{"id":29594,"date":"2026-06-22T10:10:44","date_gmt":"2026-06-22T02:10:44","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29594"},"modified":"2026-06-22T10:12:57","modified_gmt":"2026-06-22T02:12:57","slug":"%e5%91%8a%e5%88%ab%e3%80%8c%e5%8d%95%e7%a7%91%e4%b8%93%e5%ae%b6%e3%80%8d%ef%bc%9a%e9%a6%96%e4%b8%aaagent%e5%85%a8%e9%9d%a2%e8%bf%9b%e5%8c%96%e6%a1%86%e6%9e%b6eevee%e5%8f%91%e5%b8%83","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/06\/22\/29594\/","title":{"rendered":"\u544a\u522b\u300c\u5355\u79d1\u4e13\u5bb6\u300d\uff1a\u9996\u4e2aAgent\u5168\u9762\u8fdb\u5316\u6846\u67b6EEVEE\u53d1\u5e03"},"content":{"rendered":"<div class=\"article-desc\">\u6765\u81ea\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4e0e\u666e\u6797\u65af\u987f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u53d1\u5e03\u4e86 EEVEE\uff0c\u4e00\u4e2a\u9762\u5411 LLM Agent \u7684\u6d4b\u8bd5\u65f6\u63d0\u793a\u5b66\u4e60\u6846\u67b6\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u8fc7\u53bb\u4e24\u5e74\uff0cAI Agent \u7684\u80fd\u529b\u8fb9\u754c\u88ab\u4e0d\u65ad\u5237\u65b0\uff1a\u4f1a\u5199\u4ee3\u7801\u3001\u4f1a\u8c03\u7528\u5de5\u5177\u3001\u4f1a\u53cd\u601d\u5931\u8d25\uff0c\u4e5f\u5f00\u59cb\u80fd\u5728\u4efb\u52a1\u6267\u884c\u4e2d\u79ef\u7d2f\u7ecf\u9a8c\u3002<\/p>\n<p class=\"js_darkmode__text__3\">\u4f46\u4e00\u4e2a\u66f4\u73b0\u5b9e\u7684\u95ee\u9898\u6b63\u5728\u6d6e\u73b0\uff1a<\/p>\n<p class=\"js_darkmode__text__6\"><span class=\"\">\u5982\u679c\u4e00\u4e2a Agent \u771f\u7684\u88ab\u90e8\u7f72\u5230\u771f\u5b9e\u4e16\u754c\uff0c\u5b83\u8fd8\u80fd\u7ee7\u7eed\u53d8\u5f3a\u5417\uff1f<\/span><\/p>\n<p class=\"js_darkmode__text__13\">\u4e0d\u662f\u5728\u4e00\u4e2a\u56fa\u5b9a benchmark \u4e0a\u53cd\u590d\u5237\u5206\uff0c\u4e5f\u4e0d\u662f\u53ea\u9488\u5bf9\u67d0\u4e00\u79cd\u4efb\u52a1\u6539 prompt\uff0c\u800c\u662f\u5728\u771f\u5b9e\u4f7f\u7528\u4e2d\u540c\u65f6\u9762\u5bf9\u4ee3\u7801\u3001\u6570\u5b66\u3001\u77e5\u8bc6\u95ee\u7b54\u3001\u516c\u5f0f\u8ba1\u7b97\u3001\u590d\u6742\u63a8\u7406\u7b49\u4e0d\u65ad\u53d8\u5316\u7684\u4efb\u52a1\u8f93\u5165\uff0c\u8fd8\u80fd\u4e0d\u80fd\u6301\u7eed\u9002\u5e94\u3001\u7a33\u5b9a\u63d0\u5347\uff1f<\/p>\n<p class=\"js_darkmode__text__16\">\u8fd9\u6b63\u662f EEVEE \u60f3\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n<p class=\"js_darkmode__text__19\">\u6765\u81ea\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4e0e\u666e\u6797\u65af\u987f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u53d1\u5e03\u4e86 EEVEE\uff0c\u4e00\u4e2a\u9762\u5411 LLM Agent \u7684\u6d4b\u8bd5\u65f6\u63d0\u793a\u5b66\u4e60\u6846\u67b6\u3002\u5b83\u8bd5\u56fe\u628a prompt learning \u4ece \u201c\u5355\u4e00\u4efb\u52a1\u4f18\u5316\u201d \u63a8\u5411\u66f4\u63a5\u8fd1\u771f\u5b9e\u90e8\u7f72\u7684\u573a\u666f\uff1a\u8ba9\u667a\u80fd\u4f53\u5728\u591a\u7c7b\u578b\u4efb\u52a1\u4e0d\u65ad\u6d8c\u5165\u65f6\uff0c\u4ecd\u7136\u80fd\u591f\u7ee7\u7eed\u5b66\u4e60\uff0c\u800c\u4e0d\u662f\u987e\u6b64\u5931\u5f7c\u3002<\/p>\n<p><img data-dominant-color=\"f1f2f3\" data-has-transparency=\"true\" style=\"--dominant-color: #f1f2f3;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29628\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/590071e203f15dc17be392544e4866f0833679-1-1.png\" width=\"948\" height=\"522\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/590071e203f15dc17be392544e4866f0833679-1-1.png 948w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/590071e203f15dc17be392544e4866f0833679-1-1-300x165.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/590071e203f15dc17be392544e4866f0833679-1-1-150x83.