{"id":29029,"date":"2025-03-18T22:09:22","date_gmt":"2025-03-18T14:09:22","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29029"},"modified":"2025-03-18T22:09:22","modified_gmt":"2025-03-18T14:09:22","slug":"txagent","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/txagent\/","title":{"rendered":"TxAgent\uff1a\u5e2e\u533b\u751f\u5206\u6790\u836f\u7269\u4f5c\u7528\u548c\u6cbb\u7597\u65b9\u6848\u7684AI\u5de5\u5177"},"content":{"rendered":"<p>TxAgent \u662f\u54c8\u4f5b\u5927\u5b66\u533b\u5b66\u4e0e\u79d1\u5b66\u4eba\u5de5\u667a\u80fd\u56e2\u961f\uff08MIMS\uff09\u5f00\u53d1\u7684\u4e00\u6b3e\u5f00\u6e90AI\u5de5\u5177\uff0c\u65e8\u5728\u5e2e\u52a9\u533b\u751f\u5206\u6790\u836f\u7269\u76f8\u4e92\u4f5c\u7528\u5e76\u5236\u5b9a\u4e2a\u6027\u5316\u6cbb\u7597\u65b9\u6848\u3002\u5b83\u901a\u8fc7\u591a\u6b65\u9aa4\u63a8\u7406\u548c\u5b9e\u65f6\u68c0\u7d22\u751f\u7269\u533b\u5b66\u77e5\u8bc6\uff0c\u7ed3\u5408\u60a3\u8005\u7684\u5177\u4f53\u60c5\u51b5\uff08\u5982\u5e74\u9f84\u3001\u57fa\u56e0\u3001\u75be\u75c5\u72b6\u6001\uff09\u751f\u6210\u6cbb\u7597\u5efa\u8bae\u3002TxAgent \u6574\u5408\u4e86\u540d\u4e3a ToolUniverse \u7684\u5de5\u5177\u5e93\uff0c\u5305\u542b211\u79cd\u751f\u7269\u533b\u5b66\u5de5\u5177\uff0c\u8986\u76d6\u7f8e\u56fdFDA\u81ea1939\u5e74\u4ee5\u6765\u6279\u51c6\u7684\u6240\u6709\u836f\u7269\u4ee5\u53ca Open Targets \u7b49\u6743\u5a01\u6765\u6e90\u7684\u4e34\u5e8a\u6570\u636e\u3002\u6d4b\u8bd5\u663e\u793a\uff0c\u5b83\u5728\u836f\u7269\u63a8\u7406\u548c\u4e2a\u6027\u5316\u6cbb\u7597\u4efb\u52a1\u4e2d\u51c6\u786e\u7387\u8fbe92.1%\uff0c\u6bd4 GPT-4o \u9ad825.8%\uff0c\u8868\u73b0\u4f18\u4e8e\u8bb8\u591a\u4e3b\u6d41\u6a21\u578b\u3002\u8fd9\u6b3e\u5de5\u5177\u9002\u5408\u4e13\u4e1a\u533b\u7597\u4eba\u5458\u4f7f\u7528\uff0c\u80fd\u663e\u8457\u63d0\u5347\u8bca\u7597\u6548\u7387\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-29030\" title=\"TxAgent\uff1a\u5e2e\u533b\u751f\u5206\u6790\u836f\u7269\u548c\u6cbb\u7597\u65b9\u6848\u7684AI\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/037ebfd6cb4dcb9.jpg\" alt=\"TxAgent\uff1a\u5e2e\u533b\u751f\u5206\u6790\u836f\u7269\u548c\u6cbb\u7597\u65b9\u6848\u7684AI\u5de5\u5177-1\" width=\"898\" height=\"180\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/037ebfd6cb4dcb9.jpg 2475w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/037ebfd6cb4dcb9-768x154.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/037ebfd6cb4dcb9-1536x307.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/037ebfd6cb4dcb9-2048x410.