u66f4\u52a0\u56f0\u96e3\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5982\u679c\u4f60\u4f7f\u7528\u6846\u67b6\u4e2d\u7684\u6240\u6709\u5167\u5bb9\uff0cLangGraph \u904b\u4f5c\u5f97\u5f88\u9806\u5229\uff1b\u5982\u679c\u4f60\u8d85\u51fa\u9019\u500b\u7bc4\u7587\uff0c\u6e96\u5099\u597d\u9762\u5c0d\u4e00\u4e9b\u9664\u932f\u7684\u982d\u75db\u554f\u984c\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>LangGraph \u70ba\u4f60\u505a\u4e86\u76f8\u7576\u591a\u7684\u4e8b\u60c5\uff0c\u5982\u679c\u4f60\u4e0d\u5b8c\u5168\u63a5\u53d7\u9019\u500b\u6846\u67b6\uff0c\u53ef\u80fd\u6703\u5c0e\u81f4\u9ebb\u7169\uff1b\u4ee3\u78bc\u53ef\u80fd\u975e\u5e38\u4e7e\u6de8\uff0c\u4f46\u4f60\u53ef\u80fd\u6703\u56e0\u6b64\u4ed8\u51fa\u66f4\u591a\u7684\u9664\u932f\u6210\u672c\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u7136\u5f8c\u4ed6\u6700\u5f8c\u6709\u4e00\u5f35\u6bd4\u8f03\u8868\uff0c\u4f46\u6211\u89ba\u5f97\u81ea\u884c\u958b\u767c\u624d\u662f East to get started\uff0c\u4f60\u4e0d\u9700\u8981\u5148\u5b78\u6846\u67b6\u7684\u5c08\u6709\u8a9e\u6cd5\u5c31\u53ef\u4ee5\u958b\u59cb\u3002\u81f3\u65bc Has extensive examples to work from \u9019\u9805\uff0c\u6211\u7684\u5b78\u7fd2\u65b9\u5f0f\u662f\u53c3\u8003 LangGraph \u7684&nbsp;<a href=\"https:\/\/langchain-ai.github.io\/langgraph\/tutorials\/\">examples<\/a>&nbsp;\u4e0d\u7528\u6846\u67b6\u81ea\u5df1\u505a\u4e00\u904d\uff0c\u96e3\u5ea6\u4e0d\u6703\u6bd4\u5237 leetcode \u9ad8\u5566\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/listmonk.aihao.tw\/uploads\/agent-frameworks_Gv0SfT.jpg\" alt=\"agent framework comparisons\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"-anthropic--prompt-engineering-httpswwwyoutubecomwatchvt9arn5jkml8\">\ud83d\udcda&nbsp;<a href=\"https:\/\/www.youtube.com\/watch?v=T9aRN5JkmL8\">Anthropic \u5167\u90e8\u5de5\u7a0b\u5e2b\u8ac7 Prompt engineering (\u5f71\u7247)<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/mp.weixin.qq.com\/s\/3GbkY87snrj5ih1rXW2WUg\">\u9010\u5b57\u7a3f\u6574\u7406(\u7c21\u9ad4)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10161499126503971\">\u6211\u7684 Facebook \u8cbc\u6587\u8a0e\u8ad6<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u9019\u662f Anthropic \u5167\u90e8\u5e7e\u4f4d\u5de5\u7a0b\u5e2b\u7684\u4e00\u5834\u8a2a\u8ac7\uff0c\u8ac7 Prompt engineering \u63d0\u793a\u5de5\u7a0b\u3002\u539f\u9304\u5f71\u8ddf\u6709\u4eba\u6574\u7406\u7684\u9010\u5b57\u7a3f\u9023\u7d50\u6211\u653e\u5728\u7559\u8a00\u4e2d\u3002 \u4ee5\u4e0b\u6458\u9304\u4e00\u4e9b\u6211\u6bd4\u8f03\u6709\u6536\u7a6b\u7684\u89c0\u9ede(\u6458\u81ea\u9010\u5b57\u7a3f):<\/p>\n\n\n\n<p>01 \u597d\u7684 