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/590071e203f15dc17be392544e4866f0833679-1-1-768x423.png 768w\" sizes=\"auto, 100vw\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"97a1a6\" data-has-transparency=\"true\" style=\"--dominant-color: #97a1a6;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29629\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e2679f395c6f828eef80711b23664ed0416406-1-1.png\" width=\"1080\" height=\"459\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e2679f395c6f828eef80711b23664ed0416406-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e2679f395c6f828eef80711b23664ed0416406-1-1-300x128.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e2679f395c6f828eef80711b23664ed0416406-1-1-1024x435.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e2679f395c6f828eef80711b23664ed0416406-1-1-150x64.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e2679f395c6f828eef80711b23664ed0416406-1-1-768x326.png 768w\" sizes=\"auto, 100vw\" \/><\/p>\n<ul data-id=\"u738a58b-PHGgRIbT\">\n<li data-id=\"ld70c578-YiQh03O5\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2606.11182<\/li>\n<li data-id=\"ld70c578-igkaRZAU\">\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/princeton-ai2-lab.github.io\/EEVEE\/<\/li>\n<li data-id=\"ld70c578-LJ0GVR3S\">\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/Princeton-AI2-Lab\/EEVEE<\/li>\n<\/ul>\n<h4>\u5355\u4e00\u4efb\u52a1\u4e0a\u7684\u8fdb\u6b65\uff0c\u8fd8\u4e0d\u591f<\/h4>\n<p class=\"js_darkmode__text__42\">\u4eca\u5929\u5df2\u7ecf\u6709\u5f88\u591a prompt optimization \u65b9\u6cd5\u53ef\u4ee5\u8ba9\u6a21\u578b\u5728\u4e00\u4e2a\u4efb\u52a1\u4e0a\u53d8\u5f97\u66f4\u597d\u3002<\/p>\n<p class=\"js_darkmode__text__45\">\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u6570\u5b66\u9898\u96c6\u4e0a\u5b66\u4f1a\u66f4\u4e25\u8c28\u7684\u89e3\u9898\u6b65\u9aa4\uff1b\u5728\u4e00\u4e2a\u4ee3\u7801\u4efb\u52a1\u4e0a\u5b66\u4f1a\u8f93\u51fa\u66f4\u89c4\u8303\u7684\u51fd\u6570\u4f53\uff1b\u5728\u4e00\u4e2a\u95ee\u7b54\u4efb\u52a1\u4e0a\u5b66\u4f1a\u66f4\u7b26\u5408\u8bc4\u6d4b\u683c\u5f0f\u7684\u56de\u7b54\u3002<\/p>\n<p class=\"js_darkmode__text__48\">\u8fd9\u5f88\u6709\u4ef7\u503c\uff0c\u4f46\u5b83\u79bb\u771f\u5b9e Agent \u8fd8\u5dee\u4e00\u6b65\u3002<\/p>\n<p class=\"js_darkmode__text__51\">\u771f\u5b9e\u90e8\u7f72\u4e2d\u7684 Agent \u4e0d\u4f1a\u53ea\u9047\u5230\u4e00\u79cd\u4efb\u52a1\u3002\u5b83\u53ef\u80fd\u4e0a\u4e00\u79d2\u5728\u5199\u4ee3\u7801\uff0c\u4e0b\u4e00\u79d2\u5728\u505a\u91d1\u878d\u516c\u5f0f\u8ba1\u7b97\uff0c\u518d\u4e0b\u4e00\u6b65\u53c8\u8981\u56de\u7b54\u79d1\u5b66\u95ee\u9898\u3002\u4e0d\u540c\u4efb\u52a1\u9700\u8981\u7684\u884c\u4e3a\u5b8c\u5168\u4e0d\u540c\uff1a\u6709\u7684\u8981\u6c42\u4e25\u683c\u8f93\u51fa\u683c\u5f0f\uff0c\u6709\u7684\u8981\u6c42\u7b26\u53f7\u63a8\u7406\uff0c\u6709\u7684\u8981\u6c42\u77e5\u8bc6\u5224\u65ad\uff0c\u6709\u7684\u8981\u6c42\u53ef\u6267\u884c\u4ee3\u7801\u3002<\/p>\n<p class=\"js_darkmode__text__54\">\u5982\u679c\u6240\u6709\u53cd\u9988\u90fd\u88ab\u585e\u8fdb\u540c\u4e00\u4e2a prompt\uff0c\u95ee\u9898\u5c31\u4f1a\u51fa\u73b0\uff1a<\/p>\n<p class=\"js_darkmode__text__57\">\u4e00\u4e2a\u4efb\u52a1\u4e0a\u5b66\u5230\u7684\u7ecf\u9a8c\uff0c\u53ef\u80fd\u4f1a\u4f24\u5bb3\u53e6\u4e00\u4e2a\u4efb\u52a1\u3002<\/p>\n<p class=\"js_darkmode__text__60\">\u6bd4\u5982\uff0c\u4e3a\u4e86\u516c\u5f0f\u9898\u5b66\u5230 \u201c\u53ea\u8f93\u51fa\u6570\u5b57\u201d\uff0c\u53ef\u80fd\u4f1a\u5f71\u54cd\u9700\u8981\u89e3\u91ca\u63a8\u7406\u8fc7\u7a0b\u7684\u9898\uff1b\u4e3a\u4e86\u4ee3\u7801\u9898\u5b66\u5230 \u201c\u53ea\u8f93\u51fa\u51fd\u6570\u4f53\u201d\uff0c\u4e5f\u53ef\u80fd\u4e0d\u9002\u5408\u77e5\u8bc6\u95ee\u7b54\u3002\u4efb\u52a1\u8d8a\u591a\uff0c\u5355\u4e00 prompt \u8d8a\u5bb9\u6613\u53d8\u6210\u4e00\u4e2a\u4e92\u76f8\u51b2\u7a81\u7684\u6742\u7cc5\u4f53\u3002<\/p>\n<p class=\"js_darkmode__text__63\">\u8fd9\u5c31\u662f EEVEE \u8981\u9762\u5bf9\u7684\u6838\u5fc3\u6311\u6218\uff1a\u667a\u80fd\u4f53\u4e0d\u80fd\u53ea\u5728\u5355\u79d1\u53d8\u5f3a\uff0c\u800c\u8981\u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u4e00\u8d77\u8fdb\u5316\u3002<\/p>\n<h4>\u4efb\u52a1\u8d8a\u591a\uff0c\u5dee\u8ddd\u8d8a\u660e\u663e<\/h4>\n<p class=\"js_darkmode__text__73\">EEVEE \u6700\u6709\u8bf4\u670d\u529b\u7684\u7ed3\u679c\uff0c\u4e0d\u662f\u5355\u4e2a\u4efb\u52a1\u4e0a\u7684\u5206\u6570\uff0c\u800c\u662f\u4efb\u52a1\u4e0d\u65ad\u589e\u52a0\u65f6\u7684\u8868\u73b0\u3002<\/p>\n<p class=\"js_darkmode__text__76\">\u7814\u7a76\u56e2\u961f\u628a\u591a\u4e2a\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\u4f9d\u6b21\u52a0\u5165\u540c\u4e00\u4e2a\u5b66\u4e60\u8fc7\u7a0b\uff0c\u89c2\u5bdf prompt learning \u65b9\u6cd5\u80fd\u4e0d\u80fd\u6301\u7eed\u7d2f\u79ef\u6536\u76ca\u3002<\/p>\n<p class=\"js_darkmode__text__79\">\u7ed3\u679c\u975e\u5e38\u76f4\u63a5\uff1a<\/p>\n<p class=\"js_darkmode__text__82\">\u5f53\u4efb\u52a1\u8d8a\u6765\u8d8a\u591a\u65f6\uff0c\u4e00\u4e9b\u5f3a\u57fa\u7ebf\u65b9\u6cd5\u7684\u6536\u76ca\u5f00\u59cb\u505c\u6b62\u53e0\u52a0\uff0c\u751a\u81f3\u8dcc\u5230\u8d1f\u6570\uff1b\u800c EEVEE \u4ecd\u7136\u4fdd\u6301\u6b63\u5411\u63d0\u5347\uff0c\u6700\u7ec8\u5728\u4efb\u52a1\u5168\u90e8\u52a0\u5165\u540e\u8fbe\u5230\u7ea6\u00a0+42 \u7684\u7d2f\u8ba1\u63d0\u5347\u3002<\/p>\n<p class=\"js_darkmode__text__89\">\u6362\u53e5\u8bdd\u8bf4\uff0cEEVEE \u7684\u4f18\u52bf\u4e0d\u662f \u201c\u5355\u70b9\u63d0\u5206\u201d\uff0c\u800c\u662f\u4efb\u52a1\u53d8\u590d\u6742\u4e4b\u540e\u8fd8\u80fd\u7ee7\u7eed\u5f80\u4e0a\u8d70\u3002<\/p>\n<p class=\"js_darkmode__text__92\">\u8fd9\u975e\u5e38\u5173\u952e\u3002\u56e0\u4e3a\u771f\u5b9e\u4e16\u754c\u91cc\u7684 Agent\uff0c\u9762\u5bf9\u7684\u6c38\u8fdc\u4e0d\u662f\u4e00\u4e2a\u5e72\u51c0\u3001\u5c01\u95ed\u3001\u5355\u4e00\u7684\u4efb\u52a1\u73af\u5883\uff0c\u800c\u662f\u4e0d\u65ad\u53d8\u5316\u7684\u4efb\u52a1\u7ec4\u5408\u3002<\/p>\n<p><img data-dominant-color=\"eef2f6\" data-has-transparency=\"true\" style=\"--dominant-color: #eef2f6;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29630\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/61dd0a01331f5148c6753212067657db0a4926-1-1.png\" width=\"1080\" height=\"349\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/61dd0a01331f5148c6753212067657db0a4926-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/61dd0a01331f5148c6753212067657db0a4926-1-1-300x97.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/61dd0a01331f5148c6753212067657db0a4926-1-1-1024x331.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/61dd0a01331f5148c6753212067657db0a4926-1-1-150x48.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/61dd0a01331f5148c6753212067657db0a4926-1-1-768x248.png 768w\" sizes=\"auto, 100vw\" \/><\/p>\n<h4>\u5168\u65b9\u4f4d\u63d0\u5347\uff1a\u4e0d\u540c\u6a21\u578b\u4e0a\u90fd\u6709\u6548<\/h4>\n<p class=\"js_darkmode__text__98\">\u5728\u4e3b\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u4f7f\u7528\u4e86\u56db\u7c7b\u4ee3\u8868\u6027\u4efb\u52a1\uff1a\u77e5\u8bc6\u95ee\u7b54\u3001\u516c\u5f0f\u8ba1\u7b97\u3001\u6570\u5b66 \/ \u7b26\u53f7\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210\u3002\u8fd9\u4e9b\u4efb\u52a1\u653e\u5728\u4e00\u8d77\uff0c\u6784\u6210\u4e86\u4e00\u4e2a\u66f4\u63a5\u8fd1\u771f\u5b9e