{"id":29485,"date":"2026-06-10T08:46:44","date_gmt":"2026-06-10T00:46:44","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29485"},"modified":"2026-06-10T08:46:44","modified_gmt":"2026-06-10T00:46:44","slug":"harness-%e5%ba%95%e5%b1%82%e6%9e%b6%e6%9e%84%ef%bc%9a-%e5%9f%ba%e4%ba%8e-deep-agents-%e6%b7%b1%e5%85%a5%e5%ba%95%e5%b1%82-sandbox%e6%b2%99%e7%9b%92infa-%e5%9f%ba%e7%a1%80%e8%ae%be%e6%96%bd%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/06\/10\/29485\/","title":{"rendered":"Harness \u5e95\u5c42\u67b6\u6784\uff1a \u57fa\u4e8e Deep Agents \u6df1\u5165\u5e95\u5c42 Sandbox\u6c99\u76d2Infa \u57fa\u7840\u8bbe\u65bd\u67b6\u6784"},"content":{"rendered":"<div class=\"article-desc\">AI \u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u6c99\u76d2\u5185\u90e8\u81ea\u7531\u5b8c\u6210\u6587\u4ef6\u8bfb\u5199\u3001\u76ee\u5f55\u904d\u5386\u3001Shell \u547d\u4ee4\u8fd0\u884c\u3001Python \u811a\u672c\u6267\u884c\u3001\u9879\u76ee\u4f9d\u8d56\u5b89\u88c5\u3001\u4ee3\u7801\u6784\u5efa\u3001\u4ed3\u5e93\u514b\u9686\u7b49\u5404\u7c7b\u9ad8\u5371\u64cd\u4f5c\uff0c\u4e14\u6240\u6709\u884c\u4e3a\u5747\u5728\u6c99\u76d2\u5185\u95ed\u73af\uff0c\u4e0d\u4f1a\u4fb5\u5165\u3001\u6c61\u67d3\u3001\u7834\u574f\u672c\u5730\u5bbf\u4e3b\u673a\u4e0e\u751f\u4ea7\u73af\u5883\uff0c\u4ece\u6839\u6e90\u89c4\u907f\u667a\u80fd\u4f53\u6267\u884c\u5e26\u6765\u7684\u7cfb\u7edf\u98ce\u9669\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>\u5728AI\u5de5\u7a0b\u5316\u843d\u5730\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5927\u591a\u6570\u4f7f\u7528\u8005\u65e9\u5df2\u4e0d\u518d\u6267\u7740\u4e8e\u5927\u6a21\u578b\u7684\u5237\u699c\u53c2\u6570\u4e0e\u7eb8\u9762\u6027\u80fd\u3002<\/p>\n<p>\u5bf9\u4e8e\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u800c\u8a00\uff0c<strong>\u80fd\u5728\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\u7a33\u5b9a\u843d\u5730\u3001\u81ea\u4e3b\u5b8c\u6210\u5de5\u7a0b\u4efb\u52a1\u3001\u53ef\u63a7\u53ef\u8fd0\u7ef4\u7684AI\u667a\u80fd\u4f53<\/strong>\uff0c\u624d\u662f\u6838\u5fc3\u521a\u9700\u3002<\/p>\n<p>LLM\u53ea\u662f\u667a\u80fd\u4f53\u7684\u57fa\u7840\u80fd\u529b\u5e95\u5ea7\uff0c\u800c<strong>Agent\u67b6\u6784\u8bbe\u8ba1\u3001\u8fd0\u884c\u73af\u5883\u7ba1\u63a7\u3001\u5b89\u5168\u80fd\u529b\u5c01\u88c5<\/strong>\uff0c\u624d\u662f\u51b3\u5b9a\u667a\u80fd\u4f53\u80fd\u5426\u771f\u6b63\u201c\u51fa\u6d3b\u201d\u7684\u5173\u952e\u3002<\/p>\n<p>\u5728\u4f17\u591a\u667a\u80fd\u4f53\u5f00\u53d1\u6846\u67b6\u4e2d\uff0cLangChain \u5f00\u6e90\u7684 Deep Agents \u51ed\u501f\u4f4e\u4e0a\u624b\u95e8\u69db\u3001\u5168\u9762\u7684\u529f\u80fd\u8986\u76d6\u3001\u5b8c\u5584\u7684\u5b98\u65b9\u6587\u6863\u4ee5\u53ca\u5f00\u6e90\u514d\u8d39\u7684\u6838\u5fc3\u4f18\u52bf\uff0c\u6210\u4e3a\u4e86AI\u5de5\u7a0b\u5316\u6df1\u8015\u7684\u4f18\u9009\u6846\u67b6\u3002<\/p>\n<p>\u800c\u5728 Deep Agents \u6574\u5957\u67b6\u6784\u4f53\u7cfb\u91cc\uff0cSandbox\uff08\u6c99\u76d2\uff09\u7edd\u975e\u53ef\u6709\u53ef\u65e0\u7684\u9644\u52a0\u529f\u80fd\uff0c\u800c\u662f\u652f\u6491\u667a\u80fd\u4f53\u5b89\u5168\u6267\u884c\u4ee3\u7801\u3001\u8fd0\u884c\u547d\u4ee4\u3001\u81ea\u4e3b\u5b8c\u6210\u5de5\u7a0b\u4efb\u52a1\u7684<strong>\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd<\/strong>\u3002<\/p>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u5bf9\u6c99\u76d2\u7684\u8ba4\u77e5\u4ec5\u505c\u7559\u5728\u201c\u9694\u79bb\u73af\u5883\u201d\u7684\u8868\u5c42\u6982\u5ff5\uff0c\u5374\u4e0d\u4e86\u89e3\u5176\u5e95\u5c42\u8fd0\u884c\u903b\u8f91\u3001\u4e0e Backend \u7684\u534f\u4f5c\u5173\u7cfb\u3001\u6838\u5fc3\u5b9e\u73b0\u539f\u7406\u4ee5\u53ca\u751f\u4ea7\u843d\u5730\u89c4\u8303\u3002<\/p>\n<p>\u672c\u6587\u5c06\u7cfb\u7edf\u62c6\u89e3 Deep Agents \u4e2d Sandbox \u7684\u5b9a\u4e49\u3001\u6838\u5fc3\u4ef7\u503c\u3001\u9002\u7528\u573a\u666f\u3001\u5e95\u5c42\u6e90\u7801\u903b\u8f91\u3001\u6587\u4ef6\u8bbf\u95ee\u673a\u5236\u3001\u751f\u547d\u5468\u671f\u6cbb\u7406\u3001\u96c6\u6210\u67b6\u6784\u3001\u843d\u5730\u5b9e\u8df5\u4e0e\u5b89\u5168\u89c4\u8303\uff0c\u5e2e\u5927\u5bb6\u5f7b\u5e95\u5403\u900f\u8fd9\u4e00\u6838\u5fc3\u7ec4\u4ef6\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"e7e4d4\" data-has-transparency=\"false\" style=\"--dominant-color: #e7e4d4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29486\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/091a6f775d058f71997612402b6deed65b02e0.jpg\" width=\"1080\" height=\"607\" alt=\"Harness \u9876\u5c16\u67b6\u6784\uff1a \u57fa\u4e8e Deep Agents \u6df1\u5165\u89e3\u6790 Harness  Sandbox   Infa \u57fa\u7840\u8bbe\u65bd\" title=\"Harness \u9876\u5c16\u67b6\u6784\uff1a \u57fa\u4e8e Deep Agents \u6df1\u5165\u89e3\u6790 Harness  Sandbox   Infa \u57fa\u7840\u8bbe\u65bd\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/091a6f775d058f71997612402b6deed65b02e0.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/091a6f775d058f71997612402b6deed65b02e0-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/091a6f775d058f71997612402b6deed65b02e0-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/091a6f775d058f71997612402b6deed65b02e0-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/091a6f775d058f71997612402b6deed65b02e0-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">Harness \u9876\u5c16\u67b6\u6784\uff1a \u57fa\u4e8e Deep Agents \u6df1\u5165\u89e3\u6790 Harness Sandbox Infa \u57fa\u7840\u8bbe\u65bd<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2>\u4e00\u3001\u6838\u5fc3\u8ba4\u77e5\uff1a\u4ec0\u4e48\u662f Deep Agents Sandbox Infa \u57fa\u7840\u8bbe\u65bd\uff1f<\/h2>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"e8e4ce\" data-has-transparency=\"false\" style=\"--dominant-color: #e8e4ce;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29487\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/81a542685e56775ac3a03472e51feea21cff3f.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"\u4e00\u3001\u6838\u5fc3\u8ba4\u77e5\uff1a\u4ec0\u4e48\u662f Deep Agents Sandbox Infa \u57fa\u7840\u8bbe\u65bd\uff1f\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/81a542685e56775ac3a03472e51feea21cff3f.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/81a542685e56775ac3a03472e51feea21cff3f-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/81a542685e56775ac3a03472e51feea21cff3f-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/81a542685e56775ac3a03472e51feea21cff3f-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/81a542685e56775ac3a03472e51feea21cff3f-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h4>1.1 \u4e00\u53e5\u8bdd \u5b9a\u4e49<\/h4>\n<p>Sandbox\uff08\u6c99\u76d2\uff09\u662f Deep Agents \u63d0\u4f9b\u7684<strong>\u4e0e\u5bbf\u4e3b\u673a\u5b8c\u5168\u9694\u79bb\u7684\u72ec\u7acb\u53ef\u63a7\u6267\u884c\u73af\u5883<\/strong>\u3002<\/p>\n<p>AI \u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u6c99\u76d2\u5185\u90e8\u81ea\u7531\u5b8c\u6210\u6587\u4ef6\u8bfb\u5199\u3001\u76ee\u5f55\u904d\u5386\u3001Shell \u547d\u4ee4\u8fd0\u884c\u3001Python \u811a\u672c\u6267\u884c\u3001\u9879\u76ee\u4f9d\u8d56\u5b89\u88c5\u3001\u4ee3\u7801\u6784\u5efa\u3001\u4ed3\u5e93\u514b\u9686\u7b49\u5404\u7c7b\u9ad8\u5371\u64cd\u4f5c\uff0c\u4e14\u6240\u6709\u884c\u4e3a\u5747\u5728\u6c99\u76d2\u5185\u95ed\u73af\uff0c\u4e0d\u4f1a\u4fb5\u5165\u3001\u6c61\u67d3\u3001\u7834\u574f\u672c\u5730\u5bbf\u4e3b\u673a\u4e0e\u751f\u4ea7\u73af\u5883\uff0c\u4ece\u6839\u6e90\u89c4\u907f\u667a\u80fd\u4f53\u6267\u884c\u5e26\u6765\u7684\u7cfb\u7edf\u98ce\u9669\u3002<\/p>\n<h4>1.2 \u6846\u67b6\u6838\u5fc3\u5b9a\u4f4d\uff1aSandbox \u662f\u7279\u6b8a\u7684 Backend<\/h4>\n<p>\u8fd9\u662f Deep Agents \u6700\u5173\u952e\u7684\u8bbe\u8ba1\u7406\u5ff5\uff0c\u4e5f\u662f\u533a\u5206\u666e\u901a\u6587\u4ef6\u80fd\u529b\u4e0e\u6c99\u76d2\u6267\u884c\u80fd\u529b\u7684\u6838\u5fc3\u4f9d\u636e\u3002<\/p>\n<p>\u5728\u6846\u67b6\u4f53\u7cfb\u4e2d\uff0cSandbox \u4e0d\u5c5e\u4e8e\u72ec\u7acb\u5916\u6302\u529f\u80fd\uff0c\u800c\u662f\u4e00\u79cd<strong>\u5177\u5907\u5b89\u5168\u9694\u79bb\u80fd\u529b\u7684\u9ad8\u7ea7 Backend\uff08\u80fd\u529b\u540e\u7aef\uff09<\/strong>\u3002<\/p>\n<p>\u4e24\u7c7b Backend \u7684\u80fd\u529b\u8fb9\u754c\u6709\u7740\u660e\u786e\u5212\u5206\uff1a<\/p>\n<p><strong>\u30101\u3011\u666e\u901a\u57fa\u7840 Backend\uff08\u5982 FilesystemBackend\uff09\uff1a<\/strong>\u00a0\u4ec5\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u7eaf\u6587\u4ef6\u7cfb\u7edf\u64cd\u4f5c\u80fd\u529b\uff0c\u652f\u6301 ls\u3001read_file\u3001write_file \u7b49\u57fa\u7840\u6587\u4ef6\u64cd\u4f5c\uff0c<strong>\u65e0\u4efb\u4f55\u547d\u4ee4\u6267\u884c\u6743\u9650<\/strong>\uff0c\u53ea\u80fd\u8ba9\u667a\u80fd\u4f53\u5b8c\u6210\u6587\u672c\u3001\u6587\u4ef6\u5904\u7406\u7c7b\u8f7b\u91cf\u5316\u4efb\u52a1\u3002<\/p>\n<p><strong>\u30102\u3011Sandbox \u4e13\u5c5e Backend\uff08SandboxBackend\uff09\uff1a<\/strong>\u00a0\u5728\u5b8c\u6574\u7ee7\u627f\u6587\u4ef6\u7cfb\u7edf\u64cd\u4f5c\u80fd\u529b\u7684\u57fa\u7840\u4e0a\uff0c\u989d\u5916\u4e3a\u667a\u80fd\u4f53\u5f00\u653e\u6838\u5fc3\u7684<strong>execute()<\/strong>\u00a0\u5de5\u5177\uff0c\u652f\u6301\u4efb\u610f Shell \u547d\u4ee4\u3001\u4ee3\u7801\u811a\u672c\u7684\u6267\u884c\uff0c\u540c\u65f6\u81ea\u5e26\u73af\u5883\u9694\u79bb\u3001\u6743\u9650\u7ba1\u63a7\u80fd\u529b\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff1a\u666e\u901a Backend \u8ba9\u667a\u80fd\u4f53\u201c\u4f1a\u64cd\u4f5c\u6587\u4ef6\u201d\uff0cSandbox Backend \u8ba9\u667a\u80fd\u4f53\u201c\u80fd\u5e72\u6d3b\u3001\u6562\u5e72\u6d3b\u3001\u5b89\u5168\u5e72\u6d3b\u201d\uff0c\u5f7b\u5e95\u5c06\u667a\u80fd\u4f53\u4ece\u201c\u6587\u672c\u63a8\u7406\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u53ef\u843d\u5730\u7684\u5de5\u7a0b\u5316\u6267\u884c\u4f53\u3002<\/p>\n<h4>1.3 \u914d\u7f6e Sandbox \u540e\u667a\u80fd\u4f53\u83b7\u5f97\u7684\u5b8c\u6574\u80fd\u529b<\/h4>\n<p>\u5f53 Deep Agents \u7ed1\u5b9a Sandbox \u540e\u7aef\u540e\uff0c\u667a\u80fd\u4f53\u5c06\u62e5\u6709\u4e24\u5957\u5b8c\u6574\u80fd\u529b\u4f53\u7cfb\uff0c\u4e14\u5168\u90e8\u53d7\u5b89\u5168\u9694\u79bb\u673a\u5236\u4fdd\u62a4\uff1a<\/p>\n<p><strong>\u57fa\u7840\u6587\u4ef6\u7cfb\u7edf\u80fd\u529b<\/strong>\uff1als\uff08\u76ee\u5f55\u904d\u5386\uff09\u3001read_file\uff08\u6587\u4ef6\u8bfb\u53d6\uff09\u3001write_file\uff08\u6587\u4ef6\u5199\u5165\uff09\u3001edit_file\uff08\u6587\u4ef6\u7f16\u8f91\uff09\u3001glob\uff08\u6587\u4ef6\u5339\u914d\uff09\u3001grep\uff08\u5185\u5bb9\u68c0\u7d22\uff09\uff0c\u8986\u76d6\u6240\u6709\u5e38\u89c4\u6587\u4ef6\u64cd\u4f5c\u573a\u666f\u3002<\/p>\n<p><strong>\u9ad8\u7ea7\u6267\u884c\u80fd\u529b<\/strong>\uff1a\u901a\u8fc7\u4e13\u5c5e execute \u5de5\u5177\uff0c\u81ea\u7531\u8fd0\u884c Shell \u547d\u4ee4\u3001\u6267\u884c Python\/Node \u7b49\u5404\u7c7b\u811a\u672c\u3001\u5b89\u88c5\u7b2c\u4e09\u65b9\u4f9d\u8d56\u3001\u8fd0\u884c\u6d4b\u8bd5\u7528\u4f8b\u3001\u5b8c\u6210\u9879\u76ee\u6784\u5efa\u4e0e\u90e8\u7f72\u3002<\/p>\n<p><strong>\u6838\u5fc3\u5b89\u5168\u80fd\u529b<\/strong>\uff1a\u5929\u7136\u9694\u79bb\u5bbf\u4e3b\u6587\u4ef6\u3001\u73af\u5883\u53d8\u91cf\u3001\u5bc6\u94a5\u51ed\u8bc1\u3001\u7cfb\u7edf\u8fdb\u7a0b\u4e0e\u7f51\u7edc\u8d44\u6e90\uff0c\u675c\u7edd\u8d8a\u6743\u64cd\u4f5c\u4e0e\u73af\u5883\u6c61\u67d3\u3002<\/p>\n<h3>\u4e8c\u3001\u6838\u5fc3\u4ef7\u503c\uff1a\u4e3a\u4ec0\u4e48 Deep Agents \u5fc5\u987b\u4f9d\u8d56 Sandbox Infa \u57fa\u7840\u8bbe\u65bd<\/h3>\n<p>Sandbox \u7684\u5b58\u5728\u6838\u5fc3\u89e3\u51b3\u4e24\u5927\u95ee\u9898\uff1a<strong>\u667a\u80fd\u4f53\u6267\u884c\u80fd\u529b\u62d3\u5c55<\/strong>\u4e0e<strong>\u5de5\u7a0b\u843d\u5730\u5b89\u5168\u98ce\u63a7<\/strong>\uff0c\u5176\u4e2d\u5b89\u5168\u6027\u662f\u5176\u4e0d\u53ef\u66ff\u4ee3\u7684\u6838\u5fc3\u4ef7\u503c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"e5e4d1\" data-has-transparency=\"false\" style=\"--dominant-color: #e5e4d1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29488\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42e54f662eb08270e1e836135d45749c21c38b.