prompt\uff1a\u8db3\u5920\u6e05\u6670\u3001\u6301\u7e8c\u8fed\u4ee3<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a66\u5716\u8b93\u63d0\u793a\u8a5e\u904e\u65bc\u62bd\u8c61\u662f\u4e00\u7a2e\u4f7f\u4e8b\u60c5\u8907\u96dc\u5316\u7684\u65b9\u5f0f\uff0c\u63d0\u793a\u8a5e\u8981\u5beb\u5f97\u66f4\u6df1\u5165\u3002\u4f46\u66f4\u591a\u6642\u5019\uff0c\u9700\u8981\u505a\u7684\u53ea\u662f\u5beb\u4e00\u500b\u975e\u5e38\u6e05\u6670\u7684\u4efb\u52d9\u63cf\u8ff0\uff0c\u800c\u4e0d\u662f\u5617\u8a66\u69cb\u5efa\u62bd\u8c61\u7684\u6771\u897f<\/li>\n\n\n\n<li>\u4e00\u500b\u597d\u7684\u5beb\u4f5c\u8005\u4e0d\u7b49\u65bc\u4e00\u500b\u597d\u7684\u63d0\u793a\u5de5\u7a0b\u5e2b\uff0c\u95dc\u9375\u662f\u8981\u6709\u8fed\u4ee3\u7684\u610f\u9858\u548c\u89c0\u5bdf\u7684\u80fd\u529b\uff0c\u70ba\u4e86\u5beb\u51fa\u4e00\u500b\u9084\u7b97\u4e0d\u932f\u7684\u63d0\u793a\u8a5e\uff0c\u53ef\u80fd\u6703\u5728\u77ed\u77ed 15 \u5206\u9418\u5167\u767c\u51fa\u6578\u767e\u500b\u63d0\u793a\uff0c\u53cd\u5fa9\u8abf\u6574<\/li>\n<\/ul>\n\n\n\n<p>02 \u8981\u628a\u4f60\u77e5\u9053 \u6a21\u578b\u4e0d\u77e5\u9053\u7684\u6771\u897f\u5beb\u51fa\u4f86<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f60\u5f97\u628a\u81ea\u5df1\u8166\u6d77\u4e2d\u6240\u6709\u4f60\u77e5\u9053\u4f46\u6a21\u578b\u4e0d\u77e5\u9053\u7684\u6771\u897f\u6574\u7406\u6e05\u695a\uff0c\u7136\u5f8c\u5beb\u4e0b\u4f86\u3002\u6211\u898b\u904e\u5f88\u591a\u4eba\u5beb\u7684\u63d0\u793a\u8a5e\uff0c\u53ef\u90a3\u4e9b\u6771\u897f\u9023\u6211\u9019\u6a23\u4e00\u500b\u4eba\u985e\u90fd\u4e0d\u660e\u767d\uff0c\u4ed6\u5011\u537b\u6307\u671b\u8457\u6a21\u578b\u80fd\u5e6b\u4f60\u89e3\u6c7a\u554f\u984c\u2026\u2026<\/li>\n\n\n\n<li>\u5f88\u591a\u4eba\u5728\u770b\u5230\u6a21\u578b\u51fa\u932f\u6642\uff0c\u5f80\u5f80\u4e0d\u6703\u76f4\u63a5\u53bb\u554f\u6a21\u578b\u554f\u984c\u3002\u4ed6\u5011\u53ea\u6703\u544a\u8a34\u6a21\u578b\uff1a\u300c\u4f60\u505a\u932f\u4e86\u3002\u300d\u4f46\u5176\u5be6\u4f60\u53ef\u4ee5\u554f\u6a21\u578b\uff1a\u300c\u4f60\u77e5\u9053\u70ba\u4ec0\u9ebc\u51fa\u932f\u55ce\uff1f\u80fd\u5e6b\u6211\u6539\u6539\u6211\u7684\u63d0\u793a\u8a5e\uff0c\u8b93\u4f60\u4e0d\u518d\u51fa\u932f\u55ce\uff1f\u300d<\/li>\n<\/ul>\n\n\n\n<p>03 \u8d8a\u8abf\u8d8a\u504f\uff0c\u4e0d\u5982\u76f4\u63a5\u653e\u68c4<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6709\u4e9b\u4efb\u52d9\u78ba\u5be6\u5f88\u96e3\uff0c\u4f60\u7684\u6bcf\u4e00\u6b21\u8abf\u6574\u53ef\u80fd\u90fd\u8b93\u7d50\u679c\u66f4\u52a0\u504f\u96e2\u76ee\u6a19\u3002\u9019\u7a2e\u60c5\u6cc1\u4e0b\uff0c\u6211\u50be\u5411\u65bc\u653e\u68c4\u3002\u8207\u5176\u82b1\u5e7e\u500b\u6708\u7684\u6642\u9593\u5728\u9019\u500b\u554f\u984c\u4e0a\uff0c\u4e0d\u5982\u7b49\u4e0b\u4e00\u500b\u66f4\u597d\u7684\u6a21\u578b\u51fa\u4f86<\/li>\n<\/ul>\n\n\n\n<p>04 \u4e0d\u9700\u8981\u89d2\u8272\u626e\u6f14\uff0c\u548c\u6a21\u578b\u5be6\u8a71\u5be6\u8aaa<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u96a8\u8457\u6a21\u578b\u7684\u80fd\u529b\u8d8a\u4f86\u8d8a\u5f37\uff0c\u5c0d\u4e16\u754c\u7684\u7406\u89e3\u8d8a\u4f86\u8d8a\u6df1\u5165\uff0c\u6211\u89ba\u5f97\u5176\u5be6\u6c92\u6709\u5fc5\u8981\u5c0d\u5b83\u5011\u6492\u8b0a\u3002\u66f4\u91cd\u8981\u7684\u662f\u76e1\u91cf\u5177\u9ad4\u5730\u63cf\u8ff0\u7576\u524d\u7684\u5834\u666f<\/li>\n\n\n\n<li>\u6700\u64d4\u5fc3\u7684\u662f\u5927\u5bb6\u7e3d\u662f\u7528\u89d2\u8272\u626e\u6f14\u985e\u7684\u63d0\u793a\u8a5e\u4f5c\u70ba\u4e00\u7a2e\u6377\u5f91\uff0c\u8b93\u6a21\u578b\u5b8c\u6210\u67d0\u500b\u985e\u4f3c\u7684\u4efb\u52d9\u3002\u800c\u7576\u6a21\u578b\u6c92\u6709\u6309\u7167\u9810\u671f\u5b8c\u6210\u4efb\u52d9\u6642\uff0c\u4ed6\u5011\u5c31\u6703\u611f\u5230\u56f0\u60d1\u3002\u4f46\u5176\u5be6\u90a3\u500b\u9810\u8a2d\u7684\u89d2\u8272\u6839\u672c\u4e0d\u662f\u4f60\u60f3\u8981\u6a21\u578b\u5b8c\u6210\u7684\u4efb\u52d9\u672c\u8eab\u3002\u4f60\u8b93\u5b83\u53bb\u505a\u4e86\u5176\u4ed6\u7684\u4e8b\u60c5\u3002\u5982\u679c\u4f60\u6c92\u6709\u7d66\u5b83\u63d0\u4f9b\u8db3\u5920\u8a73\u7d30\u7684\u4fe1\u606f\uff0c\u90a3\u9ebc\u4f60\u53ef\u80fd\u5c31\u6f0f\u6389\u4e86\u67d0\u4e9b\u95dc\u9375\u9ede\u3002\u9084\u662f\u56de\u5230\u6211\u5011\u4e00\u958b\u59cb\u8aaa\u7684\uff0c\u63d0\u793a\u8a5e\u6700\u91cd\u8981\u7684\u662f\u8868\u9054\u6e05\u6670\u6e96\u78ba<\/li>\n\n\n\n<li>\u5f88\u591a\u4eba\u90fd\u6c92\u6709\u7406\u89e3\u4ec0\u9ebc\u662f\u63d0\u793a\u8a5e\u3002\u5f88\u591a\u4eba\u770b\u5230\u4e00\u500b\u8f38\u5165\u6846\u6642\uff0c\u6703\u628a\u5b83\u7576\u6210\u4e00\u500b\u8c37\u6b4c\u641c\u7d22\u6846\uff0c\u8f38\u5165\u5e7e\u500b\u95dc\u9375\u8a5e<\/li>\n<\/ul>\n\n\n\n<p>05 \u6a21\u578b\u6709\u63a8\u7406\uff0c\u4f46\u4e0d\u662f\u4eba\u985e\u7684\u63a8\u7406<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u628a\u6a21\u578b\u7684\u63a8\u7406\u904e\u5ea6\u64ec\u4eba\u5316\u53ef\u80fd\u6709\u9ede\u554f\u984c\uff0c\u751a\u81f3\u53ef\u80fd\u6709\u5bb3\uff0c\u56e0\u70ba\u5b83\u504f\u96e2\u4e86\u6211\u5011\u771f\u6b63\u8981\u505a\u7684\u4e8b\u60c5\uff0c\u6211\u5011\u61c9\u8a72\u95dc\u6ce8\u7684\u662f\u6a21\u578b\u7684\u8868\u73fe<\/li>\n\n\n\n<li>\u5982\u679c\u6982\u5ff5\u8868\u9054\u5f97\u6e05\u6670\uff0c\u8a9e\u6cd5\u548c\u6a19\u9ede\u554f\u984c\u5c31\u6c92\u90a3\u9ebc\u91cd\u8981\u4e86<\/li>\n<\/ul>\n\n\n\n<p>06 \u5617\u8a66\u505a\u4e00\u4e9b\u96e3\u7684\u4efb\u52d9\uff0c\u6703\u6709\u6548\u63d0\u9ad8 prompt \u80fd\u529b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u770b\u5225\u4eba\u5beb\u7684\u512a\u79c0\u63d0\u793a\uff0c\u591a\u548c\u6a21\u578b\u6e9d\u901a\u3001\u5617\u8a66\u4e0d\u540c\u7684\u63d0\u793a\u8a5e<\/li>\n\n\n\n<li>\u8a66\u8b93\u6a21\u578b\u505a\u4e00\u4e9b\u4f60\u8a8d\u70ba\u81ea\u5df1\u505a\u4e0d\u5230\u7684\u4e8b\u60c5\u3002\u6700\u80fd\u8b93\u6211\u5b78\u5230\u63d0\u793a\u6280\u5de7\u7684\uff0c\u5f80\u5f80\u662f\u5728\u63a2\u7d22\u6a21\u578b\u80fd\u529b\u7684\u6975\u9650\u6642<\/li>\n<\/ul>\n\n\n\n<p>07 \u4fe1\u4efb\u6a21\u578b\u7684\u80fd\u529b\uff0c\u4e0d\u8981\u628a\u5b83\u7576\u5c0f\u5b69\u5b50<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6211\u76f8\u4fe1\u6a21\u578b\u80fd\u5920\u8655\u7406\u66f4\u591a\u7684\u4fe1\u606f\u548c\u80cc\u666f\uff0c\u4e26\u5c07\u5176\u878d\u5165\u5230\u4efb\u52d9\u57f7\u884c\u4e2d<\/li>\n\n\n\n<li>\u6a21\u578b\u53ef\u4ee5\u7406\u89e3\u8907\u96dc\u7684\u4fe1\u606f\uff0c\u4e0d\u9700\u8981\u904e\u5ea6\u7c21\u5316\u3002\u9019\u662f\u6211\u96a8\u8457\u6642\u9593\u7684\u63a8\u79fb\u9010\u6f38\u5b78\u5230\u7684\u7d93\u9a57<\/li>\n<\/ul>\n\n\n\n<p>08 \u63d0\u793a\u5de5\u7a0b\u7684\u672a\u4f86<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u6703\u8d8a\u4f86\u8d8a\u64c5\u9577\u7406\u89e3\u4f60\u7684\u610f\u5716\uff0c\u4f60\u9700\u8981\u6295\u5165\u7684\u601d\u8003\u91cf\u53ef\u80fd\u6703\u6e1b\u5c11\u3002\u4f46\u4fe1\u606f\u8ad6\u7684\u89d2\u5ea6\u4f86\u770b\uff0c\u4f60\u7e3d\u9700\u8981\u63d0\u4f9b\u8db3\u5920\u7684\u4fe1\u606f\u4f86\u660e\u78ba\u6307\u5b9a\u4f60\u7684\u8981\u6c42\u3002\u9019\u5c31\u662f\u63d0\u793a\u5de5\u7a0b\u7684\u672c\u8cea\uff0c\u6211\u8a8d\u70ba\u5b83\u6703\u4e00\u76f4\u5b58\u5728\u3002\u800c\u4e14\u80fd\u5920\u6e05\u6670\u5730\u9673\u8ff0\u76ee\u6a19\u59cb\u7d42\u5f88\u91cd\u8981\uff0c\u56e0\u70ba\u5373\u4f7f\u6a21\u578b\u5728\u7406\u89e3\u4e0a\u4e0b\u6587\u65b9\u9762\u8b8a\u5f97\u66f4\u597d\uff0c\u6211\u5011\u9084\u662f\u6703\u9700\u8981\u80fd\u5920\u660e\u78ba\u9810\u671f\u7d50\u679c\u7684\u80fd\u529b\uff0c\u9019\u4ecd\u7136\u9700\u8981\u6280\u5de7<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"--claude-computer-use-httpswwwfacebookcomihowerposts10161528069893971\">\ud83c\udf1f&nbsp;<a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10161528069893971\">\u6211\u5c0d Claude Computer Use \u7684\u770b\u6cd5\u548c\u8a0e\u8ad6<\/a><\/h3>\n\n\n\n<p>Anthropic \u6700\u8fd1\u63a8\u51fa&nbsp;<a href=\"https:\/\/www.anthropic.com\/news\/3-5-models-and-computer-use\">Computer Use<\/a>&nbsp;\u4ee4\u4eba\u9a5a\u8277\uff0c\u8b93\u5927\u5bb6\u5c0d\u672a\u4f86\u5145\u6eff\u6a02\u89c0\u671f\u5f85\u3002<\/p>\n\n\n\n<p>Claude \u7684\u50b3\u6559\u58eb Alex Albert&nbsp;<a href=\"https:\/\/x.com\/alexalbert__\/status\/1849194795069329807\">\u5beb\u4e86\u4e00\u53e5<\/a>&nbsp;&#8220;Computer use is the everything API&#8221;\uff0c\u6211\u8a8d\u70ba\u9019\u4e00\u53e5\u8a71\u89e3\u91cb\u4e86\u9019\u6280\u8853\u6700\u91cd\u8981\u7684\u50f9\u503c\uff0c\u4efb\u4f55\u6c92\u6709\u63d0\u4f9b API \u7684 GUI \u8edf\u9ad4\u90fd\u56e0\u6b64\u53ef\u4ee5\u88ab\u7a0b\u5f0f\u4e32\u63a5\u81ea\u52d5\u5316\u3002<\/p>\n\n\n\n<p>\u4f46\u9019\u53e5\u8a71\u6211\u89ba\u5f97\u4e5f\u8868\u793a\u6c92\u6709\u66f4\u591a\u7a81\u7834: Anthropic \u8a13\u7df4\u4e86\u6a21\u578b\u66f4\u52a0\u8a8d\u8b58\u87a2\u5e55\u622a\u5716\u8ddf GUI \u64cd\u4f5c\uff0c\u53ef\u6839\u64da\u622a\u5716\u8ddf\u4f60\u7684\u6307\u793a\uff0c\u8f38\u51fa\u64cd\u4f5c\u9375\u76e4\u6ed1\u9f20\u7684\u53c3\u6578\u3002\u61c9\u7528\u5c64\u62ff\u5230\u6b64\u53c3\u6578\u5f8c\u53bb\u64cd\u4f5c GUI\u3002\u81f3\u65bc\u6a21\u578b\u662f\u5426\u8db3\u5920\u8070\u660e\u80fd\u5920\u7406\u89e3\u4f60\u7684\u8907\u96dc\u4efb\u52d9\uff0c\u9806\u5229\u62c6\u89e3\u6b65\u9a5f\uff0c\u90a3\u53c8\u662f\u53e6\u4e00\u56de\u4e8b\u4e86\uff0c\u53c8\u56de\u5230\u6a21\u578b\u672c\u8eab\u7684 zero-shot ReAct agent \u4efb\u52d9\u898f\u5283\u80fd\u529b\u3002\u5c31\u73fe\u6cc1\u4f86\u8aaa\uff0cprompt \u9084\u662f\u8981\u628a\u6b65\u9a5f\u5beb\u8db3\u5920\u6e05\u695a\uff0c\u624d\u80fd\u8b93\u57f7\u884c\u7d50\u679c\u6bd4\u8f03\u9806\u5229\u3002<\/p>\n\n\n\n<p>\u4e0d\u904e\u5373\u4f7f\u5982\u6b64\uff0c\u6709\u4e9b\u53ea\u80fd\u900f\u904e GUI \u64cd\u4f5c\u7684\u4efb\u52d9\u900f\u904e Computer Use \u8b8a\u7684\u53ef\u4ee5\u81ea\u52d5\u5316\u4e86\uff0c\u4f8b\u5982:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u64cd\u4f5c\u7e6a\u5716\u8edf\u9ad4\u4f8b\u5982 photoshop<\/li>\n\n\n\n<li>\u5f71\u7247\u7de8\u8f2f\u4f8b\u5982 final cut pro<\/li>\n\n\n\n<li>\u904a\u6232\u64cd\u4f5c\u4f8b\u5982\u73a9 minecraft<\/li>\n\n\n\n<li>GUI \u8edf\u9ad4\u5b89\u88dd\u8a2d\u5b9a\u3001\u6e2c\u8a66<\/li>\n\n\n\n<li>\u7db2\u8def\u9280\u884c\u64cd\u4f5c<\/li>\n\n\n\n<li>\u7db2\u8def\u8cfc\u7269<\/li>\n\n\n\n<li>\u7dda\u4e0a\u8a02\u7968<\/li>\n\n\n\n<li>\u76f8\u7247\u6574\u7406<\/li>\n\n\n\n<li>\u6587\u4ef6\u6392\u7248<\/li>\n\n\n\n<li>\u64cd\u4f5c\u624b\u6a5f\uff0c\u4f8b\u5982\u900f\u904e iPhone Mirroring<\/li>\n\n\n\n<li>\u64cd\u4f5c\u591a\u500b GUI \u4ea4\u4e92\uff0c\u4f8b\u5982\u5f9e A \u5f97\u5230\u8cc7\u8a0a\uff0c\u8f38\u5165\u5230 B \u8868\u55ae<\/li>\n\n\n\n<li>\u7b49\u7b49\u6b61\u8fce\u5927\u5bb6\u767c\u60f3\u88dc\u5145<\/li>\n<\/ul>\n\n\n\n<p>\u81f3\u65bc\u539f\u5148\u5c31\u6709\u63d0\u4f9b API \u53ef\u4ee5\u7a0b\u5f0f\u4e32\u63a5\u7684\u8edf\u9ad4\uff0c\u7528 Computer Use \u53bb\u4e32\u63a5\u53ea\u662f\u53c8\u6162\u53c8\u8cb4\u53c8\u4e0d\u53ef\u9760\uff0c\u4e0d\u6703\u6bd4\u8f03\u597d\u5594\u3002<\/p>\n\n\n\n<p>\u4e5f\u63a8\u85a6\u5404\u4f4d\u5de5\u7a0b\u5e2b\u53ef\u4ee5\u628a&nbsp;<a href=\"https:\/\/docs.anthropic.com\/en\/docs\/build-with-claude\/computer-use\">API \u6587\u4ef6<\/a>\u4e2d\u7684<a href=\"https:\/\/github.com\/anthropics\/anthropic-quickstarts\/tree\/main\/computer-use-demo\">\u53c3\u8003\u5be6\u4f5c Demo app<\/a>&nbsp;\u8dd1\u8d77\u4f86\u73a9\u4e00\u4e0b\uff0c\u53ea\u8981\u4e00\u884c Docker \u6307\u4ee4\u8dd1\u8d77\u4f86\u5f88\u7c21\u55ae\u7684\uff0c\u53ef\u4ee5\u7acb\u5373\u6253\u7834\u4f60\u7684\u4e00\u4e9b\u5e7b\u60f3(?)