Agent \u5de5\u4f5c\u8d1f\u8f7d\u7684\u6df7\u5408\u73af\u5883\u3002<\/p>\n<p class=\"js_darkmode__text__101\">\u5728\u8fd9\u4e2a\u8bbe\u7f6e\u4e0b\uff0cEEVEE \u5728\u4e0d\u540c backbone \u4e0a\u90fd\u5e26\u6765\u4e86\u660e\u663e\u63d0\u5347\uff1a<\/p>\n<ul data-id=\"u738a58b-9mR9VWJg\">\n<li data-id=\"ld70c578-7SDS5oG3\"><span class=\"\">\u5728 Qwen3-4B-Instruct \u4e0a\uff0c\u5e73\u5747\u5206\u4ece 41.37 \u63d0\u5347\u5230 51.75\uff0c\u76f8\u5bf9\u63d0\u5347\u7ea6\u00a025%<\/span><\/li>\n<li data-id=\"ld70c578-4a9hf83g\"><span class=\"\">\u5728 DeepSeek-V3.2 \u4e0a\uff0c\u5e73\u5747\u5206\u4ece 39.75 \u63d0\u5347\u5230 64.07\uff0c\u76f8\u5bf9\u63d0\u5347\u7ea6\u00a061%<\/span><\/li>\n<li data-id=\"ld70c578-IOlCb8EQ\"><span class=\"\">\u76f8\u6bd4\u73b0\u6709 SOTA prompt-learning \u65b9\u6cd5\uff0c\u6700\u9ad8\u76f8\u5bf9\u63d0\u5347\u8fbe\u5230\u00a048.2%<\/span><\/li>\n<\/ul>\n<p class=\"js_darkmode__text__131\">\u8fd9\u8bf4\u660e EEVEE \u5e76\u4e0d\u662f\u53ea\u5bf9\u67d0\u4e2a\u6a21\u578b\u3001\u67d0\u4e2a\u4efb\u52a1\u6709\u6548\uff0c\u800c\u662f\u5728\u66f4\u5e7f\u6cdb\u7684\u6df7\u5408\u4efb\u52a1\u8bbe\u7f6e\u4e2d\uff0c\u90fd\u80fd\u8ba9\u667a\u80fd\u4f53\u83b7\u5f97\u66f4\u7a33\u5b9a\u7684\u6574\u4f53\u63d0\u5347\u3002<\/p>\n<p><img data-dominant-color=\"e6e9ea\" data-has-transparency=\"true\" style=\"--dominant-color: #e6e9ea;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29631\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/b1a4fd75111755f6519004026f03c7e92a5d60-1-1.png\" width=\"1080\" height=\"325\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/b1a4fd75111755f6519004026f03c7e92a5d60-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/b1a4fd75111755f6519004026f03c7e92a5d60-1-1-300x90.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/b1a4fd75111755f6519004026f03c7e92a5d60-1-1-1024x308.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/b1a4fd75111755f6519004026f03c7e92a5d60-1-1-150x45.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/b1a4fd75111755f6519004026f03c7e92a5d60-1-1-768x231.png 768w\" sizes=\"auto, 100vw\" \/><\/p>\n<h4>\u4e0d\u53ea\u662f \u201c\u591a\u5f00\u51e0\u4e2a prompt\u201d\uff1aEEVEE \u5982\u4f55\u8ba9\u667a\u80fd\u4f53\u5206\u5de5\u8fdb\u5316\uff1f<\/h4>\n<p class=\"js_darkmode__text__137\">EEVEE \u7684\u601d\u8def\u53ef\u4ee5\u7528\u4e00\u53e5\u8bdd\u6982\u62ec\uff1a<\/p>\n<p class=\"js_darkmode__text__140\"><span class=\"\">\u5148\u5206\u6d41\uff0c\u518d\u7528\u4e13\u95e8 prompt \u63a8\u7406\u3002<\/span><\/p>\n<p class=\"js_darkmode__text__143\">\u5b83\u4e0d\u518d\u8ba9\u6240\u6709\u4efb\u52a1\u5171\u4eab\u4e00\u4e2a prompt\uff0c\u800c\u662f\u7ef4\u62a4\u591a\u4e2a specialized prompts\u3002\u6bcf\u5f53\u8f93\u5165\u5230\u6765\uff0cEEVEE \u4f1a\u5148\u5224\u65ad\u5b83\u66f4\u9002\u5408\u54ea\u4e00\u7c7b prompt\uff0c\u518d\u8ba9\u6a21\u578b\u5e26\u7740\u5bf9\u5e94 prompt \u53bb\u56de\u7b54\u3002<\/p>\n<p class=\"js_darkmode__text__146\">\u4f46\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u4eba\u5de5\u5206\u7c7b\u3002<\/p>\n<p class=\"js_darkmode__text__149\">EEVEE \u4e0d\u4f1a\u4e8b\u5148\u89c4\u5b9a \u201c\u6570\u5b66\u9898\u8d70\u6570\u5b66 prompt\uff0c\u4ee3\u7801\u9898\u8d70\u4ee3\u7801 prompt\u201d\u3002\u56e0\u4e3a\u771f\u5b9e\u4efb\u52a1\u7684\u5dee\u5f02\u5f80\u5f80\u4e0d\u5728\u8868\u9762\u4efb\u52a1\u540d\u79f0\u4e0a\uff0c\u800c\u5728\u4e0d\u540c prompt \u7684\u5b9e\u9645\u8868\u73b0\u4e0a\u3002<\/p>\n<p