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"\u4e8c\u3001\u6838\u5fc3\u4ef7\u503c\uff1a\u4e3a\u4ec0\u4e48 Deep Agents \u5fc5\u987b\u4f9d\u8d56 Sandbox Infa \u57fa\u7840\u8bbe\u65bd\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42e54f662eb08270e1e836135d45749c21c38b.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42e54f662eb08270e1e836135d45749c21c38b-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42e54f662eb08270e1e836135d45749c21c38b-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42e54f662eb08270e1e836135d45749c21c38b-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42e54f662eb08270e1e836135d45749c21c38b-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h4>2.1 \u5b89\u5168\u515c\u5e95\uff1a\u89e3\u51b3\u667a\u80fd\u4f53\u6267\u884c\u7684\u4e0d\u786e\u5b9a\u6027\u98ce\u9669<\/h4>\n<p>AI \u667a\u80fd\u4f53\u7684\u884c\u4e3a\u5177\u5907\u9ad8\u5ea6\u4e0d\u53ef\u9884\u6d4b\u6027\uff0c\u6a21\u578b\u81ea\u4e3b\u751f\u6210\u7684\u547d\u4ee4\u3001\u811a\u672c\u3001\u64cd\u4f5c\u903b\u8f91\u65e0\u6cd5\u88ab\u63d0\u524d\u5b8c\u5168\u9884\u5224\u3002<\/p>\n<p>\u82e5\u76f4\u63a5\u5f00\u653e\u5bbf\u4e3b\u673a\u6267\u884c\u6743\u9650\uff0c\u6781\u6613\u51fa\u73b0\u8bfb\u53d6\u654f\u611f\u51ed\u8bc1\u3001\u7be1\u6539\u7cfb\u7edf\u6587\u4ef6\u3001\u5b89\u88c5\u6076\u610f\u4f9d\u8d56\u3001\u91cd\u590d\u6267\u884c\u9ad8\u5371\u811a\u672c\u3001\u8017\u5c3d\u7cfb\u7edf\u8d44\u6e90\u7b49\u98ce\u9669\u3002<\/p>\n<p>Deep Agents \u7684\u8bbe\u8ba1\u601d\u8def\u6781\u4e3a\u4e25\u8c28\uff1a<strong>\u9ed8\u8ba4\u7981\u6b62\u6240\u6709\u4ee3\u7801\u6267\u884c\u80fd\u529b\uff0c\u4ec5\u63a5\u5165\u5408\u89c4 Sandbox \u540e\u7aef\u7684\u667a\u80fd\u4f53\uff0c\u624d\u80fd\u83b7\u53d6\u547d\u4ee4\u6267\u884c\u6743\u9650<\/strong>\uff0c\u800c\u975e\u201c\u9ed8\u8ba4\u5f00\u653e\u6743\u9650\uff0c\u540e\u7eed\u9010\u6b65\u9650\u5236\u201d\u3002<\/p>\n<p>\u4ece\u67b6\u6784\u5c42\u9762\u675c\u7edd\u4e86\u6743\u9650\u6ee5\u7528\u7684\u53ef\u80fd\uff0c\u5168\u65b9\u4f4d\u4fdd\u62a4\u5bbf\u4e3b\u6838\u5fc3\u8d44\u6e90\uff1a<\/p>\n<ul data-id=\"u738a58b-mJ5WFJ67\">\n<li data-id=\"ld70c578-70ccMKML\">\u9694\u79bb\u672c\u5730\u79c1\u6709\u6587\u4ef6\uff0c\u7981\u6b62\u667a\u80fd\u4f53\u8d8a\u6743\u8bfb\u53d6\u3001\u7be1\u6539\u3001\u5220\u9664\u5bbf\u4e3b\u673a\u6587\u4ef6\uff1b<\/li>\n<li data-id=\"ld70c578-ZRQDEjMF\">\u9694\u79bb\u73af\u5883\u53d8\u91cf\u4e0e\u5bc6\u94a5\u51ed\u8bc1\uff0c\u675c\u7edd API Key\u3001\u6570\u636e\u5e93\u5bc6\u7801\u7b49\u654f\u611f\u4fe1\u606f\u6cc4\u9732\uff1b<\/li>\n<li data-id=\"ld70c578-E2Rj3FW8\">\u9694\u79bb\u5bbf\u4e3b\u7cfb\u7edf\u8fdb\u7a0b\uff0c\u907f\u514d\u667a\u80fd\u4f53\u64cd\u4f5c\u5f71\u54cd\u4e3b\u670d\u52a1\u8fd0\u884c\uff1b<\/li>\n<li data-id=\"ld70c578-I686JPBV\">\u9694\u79bb\u6838\u5fc3\u7f51\u7edc\u8d44\u6e90\uff0c\u53ef\u63a7\u7ba1\u63a7\u667a\u80fd\u4f53\u7f51\u7edc\u8bbf\u95ee\u884c\u4e3a\u3002<\/li>\n<\/ul>\n<h4>2.2 \u80fd\u529b\u5347\u7ea7\uff1a\u5b9e\u73b0\u771f\u6b63\u7684\u5de5\u7a0b\u5316\u81ea\u4e3b\u6267\u884c<\/h4>\n<p>\u65e0 Sandbox \u7684\u667a\u80fd\u4f53\uff0c\u4ec5\u80fd\u5b8c\u6210\u6587\u4ef6\u8bfb\u5199\u3001\u6587\u672c\u95ee\u7b54\u7b49\u9759\u6001\u4efb\u52a1\uff0c\u672c\u8d28\u662f\u201c\u5e26\u6587\u4ef6\u80fd\u529b\u7684\u63a8\u7406\u5668\u201d\uff1b\u63a5\u5165 Sandbox \u540e\uff0c\u667a\u80fd\u4f53\u53ef\u72ec\u7acb\u5b8c\u6210\u5b8c\u6574\u5de5\u7a0b\u95ed\u73af\uff1a\u521b\u5efa\u9879\u76ee\u3001\u914d\u7f6e\u73af\u5883\u3001\u5b89\u88c5\u4f9d\u8d56\u3001\u7f16\u5199\u4ee3\u7801\u3001\u8fd0\u884c\u6d4b\u8bd5\u3001\u6784\u5efa\u4ea7\u7269\u3001\u8fed\u4ee3\u4f18\u5316\uff0c\u771f\u6b63\u5177\u5907\u81ea\u52a8\u5316\u5de5\u7a0b\u6267\u884c\u80fd\u529b\uff0c\u9002\u914d\u5404\u7c7b\u590d\u6742\u4e1a\u52a1\u573a\u666f\u3002<\/p>\n<h4>2.3 \u73af\u5883\u7edf\u4e00\uff1a\u6d88\u9664\u201c\u672c\u5730\u53ef\u8fd0\u884c\u3001\u7ebf\u4e0a\u62a5\u9519\u201d\u7684\u73af\u5883\u5dee\u5f02\u95ee\u9898<\/h4>\n<p>\u4f20\u7edf\u672c\u5730\u5f00\u53d1\u5e38\u56e0\u4f9d\u8d56\u7248\u672c\u3001\u7cfb\u7edf\u914d\u7f6e\u3001\u73af\u5883\u53c2\u6570\u5dee\u5f02\uff0c\u5bfc\u81f4\u667a\u80fd\u4f53\u884c\u4e3a\u4e0d\u4e00\u81f4\u3002<\/p>\n<p>Sandbox \u53ef\u63d0\u4f9b\u6807\u51c6\u5316\u3001\u5e72\u51c0\u3001\u53ef\u590d\u523b\u7684\u72ec\u7acb\u8fd0\u884c\u73af\u5883\uff0c\u56e2\u961f\u5f00\u53d1\u3001\u7ebf\u4e0a\u90e8\u7f72\u3001\u591a\u79df\u6237\u573a\u666f\u4e0b\u73af\u5883\u5b8c\u5168\u7edf\u4e00\uff0c\u5f7b\u5e95\u89e3\u51b3\u73af\u5883\u9002\u914d\u95ee\u9898\uff0c\u5927\u5e45\u63d0\u5347\u8fed\u4ee3\u6548\u7387\u3002<\/p>\n<h3>\u4e09\u3001\u843d\u5730\u573a\u666f\uff1aSandbox \u9002\u914d\u54ea\u4e9b\u6838\u5fc3\u4e1a\u52a1\uff1f<\/h3>\n<p>\u7ed3\u5408 Sandbox \u7684\u80fd\u529b\u7279\u6027\u4e0e\u5b89\u5168\u4f18\u52bf\uff0c\u5176\u6838\u5fc3\u9002\u914d\u4e24\u7c7b\u9ad8\u9891\u3001\u9ad8\u4ef7\u503c\u667a\u80fd\u4f53\u573a\u666f\uff0c\u4e5f\u662f\u76ee\u524d AI \u5de5\u7a0b\u5316\u843d\u5730\u7684\u4e3b\u6d41\u65b9\u5411\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"797879\" data-has-transparency=\"false\" style=\"--dominant-color: #797879;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29489\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/f731ba742b938949372526b4ac7ad25b1a4da6.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"\u4e09\u3001\u843d\u5730\u573a\u666f\uff1aSandbox \u9002\u914d\u54ea\u4e9b\u6838\u5fc3\u4e1a\u52a1\uff1f\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/f731ba742b938949372526b4ac7ad25b1a4da6.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/f731ba742b938949372526b4ac7ad25b1a4da6-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/f731ba742b938949372526b4ac7ad25b1a4da6-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/f731ba742b938949372526b4ac7ad25b1a4da6-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/f731ba742b938949372526b4ac7ad25b1a4da6-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h4>3.1 \u7f16\u7801\u5de5\u7a0b\u7c7b\u667a\u80fd\u4f53<\/h4>\n<p>\u8fd9\u7c7b\u573a\u666f\u9700\u8981\u9ad8\u9891\u6267\u884c\u4ee3\u7801\u3001\u64cd\u4f5c\u9879\u76ee\u5de5\u7a0b\u3001\u53d8\u66f4\u73af\u5883\u4f9d\u8d56\uff0c\u662f Sandbox \u7684\u6838\u5fc3\u9002\u914d\u573a\u666f\uff0c\u5177\u4f53\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"u738a58b-aPYCh6QF\">\n<li data-id=\"ld70c578-mLRjWpTV\">\u81ea\u4e3b\u521b\u5efa\u3001\u521d\u59cb\u5316\u5404\u7c7b\u7f16\u7a0b\u8bed\u8a00\u9879\u76ee\uff1b<\/li>\n<li data-id=\"ld70c578-OMb2mm13\">\u5b89\u88c5\u3001\u66f4\u65b0\u3001\u5378\u8f7d\u9879\u76ee\u7b2c\u4e09\u65b9\u4f9d\u8d56\uff1b<\/li>\n<li data-id=\"ld70c578-qYOcHoHs\">\u8fd0\u884c\u5355\u5143\u6d4b\u8bd5\u3001\u63a5\u53e3\u6d4b\u8bd5\u3001\u81ea\u52a8\u5316\u6821\u9a8c\u811a\u672c\uff1b<\/li>\n<li data-id=\"ld70c578-ob0l2MAO\">\u6267\u884c\u9879\u76ee\u6784\u5efa\u3001\u6253\u5305\u3001\u90e8\u7f72\u76f8\u5173\u547d\u4ee4\uff1b<\/li>\n<li data-id=\"ld70c578-KofsVqZj\">\u514b\u9686\u4ee3\u7801\u4ed3\u5e93\u3001\u8fed\u4ee3\u4f18\u5316\u4ee3\u7801\u3001\u4fee\u590d\u7a0b\u5e8f Bug\uff1b<\/li>\n<li data-id=\"ld70c578-rPBNSaWH\">\u8c03\u7528 Git\u3001Docker \u7b49\u5de5\u7a0b\u5de5\u5177\u5b8c\u6210\u81ea\u52a8\u5316\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n<h4>3.2 \u6570\u636e\u5206\u6790\u7c7b\u667a\u80fd\u4f53<\/h4>\n<p>\u6570\u636e\u5206\u6790\u573a\u666f\u9700\u8981\u9891\u7e41\u6267\u884c\u7edf\u8ba1\u4ee3\u7801\u3001\u5904\u7406\u6570\u636e\u6587\u4ef6\u3001\u751f\u6210\u53ef\u89c6\u5316\u4ea7\u7269\uff0c\u4f9d\u8d56\u53ef\u63a7\u7684\u9694\u79bb\u73af\u5883\uff0c\u5177\u4f53\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"u738a58b-4F194fYL\">\n<li data-id=\"ld70c578-P0HEYOn9\">\u4e0a\u4f20\u3001\u89e3\u6790 CSV\u3001Excel \u7b49\u5404\u7c7b\u6570\u636e\u6587\u4ef6\uff1b<\/li>\n<li data-id=\"ld70c578-9oYYoUS7\">\u5b89\u88c5 pandas\u3001numpy\u3001matplotlib \u7b49\u6570\u636e\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u5e93\uff1b<\/li>\n<li data-id=\"ld70c578-MLL8aJRd\">\u6267\u884c\u6570\u636e\u6e05\u6d17\u3001\u7edf\u8ba1\u5206\u6790\u3001\u7279\u5f81\u63d0\u53d6\u7b49\u811a\u672c\uff1b<\/li>\n<li data-id=\"ld70c578-QiYRk0RO\">\u81ea\u52a8\u751f\u6210\u6570\u636e\u56fe\u8868\u3001\u5206\u6790\u62a5\u544a\u3001\u6f14\u793a\u6587\u6863\u7b49\u4ea7\u7269\u3002<\/li>\n<\/ul>\n<h3>\u56db\u3001\u5e95\u5c42\u6838\u5fc3\uff1aexecute() \u65b9\u6cd5\u2014\u2014Sandbox \u7684\u552f\u4e00\u6838\u5fc3\u5165\u53e3<\/h3>\n<p>Sandbox \u6574\u5957\u590d\u6742\u7684\u9694\u79bb\u6267\u884c\u4f53\u7cfb\uff0c\u5e95\u5c42\u6838\u5fc3\u8bbe\u8ba1\u6781\u5176\u7b80\u6d01\uff0c<strong>execute() \u65b9\u6cd5\u662f\u6c99\u76d2\u6267\u884c\u6240\u6709\u547d\u4ee4\u3001\u811a\u672c\u7684\u552f\u4e00\u5e95\u5c42\u5165\u53e3<\/strong>\uff0c\u4e5f\u662f\u6240\u6709\u6c99\u76d2\u670d\u52a1\u5546\u5fc5\u987b\u5b9e\u73b0\u7684\u6838\u5fc3\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd9\u4e00\u8bbe\u8ba1\u662f Deep Agents \u67b6\u6784\u4f18\u96c5\u6027\u7684\u6838\u5fc3\u4f53\u73b0\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"e6d8c0\" data-has-transparency=\"false\" style=\"--dominant-color: #e6d8c0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29490\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/c9436ef87d747dd0298945fad0e515474e355f.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"\u56db\u3001\u5e95\u5c42\u6838\u5fc3\uff1aexecute() \u65b9\u6cd5\u2014\u2014Sandbox \u7684\u552f\u4e00\u6838\u5fc3\u5165\u53e3\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/c9436ef87d747dd0298945fad0e515474e355f.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/c9436ef87d747dd0298945fad0e515474e355f-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/c9436ef87d747dd0298945fad0e515474e355f-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/c9436ef87d747dd0298945fad0e515474e355f-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/c9436ef87d747dd0298945fad0e515474e355f-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h4>4.1 execute() \u65b9\u6cd5\u7684\u6838\u5fc3\u4f5c\u7528<\/h4>\n<p>\u6240\u6709\u6c99\u76d2\u5185\u7684\u64cd\u4f5c\uff0c\u65e0\u8bba\u662f Shell \u547d\u4ee4\u6267\u884c\u3001Python \u811a\u672c\u8fd0\u884c\uff0c\u8fd8\u662f\u5404\u7c7b\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177\u7684\u8c03\u7528\uff0c\u6700\u7ec8\u90fd\u4f1a\u7edf\u4e00\u4e0b\u6c89\u5230 execute() \u65b9\u6cd5\u6267\u884c\u3002<\/p>\n<p>\u8be5\u65b9\u6cd5\u8d1f\u8d23\u5728\u9694\u79bb\u6c99\u76d2\u73af\u5883\u4e2d\u8fd0\u884c\u4f20\u5165\u7684\u547d\u4ee4\u5b57\u7b26\u4e32\uff0c\u5e76\u8fd4\u56de\u6807\u51c6\u5316\u7ed3\u679c\uff0c\u7ed3\u679c\u5305\u542b\u56db\u5927\u6838\u5fc3\u4fe1\u606f\uff1a &#8211;\u00a0<strong>\u6807\u51c6\u8f93\u51fa\uff08stdout\uff09\uff1a<\/strong>\u00a0\u547d\u4ee4\u6b63\u5e38\u6267\u884c\u7684\u8fd4\u56de\u5185\u5bb9\uff1b &#8211;\u00a0<strong>\u6807\u51c6\u9519\u8bef\uff08stderr\uff09\uff1a<\/strong>\u00a0\u547d\u4ee4\u6267\u884c\u62a5\u9519\u3001\u5f02\u5e38\u4fe1\u606f\uff1b &#8211;\u00a0<strong>\u547d\u4ee4\u9000\u51fa\u7801\uff08exit_code\uff09\uff1a<\/strong>\u00a0\u6807\u8bc6\u547d\u4ee4\u6267\u884c\u6210\u529f\u6216\u5931\u8d25\uff1b &#8211;\u00a0<strong>\u622a\u65ad\u63d0\u793a\uff08truncated\uff09\uff1a<\/strong>\u00a0\u5f53\u8f93\u51fa\u5185\u5bb9\u8fc7\u5927\u65f6\u7684\u622a\u65ad\u6807\u8bb0\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u6ea2\u51fa\u3002<\/p>\n<h4>4.2 \u6240\u6709\u6587\u4ef6\u5de5\u5177\u5747\u57fa\u4e8e execute() \u5c01\u88c5<\/h4>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u8bef\u4ee5\u4e3a read_file\u3001ls\u3001write_file \u7b49\u5de5\u5177\u662f\u6c99\u76d2\u539f\u751f\u80fd\u529b\uff0c\u5b9e\u5219\u4e0d\u7136\u3002<\/p>\n<p>Deep Agents \u4e2d\u00a0<strong>BaseSandbox \u57fa\u7c7b\u4ec5\u5b9a\u4e49\u5de5\u5177\u80fd\u529b\uff0c\u6240\u6709\u5de5\u5177\u7684\u5e95\u5c42\u6267\u884c\u903b\u8f91\uff0c\u5747\u662f\u901a\u8fc7\u62fc\u63a5\u811a\u672c\u3001\u8c03\u7528 execute() \u65b9\u6cd5\u5b9e\u73b0<\/strong>\u3002<\/p>\n<p>\u4ee5 ls \u76ee\u5f55\u904d\u5386\u5de5\u5177\u7684\u5e95\u5c42\u6e90\u7801\u4e3a\u4f8b\uff0c\u53ef\u6e05\u6670\u9a8c\u8bc1\u8fd9\u4e00\u903b\u8f91\uff1a\u6846\u67b6\u4f1a\u5148\u62fc\u63a5\u4e00\u6bb5\u5b8c\u6574\u7684 Python \u6267\u884c\u811a\u672c\uff0c\u7528\u4e8e\u904d\u5386\u76ee\u5f55\u3001\u83b7\u53d6\u6587\u4ef6\u4fe1\u606f\uff0c\u518d\u901a\u8fc7 execute() \u65b9\u6cd5\u5728\u6c99\u76d2\u5185\u8fd0\u884c\u8be5\u811a\u672c\uff0c\u6700\u7ec8\u8fd4\u56de\u7ed3\u6784\u5316\u7684\u76ee\u5f55\u7ed3\u679c\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def ls(self, path: str) -&gt; LsResult:        \r\n    \"\"\"Structured listing with file metadata using os.scandir.