\uff0c\u5230\u5e95\u6709\u6c92\u6709\u9019\u9ebc\u795e\uff0c\u8ddd\u96e2\u5be6\u7528\u5230\u5e95\u9084\u6709\u591a\u9060\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u88dc\u5145\u8aaa\u660e: \u9019\u500b computer use \u7684 demo docker \u8dd1\u8d77\u4f86\u662f\u500b desktop linux (ubuntu 22.04)\uff0c\u88e1\u9762\u6709\u500b streamlit \u4f86\u63a5\u6536\u5c0d\u8a71\u3002\u9019\u500b streamlit \u6536\u5230 LLM \u56de\u8986\u7684\u6307\u793a\u5f8c\uff0c\u64cd\u4f5c\u9375\u76e4\u6ed1\u9f20\u5247\u662f\u7528 xdotool \u9019\u500b\u5de5\u5177\uff0c\u539f\u7406\u5927\u6982\u662f\u9019\u6a23\uff0c\u662f\u4e00\u500b\u8dd1\u5728linux desktop \u4e0a\u7684 PoC \u61c9\u7528\uff0c\u9084\u4e0d\u662f\u771f\u6b63\u53ef\u4ee5\u63a7\u5236\u4f60\u7684\u96fb\u8166\u7684\u5b98\u65b9 app \u7248\u672c\u3002\u4e0d\u904e\uff0c\u99ac\u4e0a\u5c31\u6709\u7b2c\u4e09\u65b9\u505a\u51fa\u53ef\u4ee5\u771f\u6b63\u63a7\u5236\u4f60\u7684\u96fb\u8166\u7684\u7248\u672c\u5566\uff0c\u4f8b\u5982&nbsp;<a href=\"https:\/\/github.com\/corbt\/agent.exe\">agent.ext<\/a><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"-rerankershttpswwwansweraiposts2024-09-16-rerankershtml\">\ud83d\udee0\ufe0f&nbsp;<a href=\"https:\/\/www.answer.ai\/posts\/2024-09-16-rerankers.html\">rerankers<\/a><\/h3>\n\n\n\n<p>rerankers \u662f\u500b\u63d0\u4f9b\u4e00\u81f4 Reranker \u6a21\u578b API \u7684 Python \u51fd\u5f0f\u5eab\uff0c\u4f5c\u8005\u5beb\u4e86\u4e00\u7bc7\u6587\u7ae0\u8aaa\u660e\u4e86\u4ec0\u9ebc\u662f\u4e8c\u968e\u6bb5\u6aa2\u7d22\uff0c\u4ee5\u53ca\u6bd4\u8f03\u4e0d\u540c Reranker \u6a21\u578b\u3002\u6211\u4e4b\u524d\u4e5f\u5beb\u904e\u4e00\u7bc7&nbsp;<a href=\"https:\/\/ihower.tw\/blog\/archives\/12227\">\u4f7f\u7528\u7e41\u9ad4\u4e2d\u6587\u8a55\u6e2c\u5404\u5bb6 Reranker \u6a21\u578b\u7684\u91cd\u6392\u80fd\u529b<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"-on-impactful-ai-researchhttpsgithubcomokhatblogblobmain202409impactmd\">\ud83d\udcca&nbsp;<a href=\"https:\/\/github.com\/okhat\/blog\/blob\/main\/2024.09.impact.md\">On Impactful AI Research<\/a><\/h3>\n\n\n\n<p>(\u9019\u7bc7\u8ddf AI \u6280\u8853\u7121\u95dc) \u77e5\u540d Prompt \u6700\u4f73\u5316\u6846\u67b6 DSPy \u4f5c\u8005 Omar Khattab\uff0c\u53f2\u4e39\u4f5b NLP \u535a\u58eb\u5019\u9078\u4eba\u3001Databricks \u7814\u7a76\u54e1\uff0c\u660e\u5e74\u6703\u53bb MIT \u7576 EECS \u52a9\u7406\u6559\u6388\uff0c\u5beb\u4e86\u4e00\u7bc7 \u7e3d\u7d50\u4e86\u4ed6\u5982\u4f55\u900f\u904e\u958b\u6e90 Open Source \u5c08\u6848\u8b93\u7814\u7a76\u7522\u751f\u5f71\u97ff\u529b\u7684\u6587\u7ae0\u3002\u96d6\u7136\u6211\u4e0d\u662f\u505a\u7814\u7a76\u7684\u79d1\u5b78\u5bb6\uff0c\u4f46\u9019\u7a2e\u7814\u7a76\u6a21\u5f0f\u770b\u8d77\u4f86\u8d85\u68d2\u7684\uff0c\u5f88\u559c\u6b61\u9019\u7a2e\u6709\u958b\u6e90\u5c08\u6848\u7684\u8ad6\u6587\u7814\u7a76\uff0c\u6709\u7406\u8ad6\u53c8\u6709 