class=\"js_darkmode__text__152\">\u540c\u6837\u662f\u6570\u5b66\u9898\uff0c\u6709\u7684\u9700\u8981\u516c\u5f0f\u8ba1\u7b97\uff0c\u6709\u7684\u9700\u8981\u5b9a\u7406\u63a8\u7406\uff0c\u6709\u7684\u9700\u8981\u4e25\u683c\u8f93\u51fa\u683c\u5f0f\u3002\u771f\u6b63\u6709\u7528\u7684\u5212\u5206\uff0c\u662f\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u9010\u6e10\u5f62\u6210\u7684\u3002<\/p>\n<p class=\"js_darkmode__text__155\">\u8fd9\u4e5f\u5e26\u6765\u4e86\u5173\u952e\u96be\u70b9\uff1arouter \u548c prompt \u4e0d\u80fd\u5206\u5f00\u5b66\u3002<\/p>\n<p class=\"js_darkmode__text__160\">router \u51b3\u5b9a\u6bcf\u4e2a prompt \u4f1a\u770b\u5230\u54ea\u4e9b\u6837\u672c\uff1bprompt \u7684\u80fd\u529b\u53c8\u51b3\u5b9a\u4e86\u600e\u6837\u7684\u8def\u7531\u662f\u6709\u610f\u4e49\u7684\u3002<\/p>\n<p class=\"js_darkmode__text__163\">\u56e0\u6b64\uff0cEEVEE \u91c7\u7528 router\u2013prompt co-evolution\uff1a\u5148\u4f18\u5316 router\uff0c\u91cd\u65b0\u5212\u5206\u4efb\u52a1\uff1b\u518d\u4f18\u5316\u6bcf\u4e2a prompt\uff1b\u968f\u540e\u628a\u66f4\u65b0\u540e\u7684 prompt \u53cd\u9988\u7ed9\u4e0b\u4e00\u8f6e router\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u65ad\u5faa\u73af\uff0c\u8ba9\u8def\u7531\u66f4\u6e05\u6670\uff0cprompt \u66f4\u4e13\u95e8\u5316\u3002<\/p>\n<p class=\"js_darkmode__text__166\">\u6700\u7ec8\uff0c\u667a\u80fd\u4f53\u4e0d\u662f\u9760\u4e00\u4e2a\u8d8a\u6765\u8d8a\u957f\u3001\u8d8a\u6765\u8d8a\u6df7\u4e71\u7684 prompt \u9002\u5e94\u6240\u6709\u4efb\u52a1\uff0c\u800c\u662f\u628a\u7ecf\u9a8c\u7ec4\u7ec7\u8d77\u6765\uff0c\u8ba9\u4e0d\u540c\u4efb\u52a1\u6a21\u5f0f\u8fdb\u5165\u66f4\u5408\u9002\u7684\u5b66\u4e60\u8def\u5f84\u3002<\/p>\n<p><img data-dominant-color=\"e8e5e4\" data-has-transparency=\"true\" style=\"--dominant-color: #e8e5e4;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29632\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/94d5c8814f0120f263d863a4b95d436c1bfdfa-1-1.png\" width=\"1080\" height=\"417\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/94d5c8814f0120f263d863a4b95d436c1bfdfa-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/94d5c8814f0120f263d863a4b95d436c1bfdfa-1-1-300x116.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/94d5c8814f0120f263d863a4b95d436c1bfdfa-1-1-1024x395.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/94d5c8814f0120f263d863a4b95d436c1bfdfa-1-1-150x58.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/94d5c8814f0120f263d863a4b95d436c1bfdfa-1-1-768x297.png 768w\" sizes=\"auto, 100vw\" \/><\/p>\n<h4>\u5355\u4e00\u4efb\u52a1\u4e0a\u4f9d\u65e7\u4f18\u79c0<\/h4>\n<p class=\"js_darkmode__text__174\">\u4e00\u4e2a\u81ea\u7136\u7684\u95ee\u9898\u662f\uff1a\u5982\u679c EEVEE \u662f\u4e3a\u591a\u4efb\u52a1\u8bbe\u8ba1\u7684\uff0c\u5b83\u4f1a\u4e0d\u4f1a\u727a\u7272\u5355\u4efb\u52a1\u80fd\u529b\uff1f<\/p>\n<p class=\"js_darkmode__text__177\">\u5b9e\u9a8c\u663e\u793a\u5e76\u6ca1\u6709\u3002<\/p>\n<p class=\"js_darkmode__text__180\">\u5f53\u6bcf\u4e2a benchmark \u5355\u72ec\u8fdb\u884c prompt learning \u65f6\uff0cEEVEE \u4ecd\u7136\u4fdd\u6301\u5f88\u5f3a\u7684\u7ade\u4e89\u529b\u3002\u4f8b\u5982\uff1a<\/p>\n<ul data-id=\"u738a58b-VACThEcI\">\n<li data-id=\"ld70c578-mAbeh16M\"><span class=\"\">Formula \u4efb\u52a1\u8fbe\u5230\u00a055.25<\/span><\/li>\n<li data-id=\"ld70c578-Up65Ajh7\"><span class=\"\">HumanEval \u4efb\u52a1\u8fbe\u5230\u00a073.17<\/span><\/li>\n<li data-id=\"ld70c578-GNuPkRXu\"><span class=\"\">TheoremQA \u4ece 14.73 \u63d0\u5347\u5230\u00a025.27<\/span><\/li>\n<\/ul>\n<p class=\"js_darkmode__text__202\">\u8fd9\u8bf4\u660e EEVEE \u4e0d\u662f\u9760 \u201c\u8def\u7531\u201d \u63a9\u76d6 prompt learning \u672c\u8eab\u7684\u4e0d\u8db3\u3002\u76f8\u53cd\uff0c\u5b83\u7684 