\"\"\"        \r\n    path_b64 = base64.b64encode(path.encode(\"utf-8\")).decode(\"ascii\")        \r\n    cmd = f\"\"\"python3 -c \"import os\r\nimport json\r\nimport base64\r\npath = base64.b64decode('{path_b64}').decode('utf-8')\r\ntry:    \r\n    with os.scandir(path) as it:        \r\n        for entry in it:            \r\n            result = {{                \r\n                'path': os.path.join(path, entry.name),                \r\n                'is_dir': entry.is_dir(follow_symlinks=False)            \r\n            }}            \r\n            print(json.dumps(result))\r\nexcept FileNotFoundError:    \r\npass\r\nexcept PermissionError:    \r\npass\" 2&gt;\/dev\/null\"\"\"        \r\n    result = self.execute(cmd)<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7531\u6b64\u53ef\u89c1\uff0c\u6240\u6709\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177\u90fd\u662f\u6846\u67b6\u5c01\u88c5\u7684\u201c\u4e0a\u5c42\u80fd\u529b\u201d\uff0c<strong>execute() \u624d\u662f\u6c99\u76d2\u8fd0\u884c\u7684\u5e95\u5c42\u57fa\u77f3<\/strong>\u3002<\/p>\n<h4>4.3 \u6781\u7b80\u67b6\u6784\u5e26\u6765\u7684\u4e24\u5927\u6838\u5fc3\u4f18\u52bf<\/h4>\n<p>\u57fa\u4e8e\u5355\u4e00 execute() \u6838\u5fc3\u65b9\u6cd5\u7684\u8bbe\u8ba1\uff0c\u8ba9 Deep Agents \u7684\u6c99\u76d2\u4f53\u7cfb\u5177\u5907\u6781\u5f3a\u7684\u6269\u5c55\u6027\u4e0e\u53ef\u7ef4\u62a4\u6027\uff1a<\/p>\n<p><strong>1. \u6c99\u76d2\u670d\u52a1\u5546\u63a5\u5165\u6210\u672c\u6781\u4f4e<\/strong>\uff1a\u65e0\u8bba\u662f Daytona\u3001Modal\u3001Runloop\u3001\u963f\u91cc\u4e91 AgentRun \u7b49\u5546\u7528\u6c99\u76d2\uff0c\u8fd8\u662f\u81ea\u5b9a\u4e49 Docker \u6c99\u76d2\/K8S\u6c99\u76d2\uff0c\u53ea\u9700\u5b9e\u73b0 execute() \u8fd9\u4e00\u4e2a\u6838\u5fc3\u65b9\u6cd5\uff0c\u5373\u53ef\u5b8c\u6210\u4e0e Deep Agents \u7684\u9002\u914d\uff0c\u65e0\u9700\u9002\u914d\u5404\u7c7b\u96f6\u6563\u6587\u4ef6\u5de5\u5177\uff0c\u5927\u5e45\u964d\u4f4e\u63a5\u5165\u95e8\u69db\u3002<\/p>\n<p><strong>2. \u80fd\u529b\u8fb9\u754c\u4e0e\u6743\u9650\u7ba1\u63a7\u66f4\u6e05\u6670<\/strong>\uff1a\u667a\u80fd\u4f53\u6240\u6709\u9ad8\u5371\u6267\u884c\u884c\u4e3a\u5168\u90e8\u6536\u655b\u5230 execute() \u5165\u53e3\uff0c\u6846\u67b6\u53ef\u7edf\u4e00\u5bf9\u547d\u4ee4\u8fdb\u884c\u6821\u9a8c\u3001\u62e6\u622a\u3001\u9650\u6d41\u3001\u5ba1\u8ba1\uff0c\u65e0\u9700\u5206\u6563\u7ba1\u63a7\u5404\u7c7b\u5de5\u5177\uff0c\u6781\u5927\u964d\u4f4e\u5b89\u5168\u7ba1\u63a7\u4e0e\u7cfb\u7edf\u7ef4\u62a4\u6210\u672c\u3002<\/p>\n<h4>4.4 sandbox Infra \u7684 \u5173\u6ce8\u70b9\u5206\u79bb (Separation of Concerns, SoC) \u00a0\u67b6\u6784\u601d\u7ef4<\/h4>\n<p>\u5173\u6ce8\u70b9\u5206\u79bb\u662f\u5c06\u4e00\u4e2a\u590d\u6742\u7cfb\u7edf\u5206\u89e3\u4e3a\u591a\u4e2a\u72ec\u7acb\u90e8\u5206\u7684\u8bbe\u8ba1\u539f\u5219\uff0c\u6bcf\u4e2a\u90e8\u5206\u8d1f\u8d23\u4e00\u4e2a\u5355\u72ec\u7684\u201c\u5173\u6ce8\u70b9\u201d\uff08\u5373\u7279\u5b9a\u529f\u80fd\u3001\u903b\u8f91\u6216\u804c\u8d23\uff09\u3002<\/p>\n<p>\u8fd9\u4e9b\u90e8\u5206\u4e4b\u95f4\u901a\u8fc7\u5b9a\u4e49\u826f\u597d\u7684\u63a5\u53e3\u8fdb\u884c\u4ea4\u4e92\uff0c\u4ece\u800c\u964d\u4f4e\u8026\u5408\u5ea6\uff0c\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u3001\u53ef\u7ef4\u62a4\u6027\u3001\u53ef\u6d4b\u8bd5\u6027\u548c\u53ef\u590d\u7528\u6027\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"dbdbc7\" data-has-transparency=\"false\" style=\"--dominant-color: #dbdbc7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29491\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09cb75f16b1f1a17890352a6808111da8ef449.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"4.4 sandbox Infra \u7684 \u5173\u6ce8\u70b9\u5206\u79bb (Separation of Concerns, SoC)  \u67b6\u6784\u601d\u7ef4\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09cb75f16b1f1a17890352a6808111da8ef449.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09cb75f16b1f1a17890352a6808111da8ef449-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09cb75f16b1f1a17890352a6808111da8ef449-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09cb75f16b1f1a17890352a6808111da8ef449-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09cb75f16b1f1a17890352a6808111da8ef449-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>5.2 \u901a\u9053\u4e00\uff1a\u667a\u80fd\u4f53\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177\uff08\u6c99\u76d2\u5185\u90e8\u95ed\u73af\u64cd\u4f5c\uff09<\/h3>\n<h4>5.2.1 \u6838\u5fc3\u57fa\u7840\u5b9a\u4e49<\/h4>\n<p><strong>\u8c03\u7528\u4e3b\u4f53<\/strong>\uff1aLLM \u5927\u6a21\u578b\u9a71\u52a8\u7684 AI \u667a\u80fd\u4f53\uff0c\u5c5e\u4e8e<strong>\u6a21\u578b\u63a8\u7406\u9636\u6bb5\u7684\u81ea\u4e3b\u884c\u4e3a<\/strong>\uff0c\u65e0\u9700\u5f00\u53d1\u8005\u624b\u52a8\u7f16\u7801\u8c03\u7528\uff0c\u7531\u667a\u80fd\u4f53\u6839\u636e\u4efb\u52a1\u9700\u6c42\u81ea\u52a8\u51b3\u7b56\u89e6\u53d1\u3002<\/p>\n<p><strong>\u5de5\u5177\u96c6\u5408<\/strong>\uff1a\u6846\u67b6\u5185\u7f6e\u5168\u5957\u6807\u51c6\u5316\u6587\u4ef6\u64cd\u4f5c\u5de5\u5177\uff0c\u8986\u76d6\u6240\u6709\u6c99\u76d2\u5185\u4f5c\u4e1a\u573a\u666f\uff0c\u5305\u542b\uff1aread_file\uff08\u6587\u4ef6\u8bfb\u53d6\uff09\u3001write_file\uff08\u6587\u4ef6\u65b0\u5efa\/\u8986\u5199\uff09\u3001edit_file\uff08\u6587\u4ef6\u589e\u91cf\u7f16\u8f91\uff09\u3001ls\uff08\u76ee\u5f55\u904d\u5386\u67e5\u8be2\uff09\u3001glob\uff08\u6a21\u7cca\u5339\u914d\u6587\u4ef6\uff09\u3001grep\uff08\u5185\u5bb9\u68c0\u7d22\u5339\u914d\uff09\u3001execute\uff08\u547d\u4ee4\/\u811a\u672c\u6267\u884c\uff09\u3002<\/p>\n<p><strong>\u8fd0\u884c\u8fb9\u754c<\/strong>\uff1a100% \u6c99\u76d2\u73af\u5883\u5185\u90e8\u95ed\u73af\uff0c<strong>\u5168\u7a0b\u4e0d\u89e6\u78b0\u3001\u4e0d\u8bbf\u95ee\u3001\u4e0d\u4fee\u6539\u5bbf\u4e3b\u673a\u4efb\u4f55\u8d44\u6e90<\/strong>\uff0c\u6240\u6709\u6587\u4ef6\u8bfb\u5199\u3001\u76ee\u5f55\u64cd\u4f5c\u3001\u811a\u672c\u8fd0\u884c\u5747\u5728\u9694\u79bb\u7684\u6c99\u76d2\u5bb9\u5668\u865a\u62df\u6587\u4ef6\u7cfb\u7edf\u5185\u5b8c\u6210\uff0c\u4e0e\u5bbf\u4e3b\u673a\u6587\u4ef6\u4f53\u7cfb\u5f7b\u5e95\u5272\u88c2\u3002<\/p>\n<h4>5.2.2 \u5e95\u5c42\u6838\u5fc3\u8fd0\u884c\u539f\u7406<\/h4>\n<p>\u8fd9\u662f\u6846\u67b6\u6700\u6838\u5fc3\u7684\u6781\u7b80\u8bbe\u8ba1\uff0c\u4e5f\u662f\u5927\u5e45\u964d\u4f4e\u81ea\u5b9a\u4e49\u6c99\u76d2\u9002\u914d\u6210\u672c\u7684\u5173\u952e\u3002<\/p>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u8bef\u4ee5\u4e3a read_file\u3001ls \u7b49\u5de5\u5177\u662f\u6c99\u76d2\u539f\u751f\u72ec\u7acb\u80fd\u529b\uff0c\u5b9e\u5219\u6240\u6709\u6587\u4ef6\u5de5\u5177\u5747\u4e3a<strong>\u6846\u67b6\u4e0a\u5c42\u5c01\u88c5\u7684\u8bed\u6cd5\u7cd6<\/strong>\uff0c\u5e95\u5c42\u65e0\u72ec\u7acb\u6267\u884c\u903b\u8f91\uff0c\u5168\u90e8\u7edf\u4e00\u4e0b\u6c89\u5230\u00a0<strong>execute() \u552f\u4e00\u5165\u53e3<\/strong>\u6267\u884c\u3002<\/p>\n<p>\u5176\u5b8c\u6574\u6267\u884c\u94fe\u8def\u4e3a\uff1aAI \u667a\u80fd\u4f53\u5224\u65ad\u4efb\u52a1\u9700\u8981\u8bfb\u53d6\/\u4fee\u6539\u6587\u4ef6 \u2192 \u6846\u67b6\u81ea\u52a8\u62fc\u63a5\u6807\u51c6\u5316 Python\/Shell \u811a\u672c\uff08\u89c4\u907f\u547d\u4ee4\u6ce8\u5165\u3001\u517c\u5bb9\u8de8\u7cfb\u7edf\u8bed\u6cd5\uff09 \u2192 \u8c03\u7528\u6c99\u76d2\u57fa\u7c7b execute() \u65b9\u6cd5 \u2192 \u5728\u6c99\u76d2\u9694\u79bb\u73af\u5883\u4e2d\u6267\u884c\u811a\u672c \u2192 \u7ed3\u6784\u5316\u89e3\u6790\u6267\u884c\u7ed3\u679c\u5e76\u8fd4\u56de\u7ed9\u5927\u6a21\u578b\u3002<\/p>\n<p>\u6574\u5957\u6d41\u7a0b\u65e0\u9700\u5f00\u53d1\u8005\u53c2\u4e0e\uff0c\u4e5f\u65e0\u9700\u6c99\u76d2\u5b9e\u73b0\u5404\u7c7b\u96f6\u6563\u6587\u4ef6\u63a5\u53e3\uff0c\u4ec5\u9700\u5b9e\u73b0 execute() \u4e00\u4e2a\u6838\u5fc3\u65b9\u6cd5\uff0c\u5373\u53ef\u81ea\u52a8\u62e5\u6709\u5168\u5957\u6587\u4ef6\u7cfb\u7edf\u80fd\u529b\uff0c\u8fd9\u4e5f\u662f\u81ea\u5b9a\u4e49\u6c99\u76d2\u9002\u914d\u6210\u672c\u6781\u4f4e\u7684\u6838\u5fc3\u539f\u56e0\u3002<\/p>\n<h4>5.2.3 \u5178\u578b\u843d\u5730\u573a\u666f\u4e0e\u5b9e\u64cd\u6848\u4f8b<\/h4>\n<p>\u8be5\u901a\u9053\u6240\u6709\u64cd\u4f5c\u5747\u670d\u52a1\u4e8e\u667a\u80fd\u4f53\u81ea\u4e3b\u5b8c\u6210\u4efb\u52a1\uff0c\u662f\u667a\u80fd\u4f53\u300c\u5e72\u6d3b\u300d\u7684\u6838\u5fc3\u4f9d\u6258\uff0c\u5178\u578b\u573a\u666f\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u30101\u3011\u667a\u80fd\u4f53\u81ea\u4e3b\u521d\u59cb\u5316\u9879\u76ee\uff1a<\/strong>\u00a0\u5728\u6c99\u76d2\u5185\u65b0\u5efa src\u3001config\u3001tests \u76ee\u5f55\uff0c\u521b\u5efa README.md\u3001requirements.txt \u7b49\u9879\u76ee\u6587\u4ef6\uff1b<\/p>\n<p><strong>\u30102\u3011\u667a\u80fd\u4f53\u81ea\u4e3b\u7f16\u7801\u5f00\u53d1\uff1a<\/strong>\u00a0\u5728\u6c99\u76d2\u5185\u7f16\u5199\u4e1a\u52a1\u4ee3\u7801\u3001\u914d\u7f6e\u6587\u4ef6\uff0c\u4fee\u6539\u4ee3\u7801\u903b\u8f91\u3001\u4fee\u590d BUG\uff1b<\/p>\n<p><strong>\u30103\u3011\u667a\u80fd\u4f53\u81ea\u4e3b\u6392\u67e5\u95ee\u9898\uff1a<\/strong>\u00a0\u901a\u8fc7 ls \u904d\u5386\u9879\u76ee\u76ee\u5f55\u3001grep \u68c0\u7d22\u4ee3\u7801\u5173\u952e\u5b57\u3001read_file \u8bfb\u53d6\u62a5\u9519\u65e5\u5fd7\u6587\u4ef6\uff1b<\/p>\n<p><strong>\u30104\u3011\u667a\u80fd\u4f53\u81ea\u4e3b\u8fd0\u884c\u6d4b\u8bd5\uff1a<\/strong>\u00a0\u901a\u8fc7 execute \u6267\u884c pytest\u3001\u5355\u5143\u6d4b\u8bd5\u3001\u811a\u672c\u8fd0\u884c\u3001\u9879\u76ee\u6784\u5efa\u547d\u4ee4\u3002<\/p>\n<h4>5.2.4 \u6838\u5fc3\u7279\u6027\u4e0e\u7ea6\u675f<\/h4>\n<ul data-id=\"u738a58b-JP6a7K7W\">\n<li data-id=\"ld70c578-rsVClEFe\"><strong>\u65e0\u8de8\u73af\u5883\u6570\u636e\u6d41\u8f6c\uff1a<\/strong>\u00a0\u6240\u6709\u65b0\u5efa\u3001\u4fee\u6539\u3001\u5220\u9664\u7684\u6587\u4ef6\uff0c\u4ec5\u5b58\u5728\u4e8e\u5f53\u524d\u6c99\u76d2\u5bb9\u5668\u5185\u90e8\uff0c\u5bbf\u4e3b\u673a\u65e0\u6cd5\u76f4\u63a5\u611f\u77e5\uff1b<\/li>\n<li data-id=\"ld70c578-PEbQG5yb\"><strong>\u73af\u5883\u9694\u79bb\u7edd\u5bf9\u5b89\u5168\uff1a<\/strong>\u00a0\u667a\u80fd\u4f53\u5373\u4f7f\u6267\u884c\u5220\u9664\u6839\u76ee\u5f55\u3001\u7be1\u6539\u7cfb\u7edf\u914d\u7f6e\u7b49\u9ad8\u5371\u64cd\u4f5c\uff0c\u4ec5\u4f1a\u7834\u574f\u6c99\u76d2\u5185\u90e8\u73af\u5883\uff0c\u5bf9\u5bbf\u4e3b\u673a\u96f6\u5f71\u54cd\uff1b<\/li>\n<li