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/037ebfd6cb4dcb9-18x4.jpg 18w\" sizes=\"auto, (max-width: 898px) 100vw, 898px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u836f\u7269\u76f8\u4e92\u4f5c\u7528\u5206\u6790<\/strong>\uff1a\u68c0\u67e5\u591a\u79cd\u836f\u7269\u7ec4\u5408\u5728\u5206\u5b50\u3001\u836f\u4ee3\u52a8\u529b\u5b66\u548c\u4e34\u5e8a\u5c42\u9762\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u5217\u51fa\u6f5c\u5728\u98ce\u9669\u3002<\/li>\n<li><strong>\u7981\u5fcc\u75c7\u8bc6\u522b<\/strong>\uff1a\u6839\u636e\u60a3\u8005\u75be\u75c5\u548c\u7528\u836f\u60c5\u51b5\uff0c\u8bc6\u522b\u4e0d\u9002\u5408\u7684\u836f\u7269\u3002<\/li>\n<li><strong>\u4e2a\u6027\u5316\u6cbb\u7597\u5efa\u8bae<\/strong>\uff1a\u7ed3\u5408\u60a3\u8005\u5e74\u9f84\u3001\u9057\u4f20\u4fe1\u606f\u548c\u75c5\u60c5\u8fdb\u5c55\uff0c\u751f\u6210\u5b9a\u5236\u6cbb\u7597\u65b9\u6848\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u77e5\u8bc6\u68c0\u7d22<\/strong>\uff1a\u4ece211\u79cd\u5de5\u5177\u4e2d\u83b7\u53d6\u6700\u65b0\u751f\u7269\u533b\u5b66\u6570\u636e\uff0c\u652f\u6301\u51b3\u7b56\u3002<\/li>\n<li><strong>\u591a\u6b65\u9aa4\u63a8\u7406<\/strong>\uff1a\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u591a\u4e2a\u6b65\u9aa4\uff0c\u9010\u6b65\u5206\u6790\u5e76\u5f97\u51fa\u7ed3\u8bba\u3002<\/li>\n<li><strong>\u8de8\u6765\u6e90\u9a8c\u8bc1<\/strong>\uff1a\u4ece\u591a\u4e2a\u6743\u5a01\u6570\u636e\u5e93\u6838\u5b9e\u4fe1\u606f\uff0c\u786e\u4fdd\u5efa\u8bae\u53ef\u9760\u3002<\/li>\n<li><strong>\u836f\u7269\u540d\u79f0\u901a\u7528\u6027<\/strong>\uff1a\u652f\u6301\u54c1\u724c\u540d\u3001\u901a\u7528\u540d\u548c\u63cf\u8ff0\u6027\u8f93\u5165\uff0c\u8bc6\u522b\u4e00\u81f4\u6027\u9ad8\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>TxAgent \u662f\u5f00\u6e90\u5de5\u5177\uff0c\u7528\u6237\u53ef\u901a\u8fc7 GitHub \u6216 PyPI \u4e0b\u8f7d\u5b89\u88c5\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u51c6\u5907\u73af\u5883<\/strong>\n<ul>\n<li>\u9700\u8981\u4e00\u53f0\u8054\u7f51\u7535\u8111\uff0c\u63a8\u8350\u4f7f\u7528 H100 GPU\uff08\u5185\u5b58\u8d8580GB\uff09\u4ee5\u83b7\u5f97\u6700\u4f73\u6027\u80fd\u3002<\/li>\n<li>\u5b89\u88c5 Python 3.8 \u6216\u66f4\u9ad8\u7248\u672c\u3002<\/li>\n<li>\u786e\u4fdd\u5df2\u5b89\u88c5 Git\uff0c\u7528\u4e8e\u4e0b\u8f7d\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b89\u88c5 ToolUniverse<\/strong>\n<ul>\n<li>\u6253\u5f00\u7ec8\u7aef\uff0c\u8f93\u5165\uff1a\n<pre><code>git clone https:\/\/github.com\/mims-harvard\/ToolUniverse.git\r\ncd ToolUniverse\r\npython -m pip install . --no-cache-dir\r\n<\/code><\/pre>\n<\/li>\n<li>\u6216\u901a\u8fc7 PyPI \u5b89\u88c5\uff1a\n<pre><code>pip install tooluniverse\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b89\u88c5 TxAgent<\/strong>\n<ul>\n<li>\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a\n<pre><code>git clone https:\/\/github.com\/mims-harvard\/TxAgent.git\r\ncd TxAgent\r\npython -m pip install . --no-cache-dir\r\n<\/code><\/pre>\n<\/li>\n<li>\u6216\u901a\u8fc7 PyPI\uff1a\n<pre><code>pip install txagent\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b<\/strong>\n<ul>\n<li>\u8bbf\u95ee