prompt \u5b66\u4e60\u673a\u5236\u5728\u5355\u4efb\u52a1\u4e0a\u540c\u6837\u6709\u6548\uff1b\u5f53\u4efb\u52a1\u53d8\u591a\u65f6\uff0crouter \u624d\u8fdb\u4e00\u6b65\u53d1\u6325\u7ec4\u7ec7\u7ecf\u9a8c\u3001\u907f\u514d\u4e92\u76f8\u5e72\u6270\u7684\u4f5c\u7528\u3002<\/p>\n<p><img data-dominant-color=\"dde7ef\" data-has-transparency=\"true\" style=\"--dominant-color: #dde7ef;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29633\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/357c6ef42862e211b2c1507b91a55d529c7afc-1-1.png\" width=\"1080\" height=\"310\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/357c6ef42862e211b2c1507b91a55d529c7afc-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/357c6ef42862e211b2c1507b91a55d529c7afc-1-1-300x86.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/357c6ef42862e211b2c1507b91a55d529c7afc-1-1-1024x294.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/357c6ef42862e211b2c1507b91a55d529c7afc-1-1-150x43.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/357c6ef42862e211b2c1507b91a55d529c7afc-1-1-768x220.png 768w\" sizes=\"auto, 100vw\" \/><\/p>\n<h4>\u4e0d\u9760\u5806\u780c\u4e0a\u4e0b\u6587<\/h4>\n<p class=\"js_darkmode__text__208\">\u5f88\u591a\u8ba9 Agent \u53d8\u5f3a\u7684\u65b9\u6cd5\uff0c\u90fd\u6709\u4e00\u4e2a\u5171\u540c\u526f\u4f5c\u7528\uff1a\u4e0a\u4e0b\u6587\u8d8a\u6765\u8d8a\u957f\u3002<\/p>\n<p class=\"js_darkmode__text__211\">\u7cfb\u7edf\u4e0d\u65ad\u628a\u7ecf\u9a8c\u3001\u89c4\u5219\u3001\u6848\u4f8b\u3001playbook \u8ffd\u52a0\u8fdb prompt\uff0c\u77ed\u671f\u770b\u53ef\u80fd\u6709\u6548\uff0c\u4f46\u4efb\u52a1\u4e00\u591a\uff0c\u6210\u672c\u5c31\u4f1a\u8fc5\u901f\u4e0a\u5347\uff0cprompt \u4e5f\u4f1a\u53d8\u5f97\u5197\u957f\u6df7\u4e71\u3002<\/p>\n<p class=\"js_darkmode__text__214\">EEVEE \u6ca1\u6709\u8d70\u8fd9\u6761\u8def\u3002<\/p>\n<p class=\"js_darkmode__text__217\">\u867d\u7136\u5b83\u589e\u52a0\u4e86\u4e00\u4e2a\u8def\u7531\u6b65\u9aa4\uff0c\u4f46\u6574\u4f53 token \u6210\u672c\u4ecd\u7136\u4fdd\u6301\u5728\u8f83\u4f4e\u6c34\u5e73\u3002\u5b9e\u9a8c\u663e\u793a\uff0cEEVEE \u5e73\u5747\u6bcf\u4e2a\u6d4b\u8bd5\u6837\u672c\u4f7f\u7528\u00a04.32K tokens\uff0c\u63a5\u8fd1\u9ad8\u6548 prompt-learning \u57fa\u7ebf GEPA \u7684\u00a03.47K\uff0c\u8fdc\u4f4e\u4e8e ACE \u7684\u00a021.30K\u3002<\/p>\n<p class=\"js_darkmode__text__236\">\u4e5f\u5c31\u662f\u8bf4\uff0cEEVEE \u7684\u63d0\u5347\u5e76\u4e0d\u662f\u9760\u65e0\u9650\u6269\u5c55\u4e0a\u4e0b\u6587\u5806\u51fa\u6765\u7684\uff0c\u800c\u662f\u6765\u81ea\u66f4\u6709\u6548\u7684\u4efb\u52a1\u7ec4\u7ec7\u548c prompt specialization\u3002<\/p>\n<p><img data-dominant-color=\"f2f5f8\" data-has-transparency=\"true\" style=\"--dominant-color: #f2f5f8;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29634\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/d73529d374eb63728f111418d6b46c8d1fedee-1-1.png\" width=\"1080\" height=\"440\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/d73529d374eb63728f111418d6b46c8d1fedee-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/d73529d374eb63728f111418d6b46c8d1fedee-1-1-300x122.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/d73529d374eb63728f111418d6b46c8d1fedee-1-1-1024x417.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/d73529d374eb63728f111418d6b46c8d1fedee-1-1-150x61.