data-id=\"ld70c578-K8PK30qA\"><strong>\u72b6\u6001\u968f\u6c99\u76d2\u751f\u547d\u5468\u671f\uff1a<\/strong>\u00a0\u6587\u4ef6\u6570\u636e\u4e0e\u6c99\u76d2\u5b9e\u4f8b\u7ed1\u5b9a\uff0c\u6c99\u76d2\u9500\u6bc1\u540e\uff0c\u6240\u6709\u5185\u90e8\u6587\u4ef6\u5168\u90e8\u81ea\u52a8\u6e05\u7a7a\uff0c\u65e0\u6b8b\u7559\u6570\u636e\uff1b<\/li>\n<li data-id=\"ld70c578-gavoeaH9\"><strong>\u5b8c\u5168\u81ea\u52a8\u5316\u89e6\u53d1\uff1a<\/strong>\u00a0\u65e0\u9700\u5f00\u53d1\u8005\u7f16\u5199\u6587\u4ef6\u64cd\u4f5c\u4ee3\u7801\uff0c\u7531\u5927\u6a21\u578b\u81ea\u4e3b\u51b3\u7b56\u8c03\u7528\uff0c\u9002\u914d\u667a\u80fd\u4f53\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n<h3>5.3 \u901a\u9053\u4e8c\uff1a\u5e94\u7528\u5c42\u6587\u4ef6\u4f20\u8f93 API\uff08\u5bbf\u4e3b\u673a\u4e0e\u6c99\u76d2\u8de8\u73af\u5883\u4ea4\u4e92\uff09<\/h3>\n<h4>5.3.1 \u6838\u5fc3\u57fa\u7840\u5b9a\u4e49<\/h4>\n<p><strong>\u8c03\u7528\u4e3b\u4f53<\/strong>\uff1a\u5f00\u53d1\u8005\u7f16\u5199\u7684\u4e1a\u52a1\u5c42 Python \u4ee3\u7801\uff0c\u5c5e\u4e8e<strong>\u5e94\u7528\u7a0b\u5e8f\u4e3b\u52a8\u8c03\u5ea6\u884c\u4e3a<\/strong>\uff0c\u4e0e LLM \u667a\u80fd\u4f53\u7684\u81ea\u4e3b\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u5b8c\u5168\u65e0\u5173\uff0c\u6a21\u578b\u65e0\u6cd5\u4e3b\u52a8\u89e6\u53d1\u8be5\u901a\u9053\u80fd\u529b\u3002<\/p>\n<p><strong>\u6838\u5fc3\u63a5\u53e3<\/strong>\uff1a\u4ec5\u5305\u542b\u4e24\u4e2a\u6807\u51c6\u5316\u6838\u5fc3\u65b9\u6cd5\u2014\u2014upload_files()\u3001download_files()\uff0c\u662f BaseSandbox \u57fa\u7c7b\u5f3a\u5236\u8981\u6c42\u81ea\u5b9a\u4e49\u6c99\u76d2\u5b9e\u73b0\u7684\u5e95\u5c42\u80fd\u529b\uff0c\u4e0d\u4f9d\u8d56\u6846\u67b6 execute() \u811a\u672c\u5c01\u88c5\u903b\u8f91\uff0c\u4f9d\u6258\u6c99\u76d2\u5bb9\u5668\u539f\u751f\u6587\u4ef6\u4f20\u8f93\u673a\u5236\u5b9e\u73b0\u3002<\/p>\n<p><strong>\u8fd0\u884c\u8fb9\u754c<\/strong>\uff1a\u4e13\u95e8\u6253\u901a\u300c\u5bbf\u4e3b\u673a\u672c\u5730\u73af\u5883\u300d\u4e0e\u300c\u6c99\u76d2\u9694\u79bb\u73af\u5883\u300d\u7684\u53cc\u5411\u6570\u636e\u901a\u9053\uff0c\u552f\u4e00\u804c\u8d23\u662f\u5b8c\u6210\u8de8\u73af\u5883\u6587\u4ef6\u8d44\u6e90\u642c\u8fd0\uff0c\u4e0d\u53c2\u4e0e\u6c99\u76d2\u5185\u90e8\u7684\u4efb\u52a1\u6267\u884c\u4e0e\u6587\u4ef6\u7f16\u8f91\u3002<\/p>\n<h4>5.3.2 \u5e95\u5c42\u6838\u5fc3\u8fd0\u884c\u539f\u7406<\/h4>\n<p>\u8be5\u901a\u9053\u4e0e\u667a\u80fd\u4f53\u5de5\u5177\u901a\u9053\u5e95\u5c42\u903b\u8f91\u5b8c\u5168\u5272\u88c2\uff0c\u4e0d\u901a\u8fc7 execute() \u62fc\u63a5\u811a\u672c\u6267\u884c\uff0c\u800c\u662f\u76f4\u63a5\u8c03\u7528\u6c99\u76d2\u5e95\u5c42\u539f\u751f\u4f20\u8f93\u80fd\u529b\uff08Docker \u73af\u5883\u4e3a docker cp \u547d\u4ee4\uff0c\u4e91\u7aef\u6c99\u76d2\u4e3a\u670d\u52a1\u5546\u4e13\u5c5e\u6587\u4ef6\u4f20\u8f93 SDK\uff09\u3002<\/p>\n<p>\u5b8c\u6574\u6267\u884c\u94fe\u8def\u5206\u4e3a\u53cc\u5411\u903b\u8f91\uff1a<\/p>\n<p><strong>\u6b63\u5411\u4e0a\u4f20\uff08\u5bbf\u4e3b\u673a \u2192 \u6c99\u76d2\uff09<\/strong>\uff1a\u5f00\u53d1\u8005\u8bfb\u53d6\u5bbf\u4e3b\u673a\u672c\u5730\u6587\u4ef6\/\u4e8c\u8fdb\u5236\u6570\u636e \u2192 \u8c03\u7528 upload_files() \u63a5\u53e3 \u2192 \u6846\u67b6\u901a\u8fc7\u5e95\u5c42\u4f20\u8f93\u534f\u8bae\u5c06\u6570\u636e\u5199\u5165\u6c99\u76d2\u5bb9\u5668\u6307\u5b9a\u8def\u5f84 \u2192 \u667a\u80fd\u4f53\u53ef\u901a\u8fc7\u5185\u90e8\u6587\u4ef6\u5de5\u5177\u8bfb\u53d6\u4f7f\u7528\u3002<\/p>\n<p><strong>\u53cd\u5411\u4e0b\u8f7d\uff08\u6c99\u76d2 \u2192 \u5bbf\u4e3b\u673a\uff09<\/strong>\uff1a\u5f00\u53d1\u8005\u8c03\u7528 download_files() \u6307\u5b9a\u6c99\u76d2\u6587\u4ef6\u8def\u5f84 \u2192 \u6846\u67b6\u4ece\u6c99\u76d2\u5bb9\u5668\u8bfb\u53d6\u76ee\u6807\u6587\u4ef6\u6570\u636e \u2192 \u56de\u4f20\u81f3\u5bbf\u4e3b\u673a\u5e76\u6301\u4e45\u5316\u4fdd\u5b58 \u2192 \u4e1a\u52a1\u7cfb\u7edf\u53ef\u843d\u5730\u3001\u5c55\u793a\u3001\u5b58\u50a8\u4ea7\u7269\u6587\u4ef6\u3002<\/p>\n<h4>5.3.3 \u6838\u5fc3\u4f7f\u7528\u573a\u666f\uff08\u4efb\u52a1\u5168\u6d41\u7a0b\u8986\u76d6\uff09<\/h4>\n<p>\u8be5\u901a\u9053\u8d2f\u7a7f\u667a\u80fd\u4f53\u4efb\u52a1\u6267\u884c\u7684\u300c\u524d\u7f6e\u51c6\u5907\u3001\u4e2d\u671f\u652f\u6491\u3001\u540e\u7f6e\u843d\u5730\u300d\u5168\u6d41\u7a0b\uff0c\u662f\u8fde\u63a5\u4e1a\u52a1\u7cfb\u7edf\u4e0e\u6c99\u76d2\u667a\u80fd\u4f53\u7684\u6865\u6881\uff0c\u6838\u5fc3\u573a\u666f\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n<p><strong>1. \u4efb\u52a1\u524d\u7f6e\uff1a\u8d44\u6e90\u521d\u59cb\u5316\u6ce8\u5165<\/strong><\/p>\n<p>\u667a\u80fd\u4f53\u542f\u52a8\u4efb\u52a1\u524d\uff0c\u5f00\u53d1\u8005\u5c06\u5bbf\u4e3b\u673a\u672c\u5730\u7684\u4e13\u5c5e\u8d44\u6e90\u4e0a\u4f20\u81f3\u6c99\u76d2\uff0c\u4e3a\u667a\u80fd\u4f53\u5de5\u4f5c\u63d0\u4f9b\u57fa\u7840\u652f\u6491\u3002<\/p>\n<p>\u5305\u62ec\uff1a\u4e1a\u52a1\u4e13\u5c5e\u914d\u7f6e\u6587\u4ef6\u3001\u79c1\u6709\u6570\u636e\u96c6\u3001\u672c\u5730\u5b58\u91cf\u4ee3\u7801\u5de5\u7a0b\u3001\u73af\u5883\u53d8\u91cf\u914d\u7f6e\u6587\u4ef6\u3001\u8bc1\u4e66\u5bc6\u94a5\u6587\u4ef6\uff08\u53ef\u63a7\u4e0a\u4f20\uff09\u3001\u9759\u6001\u8d44\u6e90\u6587\u4ef6\u7b49\u3002<\/p>\n<p>\u89e3\u51b3\u6c99\u76d2\u521d\u59cb\u73af\u5883\u4e3a\u7a7a\u3001\u65e0\u4e1a\u52a1\u8d44\u6e90\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>2. \u4efb\u52a1\u540e\u7f6e\uff1a\u4e1a\u52a1\u4ea7\u7269\u56de\u6536\u843d\u5730<\/strong><\/p>\n<p>\u667a\u80fd\u4f53\u5728\u6c99\u76d2\u5185\u5b8c\u6210\u7f16\u7801\u3001\u6570\u636e\u5206\u6790\u3001\u56fe\u8868\u751f\u6210\u3001\u62a5\u544a\u7f16\u5199\u3001\u9879\u76ee\u6784\u5efa\u7b49\u5de5\u4f5c\u540e\uff0c\u6240\u6709\u4ea7\u7269\u5747\u7559\u5b58\u4e8e\u6c99\u76d2\u5185\u90e8\uff0c\u65e0\u6cd5\u76f4\u63a5\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\u3002<\/p>\n<p>\u6b64\u65f6\u9700\u901a\u8fc7 download_files() \u5c06\u6c99\u76d2\u5185\u7684\u4ee3\u7801\u6587\u4ef6\u3001Excel \u5206\u6790\u62a5\u8868\u3001\u53ef\u89c6\u5316\u56fe\u8868\u3001\u6784\u5efa\u4ea7\u7269\u3001\u65e5\u5fd7\u6587\u4ef6\u7b49\u4e0b\u8f7d\u81f3\u5bbf\u4e3b\u673a\uff0c\u5b8c\u6210\u4e1a\u52a1\u843d\u5730\u3001\u6570\u636e\u7559\u5b58\u3001\u6210\u679c\u5c55\u793a\u3002<\/p>\n<p><strong>3. \u52a8\u6001\u8d44\u6e90\u8fed\u4ee3\u66f4\u65b0<\/strong><\/p>\n<p>\u957f\u5468\u671f\u4efb\u52a1\u4e2d\uff0c\u53ef\u52a8\u6001\u901a\u8fc7\u4e0a\u4f20\u63a5\u53e3\u66f4\u65b0\u6c99\u76d2\u5185\u7684\u914d\u7f6e\u3001\u8865\u4e01\u4ee3\u7801\u3001\u589e\u91cf\u6570\u636e\u96c6\uff1b\u4e5f\u53ef\u5b9e\u65f6\u4e0b\u8f7d\u6c99\u76d2\u8fd0\u884c\u65e5\u5fd7\u3001\u4e2d\u95f4\u4ea7\u7269\uff0c\u7528\u4e8e\u76d1\u63a7\u4efb\u52a1\u8fdb\u5ea6\u3001\u6392\u67e5\u8fd0\u884c\u5f02\u5e38\u3002<\/p>\n<h4>5.3.4 \u6838\u5fc3\u7279\u6027\u4e0e\u7ea6\u675f<\/h4>\n<ul data-id=\"u738a58b-bSpi9imR\">\n<li data-id=\"ld70c578-HS9pS1uV\"><strong>\u5b8c\u5168\u4eba\u5de5\u53ef\u63a7\uff1a<\/strong>\u00a0\u6240\u6709\u8de8\u73af\u5883\u6587\u4ef6\u6d41\u8f6c\u5747\u7531\u5f00\u53d1\u8005\u4ee3\u7801\u4e3b\u52a8\u89e6\u53d1\uff0c\u6a21\u578b\u65e0\u6743\u9650\u64cd\u4f5c\uff0c\u675c\u7edd\u6076\u610f\u6570\u636e\u5916\u4f20\u3001\u8d44\u6e90\u7be1\u6539\uff1b<\/li>\n<li data-id=\"ld70c578-OU5rju8v\"><strong>\u53cc\u5411\u6570\u636e\u6253\u901a\uff1a<\/strong>\u00a0\u652f\u6301\u5bbf\u4e3b\u673a\u5411\u6c99\u76d2\u6ce8\u5165\u8d44\u6e90\u3001\u6c99\u76d2\u5411\u5bbf\u4e3b\u673a\u56de\u4f20\u4ea7\u7269\uff0c\u53cc\u5411\u7075\u6d3b\u6d41\u8f6c\uff1b<\/li>\n<li data-id=\"ld70c578-q32X08UO\"><strong>\u72ec\u7acb\u5e95\u5c42\u80fd\u529b\uff1a<\/strong>\u00a0\u4e0d\u4f9d\u8d56 execute \u811a\u672c\uff0c\u4f20\u8f93\u6548\u7387\u66f4\u9ad8\u3001\u7a33\u5b9a\u6027\u66f4\u5f3a\uff0c\u652f\u6301\u5927\u6587\u4ef6\u3001\u6279\u91cf\u6587\u4ef6\u4f20\u8f93\uff1b<\/li>\n<li data-id=\"ld70c578-0K4T1B2R\"><strong>\u65e0\u81ea\u52a8\u6267\u884c\u80fd\u529b\uff1a<\/strong>\u00a0\u4ec5\u8d1f\u8d23\u6587\u4ef6\u642c\u8fd0\uff0c\u4e0d\u4fee\u6539\u3001\u4e0d\u8fd0\u884c\u6587\u4ef6\u5185\u5bb9\uff0c\u65e0\u4efb\u4f55\u4ee3\u7801\u6267\u884c\u98ce\u9669\uff0c\u5b89\u5168\u6027\u6781\u9ad8\u3002<\/li>\n<\/ul>\n<h3>5.3 \u6838\u5fc3\u533a\u5206\u603b\u7ed3<\/h3>\n<ul data-id=\"u738a58b-g778eQfD\">\n<li data-id=\"ld70c578-YLdB4rtI\"><strong>\u667a\u80fd\u4f53\u5de5\u5177\uff1a<\/strong>\u00a0\u7ba1<strong>\u6c99\u76d2\u5185\u90e8\u5e72\u6d3b<\/strong>\uff0c\u7eaf\u73af\u5883\u5185\u64cd\u4f5c\uff0c\u65e0\u8de8\u73af\u5883\u6587\u4ef6\u6d41\u8f6c\uff1b<\/li>\n<li data-id=\"ld70c578-cdo7aFBM\"><strong>\u4f20\u8f93API\uff1a<\/strong>\u00a0\u7ba1<strong>\u73af\u5883\u4e4b\u95f4\u642c\u8fd0\u8d44\u6e90<\/strong>\uff0c\u7531\u5f00\u53d1\u8005\u63a7\u5236\uff0c\u7528\u4e8e\u521d\u59cb\u5316\u4e0e\u4ea7\u7269\u56de\u6536\u3002<\/li>\n<\/ul>\n<h2>\u516d\u3001\u751f\u4ea7\u843d\u5730\u5173\u952e\uff1asandbox Infra \u7684 \u751f\u547d\u5468\u671f\u6cbb\u7406<\/h2>\n<p>execute() \u65b9\u6cd5\u51b3\u5b9a\u4e86\u6c99\u76d2\u201c\u80fd\u4e0d\u80fd\u5de5\u4f5c\u201d\uff0c\u800c<strong>\u751f\u547d\u5468\u671f\u8bbe\u8ba1<\/strong>\u51b3\u5b9a\u4e86\u6c99\u76d2\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u201c\u7a33\u4e0d\u7a33\u5b9a\u3001\u4f1a\u4e0d\u4f1a\u5931\u63a7\u3001\u6210\u672c\u53ef\u63a7\u4e0d\u53ef\u63a7\u201d\u3002<\/p>\n<p>Deep Agents \u63d0\u4f9b\u4e24\u79cd\u5b98\u65b9\u751f\u547d\u5468\u671f\u9694\u79bb\u6a21\u5f0f\uff0c\u9002\u914d\u4e0d\u540c\u4e1a\u52a1\u573a\u666f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"c0bbc1\" data-has-transparency=\"false\" style=\"--dominant-color: #c0bbc1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29492\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/25c124c047d6e19de5f2293f8216add055d614.jpg\" width=\"1080\" height=\"607\" alt=\"\u516d\u3001\u751f\u4ea7\u843d\u5730\u5173\u952e\uff1asandbox Infra \u7684 \u751f\u547d\u5468\u671f\u6cbb\u7406\" title=\"\u516d\u3001\u751f\u4ea7\u843d\u5730\u5173\u952e\uff1asandbox Infra \u7684 \u751f\u547d\u5468\u671f\u6cbb\u7406\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/25c124c047d6e19de5f2293f8216add055d614.