HuggingFace\uff08https:\/\/huggingface.co\/collections\/mims-harvard\/txagent-67c8e54a9d03a429bb0c622c\uff09\uff0c\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u3002<\/li>\n<li>\u53ef\u7528\u6a21\u578b\u5305\u62ec\uff1a\n<ul>\n<li>TxAgent-T1-Llama-3.1-8B\uff1a\u6838\u5fc3\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n<li>ToolRAG-T1-GTE-Qwen2-1.5B\uff1a\u5de5\u5177\u68c0\u7d22\u5d4c\u5165\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u5c06\u4e0b\u8f7d\u7684\u6587\u4ef6\u653e\u5165 TxAgent \u9879\u76ee\u76ee\u5f55\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8fd0\u884c\u7a0b\u5e8f<\/strong>\n<ul>\n<li>\u6267\u884c\u793a\u4f8b\u4ee3\u7801\uff1a\n<pre><code>python run_example.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u6216\u542f\u52a8 Gradio \u6f14\u793a\u754c\u9762\uff1a\n<pre><code>python run_txagent_app.py\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u5982\u4f55\u4f7f\u7528\u4e3b\u8981\u529f\u80fd<\/h3>\n<p>TxAgent \u901a\u8fc7\u547d\u4ee4\u884c\u6216 Gradio \u754c\u9762\u64cd\u4f5c\uff0c\u4ee5\u4e0b\u662f\u6838\u5fc3\u529f\u80fd\u7684\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<h4>\u836f\u7269\u76f8\u4e92\u4f5c\u7528\u5206\u6790<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u542f\u52a8 TxAgent\uff0c\u8fdb\u5165\u4e3b\u7a0b\u5e8f\u6216 Gradio \u754c\u9762\u3002<\/li>\n<li>\u8f93\u5165\u836f\u7269\u540d\u79f0\uff08\u5982 &#8220;Ibuprofen&#8221; \u548c &#8220;Aspirin&#8221;\uff09\u3002<\/li>\n<li>\u9009\u62e9\u201c\u836f\u7269\u76f8\u4e92\u4f5c\u7528\u201d\u529f\u80fd\uff0c\u8fd0\u884c\u5206\u6790\u3002<\/li>\n<li>\u7cfb\u7edf\u8fd4\u56de\u62a5\u544a\uff0c\u663e\u793a\u6f5c\u5728\u98ce\u9669\uff0c\u5982\u201c\u53ef\u80fd\u589e\u52a0\u80c3\u51fa\u8840\u98ce\u9669\u201d\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u793a\u4f8b<\/strong>\uff1a\u8f93\u5165 &#8220;Warfarin&#8221; \u548c &#8220;Aspirin&#8221;\uff0c\u7ed3\u679c\u63d0\u793a\u4e24\u8005\u53ef\u80fd\u589e\u5f3a\u6297\u51dd\u6548\u679c\u3002<\/li>\n<li><strong>\u6ce8\u610f<\/strong>\uff1a\u836f\u7269\u540d\u79f0\u9700\u7528\u82f1\u6587\uff0c\u5efa\u8bae\u53c2\u8003 FDA \u6570\u636e\u5e93\u3002<\/li>\n<\/ul>\n<h4>\u7981\u5fcc\u75c7\u8bc6\u522b<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u5728\u754c\u9762\u9009\u62e9\u201c\u7981\u5fcc\u75c7\u68c0\u67e5\u201d\u3002<\/li>\n<li>\u8f93\u5165\u60a3\u8005\u4fe1\u606f\uff08\u5982\u201c70\u5c81\uff0c\u6162\u6027\u80be\u75c5\u201d\uff09\u548c\u836f\u7269\uff08\u5982 &#8220;Ibuprofen&#8221;\uff09\u3002<\/li>\n<li>\u7cfb\u7edf\u5206\u6790\u540e\u5217\u51fa\u7981\u5fcc\u63d0\u793a\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u793a\u4f8b<\/strong>\uff1a\u8f93\u5165\u201c\u80be\u529f\u80fd\u4e0d\u5168\uff0c\u670d\u7528Ibuprofen\u201d\uff0c\u7ed3\u679c\u63d0\u793a\u53ef\u80fd\u52a0\u91cd\u80be\u635f\u4f24\u3002<\/li>\n<li><strong>\u6280\u5de7<\/strong>\uff1a\u8f93\u5165\u4fe1\u606f\u8d8a\u5177\u4f53\uff0c\u7ed3\u679c\u8d8a\u51c6\u786e\u3002<\/li>\n<\/ul>\n<h4>\u4e2a\u6027\u5316\u6cbb\u7597\u5efa\u8bae<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u9009\u62e9\u201c\u6cbb\u7597\u65b9\u6848\u751f\u6210\u201d\u3002<\/li>\n<li>\u8f93\u5165\u60a3\u