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/d73529d374eb63728f111418d6b46c8d1fedee-1-1-768x313.png 768w\" sizes=\"auto, 100vw\" \/><\/p>\n<h4>Prompt learning \u771f\u6b63\u5b66\u5230\u7684\u662f\u4ec0\u4e48\uff1f<\/h4>\n<p class=\"js_darkmode__text__242\">\u8bba\u6587\u4e2d\u7684\u6848\u4f8b\u5206\u6790\u4e5f\u63ed\u793a\u4e86\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u73b0\u8c61\uff1a<\/p>\n<p class=\"js_darkmode__text__245\">Prompt learning \u6700\u64c5\u957f\u5b66\u4e60\u7684\uff0c\u4e0d\u662f\u51ed\u7a7a\u8865\u5145\u77e5\u8bc6\uff0c\u800c\u662f\u628a\u53cd\u9988\u8f6c\u5316\u6210\u53ef\u590d\u7528\u7684\u505a\u4e8b\u65b9\u5f0f\u3002<\/p>\n<p class=\"js_darkmode__text__248\">\u5728\u4ee3\u7801\u4efb\u52a1\u4e2d\uff0c\u5b83\u80fd\u5b66\u4f1a\u4fdd\u6301\u51fd\u6570\u63a5\u53e3\u3001\u8f93\u51fa\u53ef\u6267\u884c\u4ee3\u7801\u3001\u5904\u7406\u8fb9\u754c\u6761\u4ef6\uff1b\u5728\u516c\u5f0f\u4efb\u52a1\u4e2d\uff0c\u5b83\u80fd\u5b66\u4f1a\u6b63\u786e\u5957\u516c\u5f0f\u3001\u4fdd\u6301\u5355\u4f4d\u5c3a\u5ea6\u3001\u8f93\u51fa\u7b26\u5408\u8bc4\u6d4b\u8981\u6c42\u7684\u7b54\u6848\u683c\u5f0f\u3002<\/p>\n<p class=\"js_darkmode__text__251\">\u4f46\u5bf9\u4e8e\u77e5\u8bc6\u5bc6\u96c6\u578b\u95ee\u7b54\uff0c\u60c5\u51b5\u4f1a\u66f4\u590d\u6742\u3002Prompt learning \u53ef\u4ee5\u8ba9\u6a21\u578b\u63a8\u7406\u66f4\u7cfb\u7edf\uff0c\u5374\u4e0d\u4e00\u5b9a\u80fd\u8865\u4e0a\u7f3a\u5931\u7684\u9886\u57df\u77e5\u8bc6\u3002\u5982\u679c\u6a21\u578b\u672c\u8eab\u7f3a\u5c11\u5173\u952e\u4e8b\u5b9e\uff0c\u5355\u9760 prompt \u4e0d\u4e00\u5b9a\u80fd\u89e3\u51b3\u3002<\/p>\n<p class=\"js_darkmode__text__254\">\u8fd9\u8bf4\u660e EEVEE \u5e76\u4e0d\u662f\u5728\u5ba3\u79f0 prompt learning \u53ef\u4ee5\u89e3\u51b3\u4e00\u5207\u3002\u5b83\u771f\u6b63\u5c55\u793a\u7684\u662f\uff1a\u5f53\u53cd\u9988\u80fd\u591f\u53d8\u6210\u53ef\u590d\u7528\u7684\u8fc7\u7a0b\u3001\u683c\u5f0f\u548c\u7b56\u7565\u65f6\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u6d4b\u8bd5\u65f6\u6301\u7eed\u5438\u6536\u8fd9\u4e9b\u7ecf\u9a8c\uff0c\u5e76\u628a\u5b83\u4eec\u7ec4\u7ec7\u5230\u66f4\u5408\u9002\u7684 prompt \u4e2d\u3002<\/p>\n<p class=\"js_darkmode__text__257\">\u8fd9\u6bd4\u5355\u7eaf \u201c\u6539\u4e00\u4e2a prompt\u201d \u66f4\u63a5\u8fd1\u771f\u5b9e Agent \u7684\u5b66\u4e60\u65b9\u5f0f\u3002<\/p>\n<p><img data-dominant-color=\"e4e6e4\" data-has-transparency=\"true\" style=\"--dominant-color: #e4e6e4;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29635\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/631908939e270c8126f543c46e8ca64fcb875f-1-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/631908939e270c8126f543c46e8ca64fcb875f-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/631908939e270c8126f543c46e8ca64fcb875f-1-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/631908939e270c8126f543c46e8ca64fcb875f-1-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/631908939e270c8126f543c46e8ca64fcb875f-1-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/631908939e270c8126f543c46e8ca64fcb875f-1-1-768x432.png 768w\" sizes=\"auto, 100vw\" \/><\/p>\n<h4>\u8ba9 Agent \u4ece\u5355\u79d1\u8fdb\u6b65\u8d70\u5411\u5168\u65b9\u4f4d\u8fdb\u5316<\/h4>\n<p class=\"js_darkmode__text__263\">\u8fc7\u53bb\u7684 prompt optimization\uff0c\u66f4\u50cf\u662f\u5728\u8bad\u7ec3\u4e00\u4e2a Agent \u505a\u597d\u67d0\u4e00\u95e8\u8bfe\u3002<\/p>\n<p class=\"js_darkmode__text__266\">\u5b83\u53ef\u4ee5\u5728\u4e00\u4e2a\u56fa\u5b9a\u4efb\u52a1\u4e0a\u53cd\u590d\u7ec3\u4e60\uff0c\u9010\u6e10\u6478\u6e05\u89c4\u5f8b\uff0c\u62ff\u5230\u66f4\u9ad8\u5206\u6570\u3002<\/p>\n<p class=\"js_darkmode__text__269\">\u4f46\u771f\u5b9e\u4e16\u754c\u8981\u6c42\u7684\u4e0d\u662f \u201c\u5355\u79d1\u63d0\u5206\u201d\uff0c\u800c\u662f\u66f4\u63a5\u8fd1 \u201c\u5168\u79d1\u6210\u957f\u201d\uff1a\u4efb\u52a1\u4e0d\u65ad\u53d8\u5316\uff0c\u53cd\u9988\u4e0d\u65ad\u53d8\u5316\uff0c\u80fd\u529b\u9700\u6c42\u4e5f\u4e0d\u65ad\u53d8\u5316\u3002\u4e00\u4e2a\u771f\u6b63\u6709\u7528\u7684 self-improving Agent\uff0c\u5fc5\u987b\u80fd\u5728\u90e8\u7f72\u540e\u7ee7\u7eed\u9002\u5e94\u8fd9\u4e9b\u53d8\u5316\uff0c\u800c\u4e0d\u662f\u53ea\u5728\u5355\u4e00 benchmark \u4e0a\u8d8a\u6765\u8d8a\u719f\u7ec3\u3002<\/p>\n<p class=\"js_darkmode__text__272\">EEVEE \u7684\u610f\u4e49\u5c31\u5728\u4e8e\u6b64\u3002<\/p>\n<p class=\"js_darkmode__text__275\">\u5b83\u628a test-time prompt learning \u4ece\u5355\u4e00\u4efb\u52a1\u63a8\u5411\u591a\u7c7b\u578b\u4efb\u52a1\u5171\u540c\u5230\u6765\u7684\u573a\u666f\uff0c\u8ba9\u667a\u80fd\u4f53\u5f00\u59cb\u5b66\u4e60\u5982\u4f55\u7ec4\u7ec7\u7ecf\u9a8c\u3001\u533a\u5206\u4efb\u52a1\u6a21\u5f0f\u3001\u4fdd\u7559\u4e0d\u540c\u80fd\u529b\uff0c\u5e76\u5728\u590d\u6742\u4efb\u52a1\u6d41\u4e2d\u7ee7\u7eed\u63d0\u5347\u6574\u4f53\u8868\u73b0\u3002<\/p>\n<p class=\"js_darkmode__text__278\">\u8fd9\u8fd8\u4e0d\u662f\u6700\u7ec8\u5f62\u6001\u3002\u8bba\u6587\u4e5f\u6307\u51fa\uff0cEEVEE \u4ecd\u7136\u4f9d\u8d56 ground-truth \u6216 rule-based feedback\uff0c\u8fd8\u4e0d\u662f\u5b8c\u5168\u5728\u7ebf\u3001\u5b8c\u5168\u81ea\u76d1\u7763\u7684\u81ea\u6211\u63d0\u5347\u7cfb\u7edf\u3002<\/p>\n<p class=\"js_darkmode__text__281\">\u4f46\u5b83\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\uff1a\u5f53\u667a\u80fd\u4f53\u771f\u6b63\u9762\u5bf9\u771f\u5b9e\u4e16\u754c\u4e2d\u590d\u6742\u3001\u591a\u6837\u3001\u4e0d\u65ad\u53d8\u5316\u7684\u4efb\u52a1\u65f6\uff0cprompt learning \u4ecd\u7136\u53ef\u4ee5\u6210\u4e3a\u4e00\u79cd\u6709\u6548\u7684\u6301\u7eed\u9002\u5e94\u673a\u5236\u3002<\/p>\n<p class=\"js_darkmode__text__284\">\u4ece\u5355\u4e00\u4efb\u52a1\u5230\u5168\u65b9\u4f4d\u8fdb\u5316\uff0c\u8fd9\u6b63\u662f EEVEE \u60f3\u6253\u5f00\u7684\u4e00\u6247\u95e8\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_29594\" class=\"pvc_stats total_only  \" data-element-id=\"29594\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) 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\u7684\u6d4b\u8bd5\u65f6\u63d0\u793a\u5b66\u4e60\u6846\u67b6 &hellip; <a href=\"https:\/\/aif.amtbbs.org\/index.php\/2026\/06\/22\/29594\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;\u544a\u522b\u300c\u5355\u79d1\u4e13\u5bb6\u300d\uff1a\u9996\u4e2aAgent\u5168\u9762\u8fdb\u5316\u6846\u67b6EEVEE\u53d1\u5e03&#8221;<\/span><\/a><\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_29594\" class=\"pvc_stats total_only  \" data-element-id=\"29594\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 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class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":29619,"comment_status":"open","ping_status":"open","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":[1,3,23,20,80],"tags":[2234],"class_list":["post-29594","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","category-ai","category-23","category-20","category-80","tag-agenteevee"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29594","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=29594"}],"version-history":[{"count":2,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29594\/revisions"}],"predecessor-version":[{"id":29636,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29594\/revisions\/29636"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/29619"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=29594"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=29594"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=29594"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}