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/25c124c047d6e19de5f2293f8216add055d614-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/25c124c047d6e19de5f2293f8216add055d614-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/25c124c047d6e19de5f2293f8216add055d614-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/25c124c047d6e19de5f2293f8216add055d614-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u516d\u3001\u751f\u4ea7\u843d\u5730\u5173\u952e\uff1asandbox Infra \u7684 \u751f\u547d\u5468\u671f\u6cbb\u7406<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3>6.1 Thread-scoped\uff08\u4f1a\u8bdd\u7ea7\u9694\u79bb\uff0c\u5b98\u65b9\u9ed8\u8ba4\u63a8\u8350\uff09<\/h3>\n<p>\u6838\u5fc3\u89c4\u5219\uff1a\u6bcf\u4e00\u6761\u7528\u6237\u5bf9\u8bdd\u7ebf\u7a0b\u5bf9\u5e94\u4e00\u4e2a\u72ec\u7acb\u6c99\u76d2\uff0c\u540c\u4e00\u7ebf\u7a0b\u7684\u591a\u8f6e\u5bf9\u8bdd\u590d\u7528\u6c99\u76d2\u73af\u5883\uff0c\u65b0\u7ebf\u7a0b\u81ea\u52a8\u521b\u5efa\u5168\u65b0\u5e72\u51c0\u6c99\u76d2\uff0c\u7ebf\u7a0b\u8fc7\u671f\u6216\u9500\u6bc1\u540e\uff0c\u6c99\u76d2\u540c\u6b65\u91ca\u653e\u3002<\/p>\n<p>\u9002\u914d\u573a\u666f\uff1a\u6570\u636e\u5206\u6790\u3001\u4e00\u6b21\u6027\u4ee3\u7801\u6267\u884c\u3001\u4e34\u65f6\u4efb\u52a1\u5904\u7406\u3001\u8f7b\u91cf\u5316\u95ee\u7b54\u5de5\u7a0b\u4efb\u52a1\u3002<\/p>\n<p>\u6838\u5fc3\u4f18\u52bf\uff1a\u6bcf\u6b21\u4efb\u52a1\u90fd\u4ece\u5e72\u51c0\u73af\u5883\u542f\u52a8\uff0c\u65e0\u5386\u53f2\u6587\u4ef6\u3001\u4f9d\u8d56\u3001\u7f13\u5b58\u6b8b\u7559\uff0c\u73af\u5883\u7eaf\u51c0\u3001\u72b6\u6001\u53ef\u63a7\uff0c\u98ce\u9669\u6781\u4f4e\u3002<\/p>\n<h3>6.2 Assistant-scoped\uff08\u52a9\u624b\u7ea7\u5171\u4eab\uff09<\/h3>\n<p>\u6838\u5fc3\u89c4\u5219\uff1a\u540c\u4e00\u4e2a\u667a\u80fd\u4f53\u52a9\u624b\u4e0b\u7684\u6240\u6709\u7528\u6237\u5bf9\u8bdd\u3001\u6240\u6709\u4efb\u52a1\uff0c\u5171\u4eab\u540c\u4e00\u4e2a\u6c99\u76d2\u73af\u5883\uff0c\u5df2\u5b89\u88c5\u7684\u4f9d\u8d56\u3001\u514b\u9686\u7684\u4ed3\u5e93\u3001\u751f\u6210\u7684\u6587\u4ef6\u53ef\u8de8\u4f1a\u8bdd\u4fdd\u7559\u3002<\/p>\n<p>\u9002\u914d\u573a\u666f\uff1a\u957f\u671f\u8fed\u4ee3\u7684\u4ee3\u7801\u52a9\u624b\u3001\u6301\u7eed\u7ef4\u62a4\u5355\u4e00\u9879\u76ee\u7684\u5de5\u7a0b\u667a\u80fd\u4f53\u3001\u9700\u8981\u590d\u7528\u73af\u5883\u4f9d\u8d56\u7684\u957f\u671f\u4efb\u52a1\u3002<\/p>\n<p>\u6838\u5fc3\u98ce\u9669\uff1a\u957f\u671f\u8fd0\u884c\u4f1a\u51fa\u73b0\u6587\u4ef6\u5806\u79ef\u3001\u4f9d\u8d56\u5197\u4f59\u3001\u78c1\u76d8\u5185\u5b58\u5360\u7528\u6301\u7eed\u589e\u957f\uff0c\u6781\u6613\u5bfc\u81f4\u73af\u5883\u72b6\u6001\u4e0d\u53ef\u63a7\uff0c<strong>\u5fc5\u987b\u914d\u5957\u6cbb\u7406\u7b56\u7565<\/strong>\u3002<\/p>\n<p>\u5fc5\u5907\u6cbb\u7406\u65b9\u6848\uff1a\u914d\u7f6e TTL \u7a7a\u95f2\u8d85\u65f6\u9500\u6bc1\u3001\u5b9a\u671f\u5feb\u7167\u91cd\u7f6e\u3001\u5468\u671f\u6027\u8d44\u6e90\u6e05\u7406\uff0c\u907f\u514d\u6c99\u76d2\u8d44\u6e90\u5806\u79ef\u3001\u5931\u63a7\u3002<\/p>\n<h3>6.3 \u751f\u4ea7\u5fc5\u914d\uff1aTTL \u8d85\u65f6\u673a\u5236<\/h3>\n<p>TTL\uff08\u7a7a\u95f2\u8d85\u65f6\uff09\u662f\u6c99\u76d2\u751f\u4ea7\u843d\u5730\u7684\u6838\u5fc3\u521a\u9700\uff0c\u7edd\u975e\u53ef\u9009\u914d\u7f6e\u3002<\/p>\n<p>\u7528\u6237\u5bf9\u8bdd\u884c\u4e3a\u4e0d\u53ef\u9884\u6d4b\uff0c\u82e5\u6c99\u76d2\u65e0\u8fc7\u671f\u9500\u6bc1\u673a\u5236\uff0c\u7a7a\u95f2\u6c99\u76d2\u4f1a\u6301\u7eed\u5360\u7528\u670d\u52a1\u5668\u8d44\u6e90\u3001\u4ea7\u751f\u8ba1\u8d39\u6210\u672c\uff0c\u957f\u671f\u8fd0\u884c\u4f1a\u9020\u6210\u8d44\u6e90\u6d6a\u8d39\u4e0e\u670d\u52a1\u5361\u987f\u3002<\/p>\n<p>\u5b98\u65b9\u6700\u4f73\u5b9e\u8df5\uff1a\u5c06\u6c99\u76d2\u4e0e thread_id\/assistant_id \u552f\u4e00\u7ed1\u5b9a\uff0c\u914d\u7f6e\u5408\u7406\u7a7a\u95f2\u8d85\u65f6\u65f6\u95f4\uff0c\u6c99\u76d2\u7a7a\u95f2\u540e\u81ea\u52a8\u5f52\u6863\u3001\u9500\u6bc1\uff0c\u5b9e\u73b0\u8d44\u6e90\u6309\u9700\u91ca\u653e\u3001\u6210\u672c\u53ef\u63a7\u3002<\/p>\n<h3>6.4\u3001sandbox Infra \u7684 \u00a0\u751f\u547d\u5468\u671f\u7ba1\u7406\u67b6\u6784<\/h3>\n<p>\u751f\u547d\u5468\u671f\u7ba1\u7406\u67b6\u6784\u662f\u9762\u5411\u4e34\u65f6\u8d44\u6e90\u3001\u5bb9\u5668\u3001\u4f1a\u8bdd\u5b9e\u4f8b\u7684\u8d44\u6e90\u6cbb\u7406\u67b6\u6784\uff0c\u6838\u5fc3\u4e3a\u6bcf\u4e00\u4e2a\u4e34\u65f6\u8fd0\u884c\u5b9e\u4f8b\u5b9a\u4e49\u5b8c\u6574\u6807\u51c6\u5316\u751f\u547d\u5468\u671f\uff1a<\/p>\n<ul data-id=\"u738a58b-hrjYkaJD\">\n<li data-id=\"ld70c578-7RyUkgsg\">\u521b\u5efa\u3001\u5c31\u7eea\u3001\u8fd0\u884c\u3001\u7a7a\u95f2\u3001\u9500\u6bc1\u3001\u56de\u6536\u5168\u6d41\u7a0b\uff1b<\/li>\n<li data-id=\"ld70c578-BSzts08T\">\u914d\u5957 TTL \u7a7a\u95f2\u8d85\u65f6\u3001\u72b6\u6001\u6807\u8bb0\u3001\u81ea\u52a8\u56de\u6536\u3001\u8d44\u6e90\u515c\u5e95\u6e05\u7406\u673a\u5236\uff0c\u907f\u514d\u4e34\u65f6\u8d44\u6e90\u957f\u671f\u9a7b\u7559\u9020\u6210\u5185\u5b58\u3001\u78c1\u76d8\u3001\u96c6\u7fa4\u8d44\u6e90\u6cc4\u9732\uff0c\u5b9e\u73b0\u8d44\u6e90\u6309\u9700\u521b\u5efa\u3001\u6309\u91cf\u91ca\u653e\uff0c\u63a7\u5236\u8fd0\u884c\u6210\u672c\u4e0e\u670d\u52a1\u7a33\u5b9a\u6027\uff0c\u591a\u7528\u4e8e\u5bb9\u5668\u3001\u4e91\u6c99\u76d2\u3001\u7528\u6237\u4f1a\u8bdd\u3001\u4e34\u65f6 Pod \u573a\u666f\u3002<\/li>\n<\/ul>\n<p>Deep Agents \u6c99\u76d2\u5b8c\u6574\u843d\u5730\u6807\u51c6\u5316\u8d44\u6e90\u751f\u547d\u5468\u671f\u67b6\u6784\uff0c\u4e3a\u6bcf\u4e00\u4e2a Sandbox \u5b9e\u4f8b\u8bbe\u8ba1\u95ed\u73af\u751f\u547d\u5468\u671f\u6d41\u7a0b\uff0c\u533a\u5206\u4e24\u79cd\u751f\u547d\u5468\u671f\u9694\u79bb\u6a21\u578b\uff0c\u914d\u5957\u5f3a\u5236 TTL \u8d85\u65f6\u56de\u6536\u673a\u5236\uff0c\u89e3\u51b3\u591a\u7528\u6237\u5e76\u53d1\u573a\u666f\u8d44\u6e90\u5931\u63a7\u95ee\u9898\u3002<\/p>\n<p>\u751f\u547d\u5468\u671f\u5b8c\u6574\u94fe\u8def\u5206\u4e3a\u4e94\u6b65\uff1a\u4e1a\u52a1\u5c42\u4e3b\u52a8\u521b\u5efa\u6c99\u76d2\u5b9e\u4f8b\uff08\u521d\u59cb\u5316 Docker \u5bb9\u5668 \/ K8s Pod\uff09\u2192 \u7b49\u5f85\u73af\u5883\u5c31\u7eea\u6821\u9a8c \u2192 \u627f\u63a5\u667a\u80fd\u4f53\u591a\u8f6e\u4efb\u52a1\u6267\u884c \u2192 \u76d1\u63a7\u7a7a\u95f2\u65f6\u957f\u89e6\u53d1 TTL \u8d85\u65f6\u5224\u5b9a \u2192 \u81ea\u52a8\u9500\u6bc1\u5bb9\u5668 \/ Pod\u3001\u6e05\u7a7a\u6c99\u76d2\u5185\u90e8\u5168\u90e8\u6587\u4ef6\u3001\u91ca\u653e\u5bbf\u4e3b\u673a \/ \u96c6\u7fa4 CPU \u5185\u5b58\u8d44\u6e90\u3002<\/p>\n<p>\u6846\u67b6\u63d0\u4f9b\u4e24\u5957\u751f\u547d\u5468\u671f\u9694\u79bb\u7b56\u7565\uff0c\u9002\u914d\u4e0d\u540c\u4e1a\u52a1\u8d44\u6e90\u8bc9\u6c42\uff1a<\/p>\n<ul data-id=\"u738a58b-IJYrZmG5\">\n<li data-id=\"ld70c578-KUeCBGl8\">Thread-scoped \u4f1a\u8bdd\u7ea7\u751f\u547d\u5468\u671f\uff0c\u6bcf\u6761\u7528\u6237\u5bf9\u8bdd\u7ebf\u7a0b\u7ed1\u5b9a\u72ec\u7acb\u6c99\u76d2\uff0c\u7ebf\u7a0b\u4f1a\u8bdd\u7ed3\u675f\u540c\u6b65\u9500\u6bc1\u5b9e\u4f8b\uff0c\u6bcf\u6b21\u4efb\u52a1\u5168\u65b0\u5e72\u51c0\u73af\u5883\uff0c\u65e0\u5386\u53f2\u4f9d\u8d56\u3001\u6587\u4ef6\u6b8b\u7559\uff0c\u9002\u5408\u4e00\u6b21\u6027\u6570\u636e\u5206\u6790\u3001\u4e34\u65f6\u4ee3\u7801\u8fd0\u884c\uff1b<\/li>\n<li data-id=\"ld70c578-GHg9F50D\">Assistant-scoped \u52a9\u624b\u7ea7\u5171\u4eab\u751f\u547d\u5468\u671f\uff0c\u5355\u4e2a\u667a\u80fd\u4f53\u957f\u671f\u590d\u7528\u540c\u4e00\u6c99\u76d2\u5b9e\u4f8b\uff0c\u6ee1\u8db3\u957f\u671f\u9879\u76ee\u8fed\u4ee3\u9700\u6c42\uff0c\u4f46\u914d\u5957\u5f3a\u5236\u751f\u547d\u5468\u671f\u6cbb\u7406\u7ea6\u675f\uff0c\u5fc5\u987b\u914d\u7f6e\u7a7a\u95f2 TTL \u5b9a\u65f6\u91cd\u7f6e\u3001\u5b9a\u671f\u5feb\u7167\u6e05\u7406\uff0c\u907f\u514d\u4f9d\u8d56\u5806\u79ef\u3001\u78c1\u76d8\u6ea2\u51fa\u3002<\/li>\n<\/ul>\n<p>\u5e95\u5c42\u63d2\u4ef6\u5c42\u5185\u7f6e\u515c\u5e95\u9500\u6bc1\u903b\u8f91\uff0cDocker \u6c99\u76d2__del__\u6790\u6784\u51fd\u6570\u3001K8s \u6c99\u76d2\u5b9e\u4f8b\u9500\u6bc1\u65f6\u81ea\u52a8\u6267\u884c\u5bb9\u5668 \/ Pod \u5220\u9664\u547d\u4ee4\uff0c\u9632\u6b62\u4e1a\u52a1\u4ee3\u7801\u5f02\u5e38\u5d29\u6e83\u5bfc\u81f4\u8d44\u6e90\u65e0\u6cd5\u91ca\u653e\uff0c\u5f62\u6210\u53cc\u5c42\u56de\u6536\u4fdd\u969c\uff08\u4e1a\u52a1\u4e3b\u52a8\u9500\u6bc1 + \u5b9e\u4f8b\u6790\u6784\u515c\u5e95\u9500\u6bc1\uff09\u3002<\/p>\n<p>\u751f\u547d\u5468\u671f\u67b6\u6784\u540c\u65f6\u89e3\u51b3\u6210\u672c\u7ba1\u63a7\u95ee\u9898\uff0c\u4e91\u7aef\u5546\u7528\u6c99\u76d2\u6309\u91cf\u8ba1\u8d39\u3001\u4f01\u4e1a K8s \u96c6\u7fa4\u8282\u70b9\u8d44\u6e90\u6709\u9650\uff0c\u4f9d\u9760 TTL \u7a7a\u95f2\u81ea\u52a8\u9500\u6bc1\uff0c\u95f2\u7f6e\u6c99\u76d2\u4e0d\u4f1a\u6301\u7eed\u5360\u7528\u8ba1\u8d39\u8d44\u6e90\u4e0e\u96c6\u7fa4\u7b97\u529b\uff0c\u5b9e\u73b0\u8d44\u6e90\u5f39\u6027\u4f38\u7f29\u3002<\/p>\n<p>\u751f\u4ea7\u843d\u5730\u5c42\u9762\uff0c\u751f\u547d\u5468\u671f\u4e0e\u7528\u6237\u4f1a\u8bdd ID\u3001\u52a9\u624b ID \u552f\u4e00\u7ed1\u5b9a\uff0c\u53ef\u8ffd\u6eaf\u6bcf\u4e00\u4e2a\u6c99\u76d2\u5b9e\u4f8b\u7684\u521b\u5efa\u65f6\u95f4\u3001\u8fd0\u884c\u65f6\u957f\u3001\u9500\u6bc1\u539f\u56e0\uff0c\u4fbf\u4e8e\u8fd0\u7ef4\u76d1\u63a7\u8d44\u6e90\u5360\u7528\u60c5\u51b5\uff1b<\/p>\n<p>\u540c\u65f6\u751f\u547d\u5468\u671f\u72b6\u6001\u4e0e\u53cc\u6587\u4ef6\u901a\u9053\u8054\u52a8\uff0c\u6c99\u76d2\u9500\u6bc1\u524d\u53ef\u6279\u91cf\u4e0b\u8f7d\u4e1a\u52a1\u4ea7\u7269\uff0c\u9500\u6bc1\u540e\u6c99\u76d2\u5185\u90e8\u6587\u4ef6\u5f7b\u5e95\u6e05\u7a7a\uff0c\u4e0d\u4f1a\u51fa\u73b0\u654f\u611f\u6570\u636e\u6b8b\u7559\u3002<\/p>\n<p>\u6574\u5957\u751f\u547d\u5468\u671f\u67b6\u6784\u4ece\u6839\u6e90\u89e3\u51b3\u5bb9\u5668\u6c99\u76d2\u6700\u5e38\u89c1\u7684\u8d44\u6e90\u6cc4\u9732\u3001\u73af\u5883\u6c61\u67d3\u3001\u6210\u672c\u4e0d\u53ef\u63a7\u4e09\u5927\u751f\u4ea7\u75db\u70b9\uff0c\u662f\u5927\u89c4\u6a21\u7ebf\u4e0a\u843d\u5730\u5fc5\u4e0d\u53ef\u5c11\u7684\u67b6\u6784\u8bbe\u8ba1\u3002<\/p>\n<h2>\u4e03\u3001 \u96c6\u6210\u4e0e\u534f\u4f5c\uff1aAgent \u4e0e Sandbox \u7684\u534f\u4f5c\u6a21\u5f0f<\/h2>\n<p>\u5728\u5b9e\u9645\u5de5\u7a0b\u96c6\u6210\u4e2d\uff0cDeep Agents \u5b9a\u4e49\u4e86\u4e24\u79cd\u6807\u51c6\u67b6\u6784\uff0c\u9002\u914d\u4e0d\u540c\u7684\u8fed\u4ee3\u4e0e\u90e8\u7f72\u9700\u6c42\uff0c\u5f00\u53d1\u8005\u53ef\u6839\u636e\u4e1a\u52a1\u573a\u666f\u7075\u6d3b\u9009\u62e9\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"cdcdcc\" data-has-transparency=\"false\" style=\"--dominant-color: #cdcdcc;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29493\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42d96503734e70120d157884d0ef902932c17b.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"\u4e03\u3001\u4e24\u5927\u96c6\u6210\u6a21\u5f0f\uff1aAgent \u4e0e Sandbox \u7684\u534f\u4f5c\u6a21\u5f0f\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42d96503734e70120d157884d0ef902932c17b.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42d96503734e70120d157884d0ef902932c17b-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42d96503734e70120d157884d0ef902932c17b-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42d96503734e70120d157884d0ef902932c17b-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/42d96503734e70120d157884d0ef902932c17b-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>7.1 Agent in Sandbox\uff08\u667a\u80fd\u4f53\u5185\u7f6e\u6c99\u76d2\u6a21\u5f0f\uff09<\/h3>\n<p>\u67b6\u6784\u903b\u8f91\uff1a\u5c06\u667a\u80fd\u4f53\u6846\u67b6\u3001\u8fd0\u884c\u65f6\u73af\u5883\u5168\u90e8\u6253\u5305\u8fdb\u6c99\u76d2\u955c\u50cf\/\u5bb9\u5668\uff0c\u667a\u80fd\u4f53\u76f4\u63a5\u5728\u6c99\u76d2\u73af\u5883\u5185\u90e8\u8fd0\u884c\uff0c\u901a\u8fc7\u7f51\u7edc\u4e0e\u5916\u90e8\u5e94\u7528\u901a\u4fe1\u3002<\/p>\n<p>\u6838\u5fc3\u4f18\u52bf\uff1a\u672c\u5730\u5f00\u53d1\u4e0e\u751f\u4ea7\u90e8\u7f72\u5f62\u6001\u5b8c\u5168\u4e00\u81f4\uff0c\u73af\u5883\u4e00\u81f4\u6027\u62c9\u6ee1\uff0c\u667a\u80fd\u4f53\u4e0e\u6267\u884c\u73af\u5883\u8026\u5408\u7d27\u5bc6\uff0c\u8fd0\u884c\u7a33\u5b9a\u6027\u9ad8\u3002<\/p>\n<p>\u6838\u5fc3\u5f0a\u7aef\uff1aAPI \u5bc6\u94a5\u7b49\u914d\u7f6e\u9700\u5185\u7f6e\u5728\u6c99\u76d2\u4e2d\uff0c\u5bc6\u94a5\u98ce\u9669\u66f4\u9ad8\uff1b\u8fed\u4ee3\u667a\u80fd\u4f53\u903b\u8f91\u9700\u8981\u91cd\u65b0\u6253\u5305\u955c\u50cf\uff0c\u66f4\u65b0\u6548\u7387\u4f4e\uff1b\u9700\u989d\u5916\u7ef4\u62a4 HTTP\/WebSocket \u901a\u4fe1\u5c42\u3002<\/p>\n<h3>7.2 Sandbox as tool\uff08\u6c99\u76d2\u5de5\u5177\u5316\u6a21\u5f0f\uff0c\u5b98\u65b9\u9ed8\u8ba4\uff09<\/h3>\n<p>\u67b6\u6784\u903b\u8f91\uff1a\u667a\u80fd\u4f53\u8fd0\u884c\u5728\u672c\u5730\u5e94\u7528\u670d\u52a1\u5668\uff0c\u4ec5\u5f53\u9700\u8981\u6267\u884c\u4ee3\u7801\u3001\u8fd0\u884c\u547d\u4ee4\u3001\u64cd\u4f5c\u9ad8\u5371\u6587\u4ef6\u65f6\uff0c\u901a\u8fc7 SandboxBackend \u8fdc\u7a0b\u8c03\u7528\u6c99\u76d2\u73af\u5883\uff0c\u5c06\u6c99\u76d2\u4f5c\u4e3a\u72ec\u7acb\u5de5\u5177\u4f7f\u7528\u3002<\/p>\n<p>\u6838\u5fc3\u4f18\u52bf\uff1a\u667a\u80fd\u4f53\u4ee3\u7801\u8fed\u4ee3\u65e0\u9700\u91cd\u6784\u955c\u50cf\uff0c\u66f4\u65b0\u6548\u7387\u6781\u9ad8\uff1b\u6838\u5fc3\u5bc6\u94a5\u3001\u914d\u7f6e\u4fdd\u7559\u5728\u5bbf\u4e3b\u73af\u5883\uff0c\u5b89\u5168\u6027\u66f4\u9ad8\uff1b\u652f\u6301\u5e76\u884c\u8c03\u7528\u591a\u4e2a\u6c99\u76d2\uff0c\u8d44\u6e90\u8c03\u5ea6\u66f4\u7075\u6d3b\u3002<\/p>\n<p>\u6838\u5fc3\u5f0a\u7aef\uff1a\u8fdc\u7a0b\u8c03\u7528\u5b58\u5728\u8f7b\u5fae\u7f51\u7edc\u5ef6\u8fdf\uff0c\u4e0d\u9002\u5408\u6781\u81f4\u9ad8\u9891\u7684\u547d\u4ee4\u6267\u884c\u573a\u666f\u3002<\/p>\n<p>\u573a\u666f\u9009\u578b\u5efa\u8bae\uff1a\u7edd\u5927\u591a\u6570\u4e1a\u52a1\u7cfb\u7edf\u3001\u7ebf\u4e0a\u751f\u4ea7\u9879\u76ee\u4f18\u5148\u9009\u62e9<strong>Sandbox as tool<\/strong>\uff1b\u4ec5\u672c\u5730\u8c03\u8bd5\u3001\u9700\u8981\u6781\u81f4\u73af\u5883\u4e00\u81f4\u6027\u7684\u573a\u666f\uff0c\u53ef\u9009\u7528 Agent in Sandbox\u3002<\/p>\n<h2>\u516b\u3001\u6781\u7b80\u843d\u5730\uff1aSandbox \u6807\u51c6\u63a5\u5165\u6d41\u7a0b\u4e0e\u5b9e\u6218\u4ee3\u7801<\/h2>\n<p>Deep Agents \u6c99\u76d2\u7684\u63a5\u5165\u6d41\u7a0b\u6807\u51c6\u5316\u3001\u8f7b\u91cf\u5316\uff0c\u53ef\u62c6\u89e3\u4e3a\u56db\u5927\u6838\u5fc3\u6b65\u9aa4\uff0c\u9002\u914d\u6240\u6709\u6c99\u76d2\u670d\u52a1\u5546\uff0c\u4ee5\u4e0b\u4e3a\u901a\u7528\u63a5\u5165\u903b\u8f91\u4e0e\u7b80\u5316\u5b9e\u6218\u4ee3\u7801\u3002<\/p>\n<h3>8.1 \u6807\u51c6\u63a5\u5165\u56db\u6b65\u6cd5<\/h3>\n<p><strong>\u30101\u3011\u5b9e\u4f8b\u521b\u5efa\uff1a<\/strong>\u00a0\u901a\u8fc7\u5bf9\u5e94\u670d\u52a1\u5546 SDK\uff0c\u521d\u59cb\u5316\u4e91\u7aef\/\u672c\u5730\u6c99\u76d2\u5b9e\u4f8b\uff1b<\/p>\n<p><strong>\u30102\u3011\u80fd\u529b\u5c01\u88c5\uff1a<\/strong>\u00a0\u5c06\u6c99\u76d2\u5b9e\u4f8b\u5305\u88c5\u4e3a Deep Agents \u53ef\u8bc6\u522b\u7684 SandboxBackend\uff1b<\/p>\n<p><strong>\u30103\u3011\u667a\u80fd\u4f53\u7ed1\u5b9a\uff1a<\/strong>\u00a0\u5c06 backend \u4f20\u5165 create_deep_agent\uff0c\u4e3a\u667a\u80fd\u4f53\u6ce8\u5165\u6c99\u76d2\u6267\u884c\u80fd\u529b\uff1b<\/p>\n<p><strong>\u30104\u3011\u8d44\u6e90\u6cbb\u7406\uff1a<\/strong>\u00a0\u4efb\u52a1\u6267\u884c\u5b8c\u6bd5\u540e\uff0c\u4e3b\u52a8\u9500\u6bc1\u3001\u91ca\u653e\u6c99\u76d2\u8d44\u6e90\uff0c\u907f\u514d\u8d44\u6e90\u5806\u79ef\u3002<\/p>\n<h3>8.2 \u901a\u7528\u5b9e\u6218\u793a\u610f\u4ee3\u7801<\/h3>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">from deepagents import create_deep_agent\r\nfrom langchain_anthropic import ChatAnthropic\r\n# 1. \u521d\u59cb\u5316\u6c99\u76d2\u5b9e\u4f8b\uff08\u9002\u914dDaytona\/\u963f\u91cc\u4e91AgentRun\/Modal\u7b49\u6240\u6709\u670d\u52a1\u5546\uff09\r\nsandbox = create_provider_sandbox()\r\n# 2. \u5c01\u88c5\u4e3aDeep Agents\u6807\u51c6\u540e\u7aef\r\nbackend = ProviderSandboxBackend(sandbox=sandbox)\r\n# 3. \u521b\u5efa\u7ed1\u5b9a\u6c99\u76d2\u80fd\u529b\u7684\u667a\u80fd\u4f53\r\nagent = create_deep_agent(\r\n    model=ChatAnthropic(model=\"claude-sonnet-4-6\"),\r\n    system_prompt=\"\u4f60\u662f\u4e00\u540d\u53ef\u4ee5\u5728\u9694\u79bb\u73af\u5883\u4e2d\u5b89\u5168\u6267\u884c\u4ee3\u7801\u3001\u5b8c\u6210\u5de5\u7a0b\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u52a9\u624b\u3002\r\n\",\r\n    backend=backend,\r\n)\r\n# 4. \u8c03\u7528\u667a\u80fd\u4f53\u6267\u884c\u5de5\u7a0b\u4efb\u52a1\r\nresult = agent.invoke(\r\n    {\r\n        \"messages\": [\r\n            {\r\n                \"role\": \"user\",\r\n                \"content\": \"\u521b\u5efa\u4e00\u4e2a\u6700\u5c0fPython\u9879\u76ee\uff0c\u5b89\u88c5\u4f9d\u8d56\u5e76\u8fd0\u884c\u6d4b\u8bd5\u7528\u4f8b\",\r\n            }\r\n        ]\r\n    }\r\n)\r\n# 5. \u4efb\u52a1\u7ed3\u675f\uff0c\u4e3b\u52a8\u91ca\u653e\u6c99\u76d2\u8d44\u6e90\r\ndestroy_provider_sandbox(sandbox)<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6838\u5fc3\u903b\u8f91\uff1a\u6c99\u76d2\u5e76\u975e\u667a\u80fd\u4f53\u81ea\u4e3b\u521b\u5efa\uff0c\u800c\u662f\u7531\u5e94\u7528\u5c42\u63d0\u524d\u521d\u59cb\u5316\u3001\u6ce8\u5165\u80fd\u529b\u3001\u6700\u540e\u7edf\u4e00\u9500\u6bc1\uff0c\u5168\u7a0b\u53ef\u63a7\u53ef\u8fd0\u7ef4\u3002<\/p>\n<h3>8.3 \u5927\u8f93\u51fa\u9632\u6ea2\u51fa\u4f18\u5316\u673a\u5236<\/h3>\n<p>\u6846\u67b6\u5185\u7f6e\u8d34\u5fc3\u5de5\u7a0b\u4f18\u5316\uff1a\u5f53 Shell \u547d\u4ee4\u3001\u811a\u672c\u6267\u884c\u8f93\u51fa\u5185\u5bb9\u8fc7\u5927\u65f6\uff0c\u4e0d\u4f1a\u5c06\u5168\u90e8\u5185\u5bb9\u76f4\u63a5\u585e\u5165 LLM \u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u800c\u662f\u81ea\u52a8\u5c06\u5927\u4f53\u79ef\u8f93\u51fa\u4fdd\u5b58\u81f3\u6c99\u76d2\u6587\u4ef6\uff0c\u63d0\u793a\u667a\u80fd\u4f53\u901a\u8fc7 read_file \u5de5\u5177\u5206\u6bb5\u8bfb\u53d6\uff0c\u5f7b\u5e95\u907f\u514d\u4e0a\u4e0b\u6587\u6ea2\u51fa\u95ee\u9898\uff0c\u9002\u914d\u65e5\u5fd7\u5206\u6790\u3001\u6279\u91cf\u6784\u5efa\u3001\u5927\u6570\u636e\u8f93\u51fa\u7b49\u573a\u666f\u3002<\/p>\n<h2>\u4e5d\u3001\u5b89\u5168\u67b6\u6784\uff1aSandbox \u80fd\u9632\u4ec0\u4e48\u3001\u9632\u4e0d\u4f4f\u4ec0\u4e48\uff1f<\/h2>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u4f1a\u8bef\u4ee5\u4e3a\u6c99\u76d2\u662f\u201c\u4e07\u80fd\u5b89\u5168\u65b9\u6848\u201d\uff0c\u5b9e\u5219\u5b58\u5728\u660e\u786e\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u53ea\u6709\u7cbe\u51c6\u8ba4\u77e5\u5176\u9632\u62a4\u8303\u56f4\uff0c\u624d\u80fd\u642d\u5efa\u5b8c\u6574\u7684\u5b89\u5168\u4f53\u7cfb\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"e9e3cb\" data-has-transparency=\"false\" style=\"--dominant-color: #e9e3cb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29494\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/24dba3f396a7687497d20312e50a131a58fc27.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"9.4\u3001sandbox Infra \u7684  \u6700\u5c0f\u6743\u9650\u5b89\u5168\u67b6\u6784\uff08\u6700\u5c0f\u7279\u6743\u67b6\u6784 Least Privilege\uff09\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/24dba3f396a7687497d20312e50a131a58fc27.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/24dba3f396a7687497d20312e50a131a58fc27-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/24dba3f396a7687497d20312e50a131a58fc27-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/24dba3f396a7687497d20312e50a131a58fc27-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/24dba3f396a7687497d20312e50a131a58fc27-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>9.1 \u6c99\u76d2\u53ef\u9632\u62a4\u7684\u98ce\u9669<\/h3>\n<ul data-id=\"u738a58b-2Mg22ijk\">\n<li data-id=\"ld70c578-QOmRFzKO\">\u675c\u7edd\u667a\u80fd\u4f53\u8d8a\u6743\u8bfb\u53d6\u3001\u7be1\u6539\u3001\u5220\u9664\u5bbf\u4e3b\u673a\u672c\u5730\u6587\u4ef6\uff1b<\/li>\n<li data-id=\"ld70c578-SkeCA6Tv\">\u9694\u79bb\u5bbf\u4e3b\u673a\u73af\u5883\u53d8\u91cf\u3001\u5bc6\u94a5\u51ed\u8bc1\uff0c\u9632\u6b62\u654f\u611f\u4fe1\u606f\u6cc4\u9732\uff1b<\/li>\n<li data-id=\"ld70c578-Q5MRrAjt\">\u9694\u79bb\u5bbf\u4e3b\u7cfb\u7edf\u8fdb\u7a0b\uff0c\u907f\u514d\u667a\u80fd\u4f53\u64cd\u4f5c\u5bfc\u81f4\u4e3b\u670d\u52a1\u5d29\u6e83\u3001\u8d44\u6e90\u8017\u5c3d\uff1b<\/li>\n<li data-id=\"ld70c578-tzck4wO5\">\u5c06\u667a\u80fd\u4f53\u5f02\u5e38\u64cd\u4f5c\u3001\u811a\u672c\u5d29\u6e83\u3001\u8d44\u6e90\u5360\u7528\u8fc7\u9ad8\u7684\u98ce\u9669\u5b8c\u5168\u9650\u5236\u5728\u6c99\u76d2\u5185\u90e8\u3002<\/li>\n<\/ul>\n<h3>9.2 \u6c99\u76d2\u65e0\u6cd5\u81ea\u52a8\u9632\u62a4\u7684\u98ce\u9669<\/h3>\n<p><strong>1. \u4e0a\u4e0b\u6587\u6ce8\u5165\u653b\u51fb<\/strong>\uff1a\u82e5\u653b\u51fb\u8005\u7be1\u6539\u667a\u80fd\u4f53\u8f93\u5165\u5185\u5bb9\uff0c\u53ef\u8bf1\u5bfc\u6a21\u578b\u5728\u6c99\u76d2\u5185\u6267\u884c\u9ad8\u5371\u547d\u4ee4\u3002<\/p>\n<p>\u6c99\u76d2\u4ec5\u80fd\u9694\u79bb\u5bbf\u4e3b\u98ce\u9669\uff0c\u65e0\u6cd5\u963b\u6b62\u6c99\u76d2\u5185\u90e8\u7684\u6076\u610f\u547d\u4ee4\u6267\u884c\u3002<\/p>\n<p><strong>2. \u7f51\u7edc\u6570\u636e\u5916\u4f20\u98ce\u9669<\/strong>\uff1a\u82e5\u6c99\u76d2\u5f00\u653e\u516c\u7f51\u8bbf\u95ee\u6743\u9650\uff0c\u88ab\u8bf1\u5bfc\u7684\u667a\u80fd\u4f53\u53ef\u901a\u8fc7 HTTP\u3001DNS \u7b49\u65b9\u5f0f\u5c06\u6c99\u76d2\u5185\u7684\u6570\u636e\u5916\u4f20\uff0c\u9694\u79bb\u73af\u5883\u4e0d\u4ee3\u8868\u6570\u636e\u7edd\u5bf9\u5b89\u5168\u3002<\/p>\n<h3>9.3 \u5b8c\u6574\u5b89\u5168\u52a0\u56fa\u65b9\u6848<\/h3>\n<p>\u57fa\u4e8e\u6c99\u76d2\u7684\u57fa\u7840\u9694\u79bb\u80fd\u529b\uff0c\u9700\u914d\u5957\u591a\u5c42\u5b89\u5168\u7b56\u7565\uff0c\u6784\u5efa\u5b8c\u6574\u98ce\u63a7\u4f53\u7cfb\uff1a<\/p>\n<ul data-id=\"u738a58b-L0rTp6jK\">\n<li data-id=\"ld70c578-ZSONOn29\">\u6309\u9700\u5173\u95ed\u6c99\u76d2\u516c\u7f51\u8bbf\u95ee\u6743\u9650\uff0c\u9650\u5236\u7f51\u7edc\u51fa\u7ad9\u89c4\u5219\uff1b<\/li>\n<li data-id=\"ld70c578-S8tGsxI5\">\u5bc6\u94a5\u3001\u51ed\u8bc1\u5168\u90e8\u7559\u5b58\u5bbf\u4e3b\u673a\uff0c\u7981\u6b62\u6ce8\u5165\u6c99\u76d2\u5185\u90e8\uff1b<\/li>\n<li data-id=\"ld70c578-mbVsc4nu\">\u654f\u611f\u64cd\u4f5c\u5f00\u542f\u4eba\u5de5\u5ba1\u6838\uff08Human-in-the-Loop\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-4YtFxFYX\">\u6e05\u6d17\u8f93\u5165\u4e0a\u4e0b\u6587\uff0c\u62e6\u622a\u6076\u610f\u6307\u4ee4\u4e0e\u6ce8\u5165\u811a\u672c\uff1b<\/li>\n<li data-id=\"ld70c578-0l83Jtgi\">\u914d\u7f6e\u8d44\u6e90\u914d\u989d\u3001\u6267\u884c\u8d85\u65f6\uff0c\u675c\u7edd\u8d44\u6e90\u6ee5\u7528\u3002<\/li>\n<\/ul>\n<h3>9.4\u3001sandbox Infra \u7684 \u00a0\u6700\u5c0f\u6743\u9650\u5b89\u5168\u67b6\u6784\uff08\u6700\u5c0f\u7279\u6743\u67b6\u6784 Least Privilege\uff09<\/h3>\n<p>\u6700\u5c0f\u6743\u9650\u67b6\u6784\u662f\u5b89\u5168\u9886\u57df\u4e13\u5c5e\u67b6\u6784\u8bbe\u8ba1\u8303\u5f0f\uff0c\u6838\u5fc3\u89c4\u5219\uff1a<\/p>\n<ul data-id=\"u738a58b-fM2JP6KF\">\n<li data-id=\"ld70c578-lhxy5vjB\">\u7cfb\u7edf\u4e2d\u4efb\u610f\u7a0b\u5e8f\u3001\u8fdb\u7a0b\u3001\u4ee3\u7406\u3001\u7ec4\u4ef6\u4ec5\u6388\u4e88\u5b8c\u6210\u81ea\u8eab\u4efb\u52a1<strong>\u5fc5\u9700\u7684\u6700\u4f4e\u6743\u9650<\/strong>\uff0c\u9ed8\u8ba4\u5173\u95ed\u6240\u6709\u9ad8\u5371\u6743\u9650\uff0c\u6743\u9650\u5347\u7ea7\u5fc5\u987b\u663e\u5f0f\u4e3b\u52a8\u7533\u8bf7\uff1b<\/li>\n<li data-id=\"ld70c578-F3oHFFZP\">\u901a\u8fc7\u6743\u9650\u5206\u5c42\u3001\u73af\u5883\u9694\u79bb\u3001\u80fd\u529b\u62c6\u5206\u7f29\u5c0f\u7cfb\u7edf\u653b\u51fb\u9762\uff0c\u5373\u4f7f\u7ec4\u4ef6\u88ab\u8bf1\u5bfc\u6267\u884c\u6076\u610f\u64cd\u4f5c\uff0c\u7834\u574f\u8303\u56f4\u88ab\u4e25\u683c\u9650\u5236\u5728\u6388\u6743\u8fb9\u754c\u5185\uff0c\u65e0\u6cd5\u6a2a\u5411\u6269\u6563\u98ce\u9669\uff0c\u662f\u751f\u4ea7\u7ea7\u9694\u79bb\u7cfb\u7edf\u5fc5\u5907\u5b89\u5168\u67b6\u6784\u3002<\/li>\n<\/ul>\n<p>sandbox Infra \u7684 \u6c99\u76d2\u8bbe\u8ba1\u4ece\u9876\u5c42\u6846\u67b6\u5230\u5e95\u5c42\u5bb9\u5668\u5168\u94fe\u8def\u843d\u5730\u6700\u5c0f\u6743\u9650\u67b6\u6784\uff0c\u6bcf\u4e00\u5c42\u90fd\u901a\u8fc7\u6743\u9650\u62c6\u5206\u3001\u9ed8\u8ba4\u62d2\u7edd\u3001\u8fb9\u754c\u9694\u79bb\u6536\u7f29\u653b\u51fb\u9762\u3002<\/p>\n<ul data-id=\"u738a58b-sQ7EavTE\">\n<li data-id=\"ld70c578-hwvW79o7\">\u9996\u5148\u6846\u67b6\u9876\u5c42\u9ed8\u8ba4\u6743\u9650\u7ba1\u63a7\uff1a\u6846\u67b6\u521d\u59cb\u5316\u65f6\u9ed8\u8ba4\u4ec5\u6ce8\u5165\u65e0\u6267\u884c\u6743\u9650\u7684 FilesystemBackend\uff0c\u5b8c\u5168\u5173\u95ed execute \u547d\u4ee4\u6267\u884c\u9ad8\u5371\u6743\u9650\uff0c\u5c5e\u4e8e \u201c\u9ed8\u8ba4\u62d2\u7edd\u201d \u6700\u5c0f\u6743\u9650\u8bbe\u8ba1\uff1b<\/li>\n<li data-id=\"ld70c578-S4VuGzEa\">\u5f00\u53d1\u8005\u5fc5\u987b\u4e3b\u52a8\u3001\u663e\u5f0f\u5b9e\u4f8b\u5316 SandboxBackend \u63d2\u4ef6\u5e76\u6ce8\u5165 Agent\uff0c\u624d\u4f1a\u6388\u4e88\u4ee3\u7801\u6267\u884c\u6743\u9650\uff0c\u6743\u9650\u5347\u7ea7\u5b8c\u5168\u4eba\u4e3a\u53ef\u63a7\uff0c\u675c\u7edd\u9ed8\u8ba4\u5f00\u653e\u6743\u9650\u5e26\u6765\u7684\u5b89\u5168\u6f0f\u6d1e\u3002<\/li>\n<li