8005\u8be6\u60c5\uff08\u5982\u201c50\u5c81\u7537\u6027\uff0c\u9ad8\u8840\u538b\uff0c\u643a\u5e26CYP2C9\u57fa\u56e0\u53d8\u5f02\u201d\uff09\u3002<\/li>\n<li>\u7cfb\u7edf\u751f\u6210\u5efa\u8bae\uff0c\u5982\u201c\u63a8\u8350\u4f4e\u5242\u91cfLosartan\u201d\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u793a\u4f8b<\/strong>\uff1a\u8f93\u5165\u201c\u7cd6\u5c3f\u75c5\uff0c40\u5c81\u5973\u6027\u201d\uff0c\u53ef\u80fd\u5efa\u8bae\u4f7f\u7528\u201cMetformin\u201d\u3002<\/li>\n<li><strong>\u6ce8\u610f<\/strong>\uff1a\u5efa\u8bae\u9700\u4e0e\u533b\u751f\u786e\u8ba4\u540e\u5b9e\u65bd\u3002<\/li>\n<\/ul>\n<h4>\u5b9e\u65f6\u77e5\u8bc6\u68c0\u7d22<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u5728\u641c\u7d22\u6846\u8f93\u5165\u95ee\u9898\uff0c\u5982\u201cWhat are the latest findings on Metformin?\u201d\u3002<\/li>\n<li>\u7cfb\u7edf\u4ece ToolUniverse \u68c0\u7d22\u5e76\u663e\u793a\u7ed3\u679c\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u793a\u4f8b<\/strong>\uff1a\u8f93\u5165\u201cWarfarin\u4e34\u5e8a\u6570\u636e\u201d\uff0c\u8fd4\u56de\u6700\u65b0\u7814\u7a76\u548c\u6307\u5357\u3002<\/li>\n<li><strong>\u4f18\u52bf<\/strong>\uff1a\u6570\u636e\u5b9e\u65f6\u66f4\u65b0\uff0c\u8986\u76d6\u6743\u5a01\u6765\u6e90\u3002<\/li>\n<\/ul>\n<h3>\u64cd\u4f5c\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li><strong>\u8bed\u8a00\u652f\u6301<\/strong>\uff1a\u76ee\u524d\u4ec5\u652f\u6301\u82f1\u6587\u8f93\u5165\u548c\u8f93\u51fa\u3002<\/li>\n<li><strong>\u7ed3\u679c\u4fdd\u5b58<\/strong>\uff1a\u5206\u6790\u62a5\u544a\u53ef\u5bfc\u51fa\u4e3a\u6587\u672c\u6216 PDF\u3002<\/li>\n<li><strong>\u8054\u7f51\u8981\u6c42<\/strong>\uff1aToolUniverse \u9700\u8054\u7f51\u8fd0\u884c\uff0c\u786e\u4fdd\u7f51\u7edc\u7a33\u5b9a\u3002<\/li>\n<li><strong>\u6027\u80fd\u4f18\u5316<\/strong>\uff1a\u4f7f\u7528\u9ad8\u6027\u80fd GPU \u53ef\u52a0\u5feb\u63a8\u7406\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<h3>\u6f14\u793a\u6848\u4f8b<\/h3>\n<p>\u5b98\u65b9\u63d0\u4f9b\u4e86\u51e0\u4e2a\u4f7f\u7528\u793a\u4f8b\uff08\u89c1 GitHub \u9875\u9762\u52a8\u56fe\uff09\uff1a<\/p>\n<ul>\n<li><strong>\u6848\u4f8b1<\/strong>\uff1a\u8f93\u5165\u591a\u79cd\u6297\u751f\u7d20\uff0c\u68c0\u67e5\u76f8\u4e92\u4f5c\u7528\uff0c\u7cfb\u7edf\u63d0\u793a\u6f5c\u5728\u8010\u836f\u6027\u98ce\u9669\u3002<\/li>\n<li><strong>\u6848\u4f8b2<\/strong>\uff1a\u4e3a\u8001\u5e74\u60a3\u8005\u8c03\u6574\u5242\u91cf\uff0c\u751f\u6210\u9002\u5408\u7684\u6cbb\u7597\u65b9\u6848\u3002<\/li>\n<li><strong>\u6848\u4f8b3<\/strong>\uff1a\u68c0\u7d22\u67d0\u836f\u7269\u6700\u65b0\u7814\u7a76\uff0c\u8f85\u52a9\u5b66\u672f\u5206\u6790\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u4e34\u5e8a\u8bca\u7597<\/strong><br \/>\n\u533b\u751f\u7528 TxAgent \u68c0\u67e5\u836f\u7269\u5b89\u5168\u6027\uff0c\u4f18\u5316\u5904\u65b9\uff0c\u964d\u4f4e\u4e0d\u826f\u4e8b\u4ef6\u98ce\u9669\u3002<\/li>\n<li><strong>\u836f\u7269\u7814\u53d1<\/strong><br \/>\n\u7814\u7a76\u4eba\u5458\u5206\u6790\u65b0\u836f\u4e0e\u73b0\u6709\u836f\u7269\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u9a8c\u8bc1\u4e34\u5e8a\u53ef\u884c\u6027\u3002<\/li>\n<li><strong>\u533b\u5b66\u6559\u80b2<\/strong><br \/>\n\u5b66\u751f\u901a\u8fc7\u6a21\u62df\u75c5\u4f8b\u7ec3\u4e60\u836f\u7269\u63a8\u7406\uff0c\u5b66\u4e60\u4e34\u5e8a\u51b3\u7b56\u3002<\/li>\n<li><strong>\u60a3\u8005\u8f85\u52a9<\/strong><br \/>\n\u60a3\u8005\u8f93\u5165\u75c5\u60c5\u548c\u7528\u836f\u60c5\u51b5\uff0c\u83b7\u53d6\u521d\u6b65\u5efa\u8bae\uff0c\u4e0e\u533b\u751f\u8ba8\u8bba\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>TxAgent \u53ef\u4ee5\u66ff\u4ee3\u533b\u751f\u5417\uff1f<\/strong><br \/>\n\u4e0d\u53ef\u4ee5\u3002\u5b83\u662f\u8f85\u52a9\u5de5\u5177\uff0c\u9700\u7531\u533b\u751f\u7ed3\u5408\u4e13\u4e1a\u5224\u65ad\u4f7f\u7528\u3002<\/li>\n<li><strong>\u6570\u636e\u6765\u6e90\u6709\u54ea\u4e9b\uff1f<\/strong><br \/>\n\u6570\u636e\u6765\u81ea FDA\u3001Open Targets \u7b49\u6743\u5a01\u673a\u6784\uff0c\u8986\u76d61939\u5e74\u4ee5\u6765\u6240\u6709\u6279\u51c6\u836f\u7269\u3002<\/li>\n<li><strong>\u4e3a\u4ec0\u4e48\u9700\u8981\u9ad8\u6027\u80fdGPU\uff1f<\/strong><br \/>\n\u591a\u6b65\u9aa4\u63a8\u7406\u548c\u5927\u6570\u636e\u5904\u7406\u9700\u8981\u5f3a\u5927\u8ba1\u7b97\u80fd\u529b\uff0cH100 GPU \u53ef\u63d0\u5347\u901f\u5ea6\u3002<\/li>\n<li><strong>\u652f\u6301\u4e2d\u6587\u754c\u9762\u5417\uff1f<\/strong><br \/>\n\u76ee\u524d\u4e0d\u652f\u6301\uff0c\u4ec5\u9650\u82f1\u6587\uff0c\u672a\u6765\u53ef\u80fd\u66f4\u65b0\u591a\u8bed\u8a00\u7248\u672c\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>TxAgent \u662f\u54c8\u4f5b\u5927\u5b66\u533b\u5b66\u4e0e\u79d1\u5b66\u4eba\u5de5\u667a\u80fd\u56e2\u961f\uff08MIMS\uff09\u5f00\u53d1\u7684\u4e00\u6b3e\u5f00\u6e90AI\u5de5\u5177\uff0c\u65e8\u5728\u5e2e\u52a9\u533b\u751f\u5206\u6790\u836f\u7269\u76f8\u4e92\u4f5c\u7528\u5e76\u5236\u5b9a\u4e2a\u6027\u5316\u6cbb\u7597\u65b9\u6848\u3002\u5b83\u901a\u8fc7\u591a\u6b65\u9aa4\u63a8\u7406\u548c\u5b9e\u65f6\u68c0\u7d22\u751f\u7269\u533b\u5b66\u77e5\u8bc6\uff0c\u7ed3\u5408\u60a3\u8005\u7684\u5177\u4f53\u60c5\u51b5\uff08\u5982\u5e74\u9f84\u3001\u57fa\u56e0\u3001\u75be\u75c5\u72b6\u6001\uff09\u751f\u6210\u6cbb\u7597\u5efa\u8bae\u3002TxAg&#8230;<\/p>\n","protected":false},"author":1,"featured_media":62071,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,386],"class_list":["post-29029","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-zhinengtiyingyong"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/29029","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=29029"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/29029\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/62071"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=29029"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=29029"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=29029"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}