code \u53ef\u4ee5\u5be6\u969b\u8dd1\u4f86\u7528\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u6211\u5feb\u901f\u7684\u6458\u8981:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6295\u8cc7\u65bc\u9577\u671f\u5c08\u6848\uff0c\u800c\u975e\u55ae\u7bc7\u8ad6\u6587 \u4e0d\u8981\u5c07\u7814\u7a76\u8996\u70ba\u4e00\u7cfb\u5217\u7368\u7acb\u7684\u8ad6\u6587\uff0c\u800c\u61c9\u601d\u8003\u4f60\u60f3\u5728 AI \u9818\u57df\u4e2d\u958b\u5275\u7684\u65b0\u65b9\u5411\u6216\u89e3\u6c7a\u7684\u91cd\u5927\u554f\u984c\u3002\u4f60\u7684\u7814\u7a76\u9858\u666f\u61c9\u8a72\u9060\u5927\u65bc\u55ae\u7bc7\u8ad6\u6587\u7684\u7bc4\u7587\uff0c\u662f\u4e00\u500b\u9700\u8981\u9577\u671f\u63a2\u7d22\u548c\u6301\u7e8c\u6539\u9032\u7684\u76ee\u6a19\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u80fd\u81f4\u529b\u65bc\u958b\u767c\u66f4\u6709\u6548\u7684\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u6a21\u578b\uff0c\u9019\u500b\u76ee\u6a19\u53ef\u80fd\u9700\u8981\u591a\u5e74\u7684\u7814\u7a76\u548c\u591a\u7bc7\u8ad6\u6587\u4f86\u9010\u6b65\u5be6\u73fe\u3002<\/li>\n\n\n\n<li>\u9078\u64c7\u53ca\u6642\u3001\u6709\u64f4\u6563\u6f5b\u529b\u7684\u554f\u984c \u4e26\u975e\u6bcf\u7bc7\u8ad6\u6587\u90fd\u503c\u5f97\u7121\u9650\u6295\u5165\uff1b\u8a31\u591a\u5c07\u662f\u63a2\u7d22\u6027\u7684\u55ae\u6b21\u4f5c\u54c1\u3002\u8981\u627e\u5230\u53ef\u4ee5\u8f49\u5316\u70ba\u66f4\u5927\u9805\u76ee\u7684\u65b9\u5411\uff0c\u9700\u8981\u9078\u64c7\u5177\u6709\u6f5b\u529b\u3001\u80fd\u5927\u898f\u6a21\u64f4\u6563\u3001\u6709\u5927\u5e45\u63d0\u5347\u7a7a\u9593\u7684\u554f\u984c\u3002<\/li>\n\n\n\n<li>\u9810\u60f3\u5169\u6b65\u4e26\u5feb\u901f\u8fed\u4ee3 \u81f3\u5c11\u8981\u601d\u8003\u5169\u6b65\u4e4b\u5f8c\u3002\u8b58\u5225\u5927\u591a\u6578\u4eba\u5728\u554f\u984c\u8b8a\u5f97\u4e3b\u6d41\u6642\u53ef\u80fd\u63a1\u53d6\u7684\u8def\u5f91\uff0c\u7136\u5f8c\u8b58\u5225\u8a72\u8def\u5f91\u672c\u8eab\u7684\u9650\u5236\uff0c\u4e26\u958b\u59cb\u8457\u624b\u7406\u89e3\u548c\u89e3\u6c7a\u9019\u4e9b\u9650\u5236\u3002<\/li>\n\n\n\n<li>\u4e3b\u52d5\u5206\u4eab\u7814\u7a76\u6210\u679c\u7a4d\u6975\u63a8\u5ee3 \u7576\u4f60\u6709\u4e86\u91cd\u8981\u767c\u73fe\u6642\uff0c\u4e0d\u8981\u6025\u65bc\u8f49\u5411\u4e0b\u4e00\u500b\u7814\u7a76\u4e3b\u984c\u3002\u76f8\u53cd\uff0c\u4f60\u61c9\u8a72\u7a4d\u6975\u5730\u5411\u5b78\u8853\u754c\u548c\u696d\u754c\u5206\u4eab\u4f60\u7684\u7814\u7a76\u6210\u679c\u3002<\/li>\n\n\n\n<li>\u900f\u904e\u958b\u6e90\u5c08\u6848\u64f4\u5927\u7814\u7a76\u5f71\u97ff\u529b \u9664\u4e86\u767c\u8868\u8ad6\u6587\u5916\uff0c\u958b\u767c\u548c\u7dad\u8b77\u958b\u6e90\u8edf\u9ad4\u4e5f\u662f\u64f4\u5927\u7814\u7a76\u5f71\u97ff\u529b\u7684\u6709\u6548\u65b9\u5f0f\u3002\u900f\u904e\u5c07\u4f60\u7684\u7814\u7a76\u6210\u679c\u8f49\u5316\u70ba\u5be6\u7528\u7684\u958b\u6e90\u5de5\u5177\uff0c\u4f60\u53ef\u4ee5\u8b93\u66f4\u591a\u7814\u7a76\u8005\u548c\u958b\u767c\u8005\u53d7\u76ca\uff0c\u4e26\u5728\u5be6\u969b\u61c9\u7528\u4e2d\u6aa2\u9a57\u4f60\u7684\u7406\u8ad6\u3002\u9019\u4e0d\u50c5\u80fd\u63d0\u9ad8\u4f60\u7814\u7a76\u7684\u5f71\u97ff\u529b\uff0c\u9084\u80fd\u6536\u5230\u5bf6\u8cb4\u7684\u56de\u994b\uff0c\u5e6b\u52a9\u4f60\u9032\u4e00\u6b65\u6539\u9032\u7814\u7a76\u3002<\/li>\n\n\n\n<li>\u6301\u7e8c\u6295\u8cc7\u5c08\u6848\uff0c\u4e26\u767c\u8868\u65b0\u7684\u8ad6\u6587 \u6295\u5165\u958b\u6e90\u5c08\u6848\u4e26\u4e0d\u610f\u5473\u8457\u8981\u72a7\u7272\u5b78\u8853\u7814\u7a76\u3002\u76f8\u53cd\uff0c\u9019\u5169\u8005\u80fd\u5920\u76f8\u8f14\u76f8\u6210\u3002\u900f\u904e\u6301\u7e8c\u958b\u767c\u548c\u7dad\u8b77\u958b\u6e90\u5c08\u6848\uff0c\u4f60\u80fd\u66f4\u65e9\u767c\u73fe\u65b0\u7684\u7814\u7a76\u554f\u984c\uff0c\u4e26\u5728\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\u6642\u64c1\u6709\u7368\u7279\u512a\u52e2\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u672c\u671f\u63db\u4e86 E-mail \u6a23\u5f0f\uff0c\u6211\u628a\u96fb\u5b50\u5831\u7cfb\u7d71\u63db\u6210\u81ea\u884c\u67b6\u8a2d\u7684&nbsp;<a href=\"https:\/\/listmonk.app\/\">listmonk<\/a>&nbsp;\u4e86\uff0c\u96d6\u7136\u529f\u80fd\u4e0d\u5982 SaaS (\u6211\u672c\u4f86\u7528&nbsp;<a href=\"https:\/\/emailoctopus.com\/\">emailoctopus<\/a>&nbsp;\u9019\u5957)\uff0c\u4f46\u57fa\u672c\u4e5f\u5920\u7528\u4e86\uff0c\u5c31\u4e0d\u7528\u4ed8\u6708\u8cbb\u5566\u3002<\/p>\n\n\n\n<p>\u2013 ihower<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b \u6211\u662f ihower\uff0c\u4eca\u5929 10\/31 \u842c\u8056\u7bc0\u5feb\u6a02\uff01\u795d\u5927\u5bb6\u6709\u500b\u6b61\u6a02\u6109 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/12555-aie-one-year\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831\u4e00\u9031\u5e74\u5566 \ud83d\ude80\u00a0#18\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-12555","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3gv","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12555","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=12555"}],"version-history":[{"count":4,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12555\/revisions"}],"predecessor-version":[{"id":12568,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12555\/revisions\/12568"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12555"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12555"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12555"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}