data-id=\"ld70c578-z1bw53n4\">\u7b2c\u4e8c\u5c42\u80fd\u529b\u8fb9\u754c\u6743\u9650\u62c6\u5206\uff0c\u4e25\u683c\u533a\u5206\u4e24\u5957\u6587\u4ef6\u901a\u9053\u6743\u9650\uff0c\u5b9e\u73b0\u6743\u9650\u5206\u79bb\uff1a\u667a\u80fd\u4f53 LLM \u81ea\u4e3b\u8c03\u7528\u7684\u6587\u4ef6\u5de5\u5177\u901a\u9053\uff0c\u6743\u9650\u4ec5\u9650\u5236\u5728\u6c99\u76d2\u5bb9\u5668\u5185\u90e8\u865a\u62df\u6587\u4ef6\u7cfb\u7edf\uff0c\u65e0\u4efb\u4f55\u8bbf\u95ee\u5bbf\u4e3b\u673a\u3001\u5411\u5916\u4f20\u8f93\u6587\u4ef6\u7684\u6743\u9650\uff1b<\/li>\n<li data-id=\"ld70c578-AviS3sVM\">\u8de8\u5bbf\u4e3b\u673a\u4e0e\u6c99\u76d2\u7684\u6587\u4ef6\u4e0a\u4f20\u3001\u4e0b\u8f7d\u6743\u9650\u5b8c\u5168\u5265\u79bb\u5230\u4e1a\u52a1\u5c42 API\uff0c\u4ec5\u5f00\u53d1\u8005\u7f16\u5199\u7684\u4e1a\u52a1\u4ee3\u7801\u53ef\u4ee5\u8c03\u7528\uff0c\u5927\u6a21\u578b\u667a\u80fd\u4f53\u5b8c\u5168\u65e0\u6cd5\u81ea\u4e3b\u89e6\u53d1\u8de8\u73af\u5883\u6587\u4ef6\u6d41\u8f6c\uff0c\u5f7b\u5e95\u675c\u7edd\u6570\u636e\u6cc4\u9732\u3001\u5bbf\u4e3b\u673a\u6587\u4ef6\u7be1\u6539\u98ce\u9669\u3002<\/li>\n<li data-id=\"ld70c578-RHyafEiC\"><strong>\u7b2c\u4e09\u5c42\u6c99\u76d2\u73af\u5883\u5bb9\u5668\u7ea7\u6743\u9650\u9694\u79bb\uff0c<\/strong>\u5373\u4f7f\u667a\u80fd\u4f53\u83b7\u5f97 execute \u6267\u884c\u6743\u9650\uff0c\u6240\u6709\u547d\u4ee4\u8fd0\u884c\u8f7d\u4f53\u662f\u72ec\u7acb\u9694\u79bb\u5bb9\u5668\uff0c\u5bb9\u5668\u8fdb\u7a0b\u4ec5\u5206\u914d\u6700\u4f4e\u8d44\u6e90\u914d\u989d\uff0c\u65e0\u6cd5\u8bfb\u53d6\u5bbf\u4e3b\u673a\u5bc6\u94a5\u3001\u73af\u5883\u53d8\u91cf\u3001\u7cfb\u7edf\u914d\u7f6e\u6587\u4ef6\u3001\u5bbf\u4e3b\u8fdb\u7a0b\uff1b\u667a\u80fd\u4f53\u5728\u6c99\u76d2\u5185\u6267\u884c rm -rf \/ \u7b49\u9ad8\u5371\u5220\u9664\u547d\u4ee4\uff0c\u4ec5\u9500\u6bc1\u5bb9\u5668\u5185\u90e8\u6587\u4ef6\uff0c\u65e0\u6cd5\u8d8a\u6743\u7834\u574f\u5bbf\u4e3b\u673a\uff0c\u98ce\u9669\u8fb9\u754c\u88ab\u9501\u6b7b\u5728\u6c99\u76d2\u5185\u90e8\u3002<\/li>\n<\/ul>\n<p>\u540c\u65f6\u914d\u5957\u5206\u5c42\u6743\u9650\u52a0\u56fa\u7b56\u7565\uff1a<\/p>\n<ul data-id=\"u738a58b-SIlpUdJT\">\n<li data-id=\"ld70c578-l6fPBxh1\">\u6c99\u76d2\u7f51\u7edc\u6743\u9650\u9ed8\u8ba4\u6309\u9700\u5173\u95ed\u51fa\u7ad9\u8bbf\u95ee\uff0c\u9632\u6b62\u6570\u636e\u5916\u4f20\uff1b<\/li>\n<li data-id=\"ld70c578-JkGJa2WZ\">\u5bc6\u94a5\u3001\u6570\u636e\u5e93\u51ed\u8bc1\u5168\u7a0b\u4fdd\u5b58\u5728\u5bbf\u4e3b\u673a\uff0c\u7edd\u4e0d\u4e0a\u4f20\u6ce8\u5165\u6c99\u76d2\uff0c\u8fdb\u4e00\u6b65\u6536\u7f29\u6c99\u76d2\u6743\u9650\u8303\u56f4\uff1b<\/li>\n<li data-id=\"ld70c578-MlAf78Ww\">\u9488\u5bf9\u6ce8\u5165\u653b\u51fb\uff0c\u901a\u8fc7\u8f93\u5165\u6e05\u6d17\u3001\u6267\u884c\u8d85\u65f6\u3001\u8d44\u6e90\u914d\u989d\u8865\u5145\u6700\u5c0f\u6743\u9650\u77ed\u677f\u3002<\/li>\n<\/ul>\n<p>\u6574\u5957\u67b6\u6784\u6ca1\u6709\u4e00\u5200\u5207\u5f00\u653e\u5168\u91cf\u80fd\u529b\uff0c\u800c\u662f\u5206\u5c42\u3001\u6309\u9700\u3001\u663e\u5f0f\u6388\u4e88\u6743\u9650\uff0c\u5b8c\u7f8e\u89e3\u51b3 AI \u667a\u80fd\u4f53\u884c\u4e3a\u4e0d\u53ef\u9884\u6d4b\u5e26\u6765\u7684\u5b89\u5168\u98ce\u9669\uff0c\u662f\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u751f\u4ea7\u843d\u5730\u5b89\u5168\u5e95\u5ea7\u3002<\/p>\n<h2>\u5341\u3001\u8fdb\u9636\u5b9e\u8df5\uff1a\u81ea\u5b9a\u4e49 Docker \u6c99\u76d2\u5f00\u53d1<\/h2>\n<p>Deep Agents \u652f\u6301\u5f00\u53d1\u8005\u81ea\u5b9a\u4e49\u79c1\u6709\u6c99\u76d2\u73af\u5883\uff0c\u6838\u5fc3\u662f\u7ee7\u627f BaseSandbox \u57fa\u7c7b\uff0c\u5b9e\u73b0\u4e09\u5927\u5e95\u5c42\u6838\u5fc3\u65b9\u6cd5\uff0c\u5373\u53ef\u9002\u914d\u6846\u67b6\u5168\u90e8\u80fd\u529b\u3002<\/p>\n<p>\u6838\u5fc3\u5b9e\u73b0\u8981\u6c42\uff1a<\/p>\n<p><strong>\u30101\u3011execute()\uff1a<\/strong>\u00a0\u6838\u5fc3\u65b9\u6cd5\uff0c\u5b9e\u73b0 Docker \u5bb9\u5668\u5185\u547d\u4ee4\u6267\u884c\u903b\u8f91\uff1b<\/p>\n<p><strong>\u30102\u3011upload_files()\uff1a<\/strong>\u00a0\u5b9e\u73b0\u5bbf\u4e3b\u673a\u5230 Docker \u5bb9\u5668\u7684\u6587\u4ef6\u4e0a\u4f20\uff1b<\/p>\n<p><strong>\u30103\u3011download_files()\uff1a<\/strong>\u00a0\u5b9e\u73b0 Docker \u5bb9\u5668\u5230\u5bbf\u4e3b\u673a\u7684\u6587\u4ef6\u4e0b\u8f7d\u3002<\/p>\n<h2>\u5341\u4e00. \u8fdb\u9636\u5b9e\u8df5\uff1a\u81ea\u5b9a\u4e49 K8s \u6c99\u76d2\u5f00\u53d1<\/h2>\n<p>\u9664\u672c\u5730 Docker \u6c99\u76d2\u5916\uff0c\u5728\u751f\u4ea7\u7ea7 AI \u667a\u80fd\u4f53\u5e73\u53f0\u4e2d\uff0c<strong>Kubernetes \u6c99\u76d2<\/strong>\u662f\u591a\u79df\u6237\u3001\u5f39\u6027\u6269\u5bb9\u3001\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u7684\u6807\u51c6\u843d\u5730\u65b9\u6848\u3002<\/p>\n<p>\u76f8\u6bd4\u4e8e Docker \u5355\u673a\u5bb9\u5668\uff0cK8s \u6c99\u76d2\u652f\u6301\u96c6\u7fa4\u5316\u8c03\u5ea6\u3001\u8d44\u6e90\u914d\u989d\u7ba1\u63a7\u3001Pod \u751f\u547d\u5468\u671f\u7edf\u4e00\u6cbb\u7406\u3001\u6743\u9650\u7ec6\u7c92\u5ea6\u9694\u79bb\uff0c\u662f\u4f01\u4e1a\u7ea7 Deep Agents \u667a\u80fd\u4f53\u89c4\u6a21\u5316\u90e8\u7f72\u7684\u6700\u4f18\u65b9\u6848\u3002<\/p>\n<p>K8s \u81ea\u5b9a\u4e49\u6c99\u76d2\u7684\u9002\u914d\u903b\u8f91\u4e0e Docker \u6c99\u76d2\u5b8c\u5168\u4e00\u81f4\uff0c\u540c\u6837\u9075\u5faa\u6846\u67b6\u89c4\u8303\uff1a<strong>\u4ec5\u9700\u5b9e\u73b0 execute()\u3001upload_files()\u3001download_files() \u4e09\u5927\u5e95\u5c42\u65b9\u6cd5<\/strong>\uff0c\u6846\u67b6\u81ea\u52a8\u5c01\u88c5\u5168\u90e8\u6587\u4ef6\u5de5\u5177\u3001\u547d\u4ee4\u6267\u884c\u80fd\u529b\uff0c\u65e0\u9700\u989d\u5916\u6539\u9020\u6846\u67b6\u6e90\u7801\u3002<\/p>\n<h3>1. K8s \u6c99\u76d2\u6838\u5fc3\u8bbe\u8ba1\u601d\u8def<\/h3>\n<p>\u6211\u4eec\u57fa\u4e8e K8s Pod \u6784\u5efa\u72ec\u7acb\u9694\u79bb\u6c99\u76d2\uff0c\u6bcf\u4e00\u4e2a\u6c99\u76d2\u5bf9\u5e94\u4e00\u4e2a\u72ec\u7acb\u4e34\u65f6 Pod\uff0c\u5177\u5907\u4ee5\u4e0b\u7279\u6027\uff1a<\/p>\n<ul data-id=\"u738a58b-vW63pU1n\">\n<li data-id=\"ld70c578-f1ixubdl\">Pod \u91c7\u7528\u00a0<strong>\u4e34\u65f6\u4e00\u6b21\u6027\u673a\u5236<\/strong>\uff0c\u4efb\u52a1\u7ed3\u675f\u81ea\u52a8\u9500\u6bc1\uff0c\u675c\u7edd\u8d44\u6e90\u6b8b\u7559\uff1b<\/li>\n<li data-id=\"ld70c578-XEBHyEXH\">\u4f9d\u6258 K8s \u539f\u751f\u00a0<code>exec<\/code>\u00a0\u5b9e\u73b0\u5bb9\u5668\u547d\u4ee4\u6267\u884c\uff0c\u66ff\u4ee3 Docker exec\uff1b<\/li>\n<li data-id=\"ld70c578-zItBXb4c\">\u4f9d\u6258 K8s \u539f\u751f\u00a0<code>cp<\/code>\u00a0\u5b9e\u73b0\u5bbf\u4e3b\u673a\u4e0e Pod \u53cc\u5411\u6587\u4ef6\u4f20\u8f93\uff0c\u66ff\u4ee3 Docker cp\uff1b<\/li>\n<li data-id=\"ld70c578-GyyGsQJm\">\u81ea\u52a8\u751f\u6210\u552f\u4e00 Pod \u540d\u79f0\u3001\u547d\u540d\u7a7a\u95f4\u9694\u79bb\uff0c\u652f\u6301\u591a\u667a\u80fd\u4f53\u5e76\u53d1\u8fd0\u884c\uff1b<\/li>\n<li data-id=\"ld70c578-oTAQhU3k\">\u5b8c\u6574\u9002\u914d\u6846\u67b6\u6807\u51c6\u5316\u8fd4\u56de\u7ed3\u6784\u4f53\uff0c\u96f6\u6539\u52a8\u9002\u914d Deep Agents \u4e0a\u5c42\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h3>2. \u524d\u7f6e\u4f9d\u8d56\u4e0e\u73af\u5883\u8981\u6c42<\/h3>\n<p>\u8fd0\u884c\u81ea\u5b9a\u4e49 K8s \u6c99\u76d2\u9700\u6ee1\u8db3\u57fa\u7840\u73af\u5883\u6761\u4ef6\uff1a<\/p>\n<ul data-id=\"u738a58b-Bd2JiHDF\">\n<li data-id=\"ld70c578-SnyKwyuI\">\u5bbf\u4e3b\u673a\u5b89\u88c5\u00a0<code>kubectl<\/code>\u00a0\u4e14\u5b8c\u6210\u96c6\u7fa4\u6388\u6743\uff08\u53ef\u6b63\u5e38\u64cd\u4f5c\u76ee\u6807\u547d\u540d\u7a7a\u95f4\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-IAKce8wS\">\u96c6\u7fa4\u5185\u53ef\u7528\u57fa\u7840 Python \u955c\u50cf\uff08python:3.10-slim\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-JcCtejyP\">\u5f00\u542f Pod \u4ea4\u4e92\u5f0f\u547d\u4ee4\u6267\u884c\u3001\u6587\u4ef6\u62f7\u8d1d\u6743\u9650\uff1b<\/li>\n<li data-id=\"ld70c578-eujMozpz\">\u652f\u6301 Pod \u81ea\u52a8\u6e05\u7406\u3001TTL \u8fc7\u671f\u56de\u6536\u673a\u5236\u3002<\/li>\n<\/ul>\n<h2>\u5341\u4e8c\u3001\u6838\u5fc3\u8fa8\u6790\uff1aDeep Agents \u4e2d Backend \u4e0e Sandbox \u7684\u672c\u8d28\u533a\u522b\u4e0e\u534f\u4f5c\u903b\u8f91<\/h2>\n<p>\u591a\u6570\u5f00\u53d1\u8005\u6df7\u6dc6\u4e8c\u8005\u6982\u5ff5\uff0c\u6838\u5fc3\u662f\u672a\u5206\u6e05\u300c\u80fd\u529b\u5b9a\u4e49\u300d\u4e0e\u300c\u73af\u5883\u627f\u8f7d\u300d\u7684\u5c42\u7ea7\u5173\u7cfb\u3002<\/p>\n<p>\u7b80\u5355\u603b\u7ed3\uff1a<strong>Backend \u51b3\u5b9a\u667a\u80fd\u4f53\u80fd\u5e72\u4ec0\u4e48\uff0cSandbox \u51b3\u5b9a\u667a\u80fd\u4f53\u5b89\u5168\u5728\u54ea\u91cc\u5e72<\/strong>\u3002<\/p>\n<h3>11.1 \u6838\u5fc3\u5b9a\u4f4d\u5dee\u5f02<\/h3>\n<p><strong>Backend\uff08\u80fd\u529b\u62bd\u8c61\u5c42\uff09<\/strong>\uff1a\u662f\u667a\u80fd\u4f53\u7684\u80fd\u529b\u5de5\u5177\u7bb1\uff0c\u8d1f\u8d23\u5b9a\u4e49\u6743\u9650\u8fb9\u754c\u4e0e\u53ef\u8c03\u7528\u8d44\u6e90\uff0c\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n<ul data-id=\"u738a58b-Wgh2MkGM\">\n<li data-id=\"ld70c578-kEFYvbBW\"><strong>FilesystemBackend\uff1a<\/strong>\u00a0\u4ec5\u6587\u4ef6\u64cd\u4f5c\uff0c\u65e0\u6267\u884c\u6743\u9650\uff0c\u8f7b\u91cf\u5316\u96f6\u98ce\u9669\uff1b<\/li>\n<li data-id=\"ld70c578-DOPqEMu1\"><strong>LocalShellBackend\uff1a<\/strong>\u00a0\u672c\u5730\u5bbf\u4e3b\u673a\u547d\u4ee4\u6267\u884c\uff0c\u6743\u9650\u6700\u9ad8\u3001\u98ce\u9669\u6700\u5927\uff0c\u4ec5\u7528\u4e8e\u672c\u5730\u53ef\u4fe1\u8c03\u8bd5\uff1b<\/li>\n<li data-id=\"ld70c578-oSvuQsNH\"><strong>SandboxBackend\uff1a<\/strong>\u00a0\u5b89\u5168\u80fd\u529b\u540e\u7aef\uff0c\u4f9d\u6258\u6c99\u76d2\u73af\u5883\u5b9e\u73b0\u53ef\u63a7\u6267\u884c\u3002<\/li>\n<\/ul>\n<p><strong>Sandbox\uff08\u73af\u5883\u9694\u79bb\u5c42\uff09<\/strong>\uff1a\u662f\u667a\u80fd\u4f53\u7684\u5b89\u5168\u64cd\u4f5c\u8f66\u95f4\uff0c\u65e0\u81ea\u4e3b\u80fd\u529b\uff0c\u4ec5\u63d0\u4f9b\u72ec\u7acb\u9694\u79bb\u7684\u8fd0\u884c\u73af\u5883\uff0c\u8d1f\u8d23\u89c4\u907f\u6240\u6709\u6267\u884c\u98ce\u9669\u3002<\/p>\n<h3>11.2 \u4e8c\u8005\u534f\u4f5c\u94fe\u8def<\/h3>\n<p>\u5b8c\u6574\u8fd0\u884c\u94fe\u8def\uff1aAI Agent \u53d1\u8d77\u64cd\u4f5c\u8bf7\u6c42 \u2192 Backend \u6821\u9a8c\u6743\u9650\u3001\u5339\u914d\u53ef\u7528\u80fd\u529b \u2192 \u9ad8\u5371\u64cd\u4f5c\u6295\u9012\u81f3 Sandbox \u9694\u79bb\u73af\u5883 \u2192 execute() \u6267\u884c\u547d\u4ee4 \u2192 \u8fd4\u56de\u7ed3\u679c\u3001\u95ed\u73af\u7ba1\u63a7\u3002<\/p>\n<p>\u6838\u5fc3\u534f\u4f5c\u903b\u8f91\uff1aSandbox \u5fc5\u987b\u4f9d\u6258 SandboxBackend \u624d\u80fd\u751f\u6548\uff0cSandboxBackend \u662f\u666e\u901a\u540e\u7aef\u7684\u5b89\u5168\u5347\u7ea7\u7248\uff0c\u5728\u4fdd\u7559\u5168\u80fd\u529b\u7684\u540c\u65f6\uff0c\u5c06\u6267\u884c\u8f7d\u4f53\u4ece\u5bbf\u4e3b\u673a\u5207\u6362\u4e3a\u9694\u79bb\u6c99\u76d2\uff0c\u5b9e\u73b0\u300c\u80fd\u529b\u62c9\u6ee1\u3001\u98ce\u9669\u5f52\u96f6\u300d\u3002<\/p>\n<h3>11.3 \u573a\u666f\u9009\u578b\u5bf9\u7167\u8868<\/h3>\n<ul data-id=\"u738a58b-g3AZsl4s\">\n<li data-id=\"ld70c578-k8VwmyDy\"><strong>\u672c\u5730\u8f7b\u91cf\u5316\u6587\u4ef6\u5904\u7406\uff1a<\/strong>\u00a0FilesystemBackend + \u65e0\u6c99\u76d2\uff1b<\/li>\n<li data-id=\"ld70c578-tCmzgz0k\"><strong>\u672c\u5730\u53ef\u4fe1\u5168\u529f\u80fd\u8c03\u8bd5\uff1a<\/strong>\u00a0LocalShellBackend + \u65e0\u6c99\u76d2\uff1b<\/li>\n<li data-id=\"ld70c578-gJ26BTix\"><strong>\u7ebf\u4e0a\u751f\u4ea7\u3001\u591a\u79df\u6237\u3001\u4ee3\u7801\u6267\u884c\u573a\u666f\uff1a<\/strong>\u00a0SandboxBackend + \u4e91\u7aef\u6c99\u76d2\u3002<\/li>\n<\/ul>\n<h2>12.4 sandbox Infra \u7684 \u00a0 \u63d2\u4ef6\u5316\u67b6\u6784\uff08Plugin \u63d2\u4ef6\u67b6\u6784\uff09<\/h2>\n<p>\u63d2\u4ef6\u5316\u67b6\u6784\u6838\u5fc3\u662f<strong>\u6838\u5fc3\u6846\u67b6\u4e0e\u6269\u5c55\u5b9e\u73b0\u5b8c\u5168\u89e3\u8026<\/strong>\uff0c\u6846\u67b6\u5b9a\u4e49\u4e00\u5957\u6807\u51c6\u5316\u62bd\u8c61\u63a5\u53e3 \/ \u57fa\u7c7b\u4f5c\u4e3a\u63d2\u4ef6\u89c4\u8303\uff0c\u6240\u6709\u5dee\u5f02\u5316\u3001\u53ef\u66ff\u6362\u7684\u4e1a\u52a1 \/ \u57fa\u7840\u8bbe\u65bd\u80fd\u529b\u90fd\u4ee5\u72ec\u7acb\u63d2\u4ef6\u5f62\u5f0f\u5b9e\u73b0\uff1b<\/p>\n<p>\u6838\u5fc3\u6846\u67b6\u4ec5\u4f9d\u8d56\u62bd\u8c61\u57fa\u7c7b\uff0c\u4e0d\u7ed1\u5b9a\u4efb\u610f\u5177\u4f53\u63d2\u4ef6\u5b9e\u73b0\uff0c\u8fd0\u884c\u65f6\u53ef\u52a8\u6001\u63d2\u62d4\u3001\u5207\u6362\u3001\u65b0\u589e\u63d2\u4ef6\uff0c\u65e0\u9700\u4fee\u6539\u6846\u67b6\u6838\u5fc3\u6e90\u7801\uff0c\u6269\u5c55\u6027\u6781\u5f3a\uff0c\u5e7f\u6cdb\u7528\u4e8e\u4e2d\u95f4\u4ef6\u3001AI \u6846\u67b6\u3001\u591a\u5382\u5546\u9002\u914d\u573a\u666f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"dfdbce\" data-has-transparency=\"false\" style=\"--dominant-color: #dfdbce;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29495\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/58d05a3775132ff5c2872062e55aae1e313f79.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"12.4 sandbox Infra \u7684   \u63d2\u4ef6\u5316\u67b6\u6784\uff08Plugin \u63d2\u4ef6\u67b6\u6784\uff09\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/58d05a3775132ff5c2872062e55aae1e313f79.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/58d05a3775132ff5c2872062e55aae1e313f79-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/58d05a3775132ff5c2872062e55aae1e313f79-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/58d05a3775132ff5c2872062e55aae1e313f79-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/58d05a3775132ff5c2872062e55aae1e313f79-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Deep Agents \u6574\u5957 Backend+Sandbox \u4f53\u7cfb\u5b8c\u5168\u57fa\u4e8e\u63d2\u4ef6\u5316\u67b6\u6784\u6784\u5efa\uff0c<code>BaseSandbox<\/code>\u62bd\u8c61\u57fa\u7c7b\u662f\u7edf\u4e00\u63d2\u4ef6\u89c4\u8303\uff0c\u6240\u6709\u6c99\u76d2\u5b9e\u73b0\u90fd\u662f\u72ec\u7acb\u53ef\u63d2\u62d4\u63d2\u4ef6\u3002<\/p>\n<p>\u6846\u67b6\u6838\u5fc3\u63a8\u7406\u3001Agent \u8c03\u5ea6\u903b\u8f91\u53ea\u4f9d\u8d56 BaseSandbox \u62bd\u8c61\u63a5\u53e3\uff0c\u4ec5\u7ea6\u5b9a\u5fc5\u987b\u5b9e\u73b0 execute\u3001upload_files\u3001download_files \u4e09\u4e2a\u62bd\u8c61\u65b9\u6cd5\uff0c\u5b8c\u5168\u4e0d\u5173\u5fc3\u5e95\u5c42\u662f Docker\u3001K8s\u3001\u4e91\u7aef\u5546\u7528\u6c99\u76d2\u54ea\u4e00\u79cd\u5b9e\u73b0\uff0c\u6240\u6709\u5dee\u5f02\u5316\u73af\u5883\u903b\u8f91\u5168\u90e8\u5c01\u88c5\u5728\u72ec\u7acb\u63d2\u4ef6\u5185\u90e8\u3002<\/p>\n<p>\u4e0a\u9762\u5b9e\u73b0\u7684 LocalDockerBackend\u3001K8sSandboxBackend \u5c31\u662f\u4e24\u5957\u72ec\u7acb\u63d2\u4ef6\uff0c\u9075\u5faa\u540c\u4e00\u5957\u62bd\u8c61\u89c4\u8303\uff0c\u4e0a\u5c42\u521b\u5efa Agent \u65f6\u53ef\u4ee5\u4efb\u610f\u5207\u6362\u63d2\u4ef6\u5b9e\u4f8b\uff0c\u4e1a\u52a1\u4ee3\u7801\u65e0\u9700\u6539\u52a8\uff1b<\/p>\n<p>\u540c\u65f6\u7b2c\u4e09\u65b9\u6c99\u76d2\u5382\u5546\u53ef\u4ee5\u72ec\u7acb\u5f00\u53d1\u81ea\u6709\u63d2\u4ef6\uff08Daytona\u3001Runloop \u63d2\u4ef6\uff09\uff0c\u4ec5\u9700\u8981\u5b9e\u73b0\u57fa\u7c7b\u4e09\u4e2a\u65b9\u6cd5\uff0c\u65e0\u9700\u4fee\u6539 Deep Agents \u6846\u67b6\u6838\u5fc3\u6e90\u7801\uff0c\u5373\u63d2\u5373\u7528\u3002<\/p>\n<p>Backend \u5c42\u540c\u6837\u9075\u5faa\u63d2\u4ef6\u5316\uff0cFilesystemBackend\u3001LocalShellBackend\u3001SandboxBackend \u4e09\u7c7b\u540e\u7aef\u4f5c\u4e3a\u80fd\u529b\u63d2\u4ef6\uff0c\u6839\u636e\u4e1a\u52a1\u573a\u666f\u52a8\u6001\u6ce8\u5165 Agent\uff0c\u672c\u5730\u8c03\u8bd5\u5207\u6362 LocalShell \u63d2\u4ef6\uff0c\u7ebf\u4e0a\u751f\u4ea7\u5207\u6362 Sandbox \u5b89\u5168\u63d2\u4ef6\uff0c\u8f7b\u91cf\u5316\u6587\u4ef6\u4efb\u52a1\u4f7f\u7528\u7eaf\u6587\u4ef6\u63d2\u4ef6\uff0c\u7075\u6d3b\u63d2\u62d4\u9002\u914d\u4e0d\u540c\u98ce\u9669\u7b49\u7ea7\u573a\u666f\u3002<\/p>\n<p>\u63d2\u4ef6\u67b6\u6784\u5b8c\u7f8e\u89e3\u51b3\u751f\u4ea7\u73af\u5883\u591a\u90e8\u7f72\u5f62\u6001\u5dee\u5f02\u5316\u9700\u6c42\uff1a<\/p>\n<ul data-id=\"u738a58b-3v5vUFmh\">\n<li data-id=\"ld70c578-MVRfomAq\">\u672c\u5730\u5f00\u53d1\u4f7f\u7528 Docker \u63d2\u4ef6\uff0c\u4f01\u4e1a\u96c6\u7fa4\u751f\u4ea7\u66ff\u6362 K8s \u63d2\u4ef6\uff0cSaaS \u591a\u79df\u6237\u5e73\u53f0\u63a5\u5165\u4e91\u7aef\u5546\u7528\u6c99\u76d2\u63d2\u4ef6\uff0c\u4e00\u5957\u4e0a\u5c42\u4e1a\u52a1\u903b\u8f91\u517c\u5bb9\u5168\u90e8\u73af\u5883\u3002<\/li>\n<li data-id=\"ld70c578-3butTIn8\">\u540c\u65f6\u63d2\u4ef6\u9694\u79bb\u5e26\u6765\u6545\u969c\u9694\u79bb\u4f18\u52bf\uff0cDocker \u63d2\u4ef6\u5185\u90e8\u5bb9\u5668\u9500\u6bc1\u3001K8s \u63d2\u4ef6 Pod \u5f02\u5e38\u4e0d\u4f1a\u6c61\u67d3\u6846\u67b6\u6838\u5fc3 Agent \u8fd0\u884c\u903b\u8f91\uff0c\u63d2\u4ef6\u5185\u90e8\u8d44\u6e90\u9500\u6bc1\u3001\u751f\u547d\u5468\u671f\u7ba1\u7406\u5b8c\u5168\u81ea\u95ed\u73af\u3002<\/li>\n<\/ul>\n<p>\u751f\u547d\u5468\u671f\u6cbb\u7406\u903b\u8f91\u4e5f\u5185\u5d4c\u5728\u63d2\u4ef6\u5185\u90e8\uff0cThread-scoped\u3001Assistant-scoped \u4e24\u79cd\u9694\u79bb\u6a21\u5f0f\u4f5c\u4e3a\u63d2\u4ef6\u914d\u7f6e\u53c2\u6570\uff0c\u5207\u6362\u63d2\u4ef6\u540c\u65f6\u914d\u5957\u5bf9\u5e94\u8d44\u6e90\u56de\u6536\u7b56\u7565\u3002<\/p>\n<p>\u63d2\u4ef6\u5316\u67b6\u6784\u662f\u8be5\u6846\u67b6\u80fd\u9002\u914d\u4e2a\u4eba\u5f00\u53d1\u3001\u4f01\u4e1a\u79c1\u6709\u5316\u3001\u4e91\u7aef SaaS \u591a\u7c7b\u843d\u5730\u573a\u666f\u7684\u6838\u5fc3\u5e95\u5c42\u652f\u6491\u3002<\/p>\n<h2>12.5 sandbox Infra \u7684 \u00a0\u5206\u5c42\u67b6\u6784\u6a21\u5f0f\uff08Layered Architecture\uff09\u601d\u7ef4<\/h2>\n<p>\u5206\u5c42\u67b6\u6784\u662f\u8f6f\u4ef6\u884c\u4e1a\u6700\u901a\u7528\u7684\u89e3\u8026\u8bbe\u8ba1\u6a21\u5f0f\uff0c\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u7cfb\u7edf\u6309\u804c\u8d23\u5782\u76f4\u5207\u5272\u4e3a\u591a\u5c42\uff0c\u6bcf\u5c42\u4ec5\u4f9d\u8d56\u4e0b\u5c42\u3001\u4ec5\u5411\u4e0a\u5c42\u66b4\u9732\u6807\u51c6\u5316\u63a5\u53e3\uff0c\u5c42\u4e0e\u5c42\u4e4b\u95f4\u4e25\u683c\u9694\u79bb\u3001\u5355\u5411\u4f9d\u8d56\uff1b<\/p>\n<p>\u4e0a\u5c42\u65e0\u9700\u611f\u77e5\u4e0b\u5c42\u5177\u4f53\u5b9e\u73b0\uff0c\u4e0b\u5c42\u53ef\u65e0\u611f\u77e5\u66ff\u6362\u3001\u91cd\u6784\u3001\u6269\u5c55\uff0c\u6838\u5fc3\u6536\u76ca\u662f<strong>\u804c\u8d23\u5206\u79bb\u3001\u6613\u7ef4\u62a4\u3001\u53ef\u66ff\u6362\u3001\u964d\u4f4e\u53d8\u66f4\u98ce\u9669<\/strong>\u3002\u6807\u51c6\u5206\u5c42\u7ed3\u6784\u4e00\u822c\u5206\u4e3a\u5e94\u7528\u63a5\u5165\u5c42\u3001\u80fd\u529b\u62bd\u8c61\u5c42\u3001\u6267\u884c\u57fa\u7840\u8bbe\u65bd\u5c42\u3001\u5e95\u5c42\u8d44\u6e90\u5c42\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"e3decc\" data-has-transparency=\"false\" style=\"--dominant-color: #e3decc;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29496\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/547c01174667d4e04be356e8870cddcfd118e1.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"12.5 sandbox Infra \u7684  \u5206\u5c42\u67b6\u6784\u6a21\u5f0f\uff08Layered Architecture\uff09\u601d\u7ef4\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/547c01174667d4e04be356e8870cddcfd118e1.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/547c01174667d4e04be356e8870cddcfd118e1-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/547c01174667d4e04be356e8870cddcfd118e1-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/547c01174667d4e04be356e8870cddcfd118e1-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/547c01174667d4e04be356e8870cddcfd118e1-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Deep Agents \u6c99\u76d2\u4f53\u7cfbsandbox Infra \u00a0 \u5b8c\u5168\u57fa\u4e8e\u5206\u5c42\u67b6\u6784\u642d\u5efa\uff0c\u81ea\u4e0a\u800c\u4e0b\u6e05\u6670\u5212\u5206\u56db\u5c42\uff0c\u6bcf\u5c42\u8fb9\u754c\u5b8c\u5168\u9694\u79bb\uff0c\u5b8c\u7f8e\u4f53\u73b0\u5206\u5c42\u8bbe\u8ba1\u4f18\u52bf\u3002<\/p>\n<ul data-id=\"u738a58b-3bNbGbV9\">\n<li data-id=\"ld70c578-LIvgQG7r\">\u6700\u4e0a\u5c42\u662f Agent \u5e94\u7528\u5c42\uff0c\u9762\u5411\u4e1a\u52a1\u5f00\u53d1\u8005\uff0c\u4ec5\u5bf9\u5916\u66b4\u9732<code>create_deep_agent<\/code>\u3001<code>agent.invoke<\/code>\u6781\u7b80\u8c03\u7528\u63a5\u53e3\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u5173\u5fc3\u6c99\u76d2\u3001\u547d\u4ee4\u6267\u884c\u3001\u6587\u4ef6\u4f20\u8f93\u5e95\u5c42\u7ec6\u8282\uff1b<\/li>\n<li data-id=\"ld70c578-reMVjgJp\">\u7b2c\u4e8c\u5c42\u4e3a Backend \u80fd\u529b\u62bd\u8c61\u5c42\uff0c\u662f\u5206\u5c42\u6838\u5fc3\u4e2d\u95f4\u5c42\uff0c\u7edf\u4e00\u5c01\u88c5\u4e09\u7c7b\u540e\u7aef\uff1a\u7eaf\u6587\u4ef6 FilesystemBackend\u3001\u672c\u5730\u9ad8\u5371 LocalShellBackend\u3001\u5b89\u5168\u9694\u79bb SandboxBackend\uff0c\u8be5\u5c42\u7edf\u4e00\u5b9a\u4e49\u6587\u4ef6\u8bfb\u5199\u3001\u547d\u4ee4\u6267\u884c\u3001\u6587\u4ef6\u4e0a\u4f20\u4e0b\u8f7d\u7684\u6807\u51c6\u63a5\u53e3\uff0c\u5411\u4e0a\u7ed9 Agent \u63d0\u4f9b\u7edf\u4e00\u80fd\u529b\u8c03\u7528\u534f\u8bae\uff0c\u5411\u4e0b\u5bf9\u63a5\u4e0d\u540c\u8fd0\u884c\u73af\u5883\uff1b<\/li>\n<li data-id=\"ld70c578-unVk4EGG\">\u7b2c\u4e09\u5c42\u4e3a Sandbox \u9694\u79bb\u6267\u884c\u5c42\uff0c\u4f5c\u4e3a Backend \u4e0b\u5c42\u57fa\u7840\u8bbe\u65bd\uff0c\u4ec5\u5b9e\u73b0<code>execute()<\/code>\u3001<code>upload_files()<\/code>\u3001<code>download_files<\/code>\u4e09\u4e2a\u5e95\u5c42\u6807\u51c6\u65b9\u6cd5\uff0c\u4e0d\u611f\u77e5\u4e0a\u5c42\u667a\u80fd\u4f53\u903b\u8f91\uff0c\u4ec5\u8d1f\u8d23\u9694\u79bb\u73af\u5883\u7684\u547d\u4ee4\u8fd0\u884c\u4e0e\u6587\u4ef6\u6d41\u8f6c\uff1b<\/li>\n<\/ul>\n<p>\u6700\u5e95\u5c42\u662f\u5bbf\u4e3b\u673a \/ \u5bb9\u5668\u8d44\u6e90\u5c42\uff0c\u5305\u542b Docker \u5bb9\u5668\u3001K8s Pod\u3001\u4e91\u7aef\u5546\u7528\u6c99\u76d2\u8d44\u6e90\uff0c\u63d0\u4f9b\u786c\u4ef6\u4e0e\u5bb9\u5668\u57fa\u7840\u80fd\u529b\u3002<\/p>\n<p>\u5206\u5c42\u5e26\u6765\u7684\u5de5\u7a0b\u4ef7\u503c\u5728\u6587\u4e2d\u591a\u5904\u4f53\u73b0\uff1a<\/p>\n<ul data-id=\"u738a58b-oyFKCt7t\">\n<li data-id=\"ld70c578-oUeV4Pw1\">\u4e0a\u5c42 Agent \u4ee3\u7801\u5b8c\u5168\u4e0d\u4f9d\u8d56\u5e95\u5c42\u6c99\u76d2\u5b9e\u73b0\uff0c\u672c\u5730 Docker \u6c99\u76d2\u3001\u4f01\u4e1a K8s \u6c99\u76d2\u3001Daytona \u5546\u7528\u6c99\u76d2\u53ef\u4ee5\u65e0\u7f1d\u66ff\u6362\uff0c\u4ec5\u66ff\u6362\u5e95\u5c42 Sandbox \u5b9e\u73b0\uff0c\u4e0a\u5c42\u4e1a\u52a1\u4ee3\u7801\u96f6\u6539\u52a8\uff1b<\/li>\n<li data-id=\"ld70c578-i9u6wI6T\">Backend \u5c42\u5355\u72ec\u505a\u6743\u9650\u7ba1\u63a7\uff0c\u9ed8\u8ba4\u7981\u7528\u9ad8\u5371\u6267\u884c\u80fd\u529b\uff0c\u4ec5\u663e\u5f0f\u63a5\u5165\u6c99\u76d2\u540e\u7aef\u624d\u5f00\u653e execute \u6267\u884c\u5165\u53e3\uff0c\u5206\u5c42\u9694\u79bb\u5929\u7136\u5b9e\u73b0\u6700\u5c0f\u6743\u9650\u7ba1\u63a7\uff1b\u6587\u4ef6\u53cc\u901a\u9053\u4e5f\u4f9d\u6258\u5206\u5c42\u5b9e\u73b0\u9694\u79bb\uff0c\u667a\u80fd\u4f53\u5de5\u5177\u901a\u9053\u8fd0\u884c\u5728 Backend \u4e0a\u5c42\uff0c\u8de8\u73af\u5883\u6587\u4ef6\u4f20\u8f93 API \u4e0b\u6c89\u81f3\u6c99\u76d2\u5e95\u5c42\uff0c\u4e24\u5c42\u4e92\u4e0d\u5e72\u6270\u3002<\/li>\n<li data-id=\"ld70c578-jby5mi2s\">\u5206\u5c42\u67b6\u6784\u5927\u5e45\u964d\u4f4e\u5b9a\u5236\u5f00\u53d1\u6210\u672c\uff0c\u81ea\u5b9a\u4e49 Docker\u3001K8s \u6c99\u76d2\u4ec5\u9700\u5b9e\u73b0\u5e95\u5c42\u4e09\u5c42\u6807\u51c6\u63a5\u53e3\uff0c\u65e0\u9700\u4fee\u6539\u4e0a\u5c42 Agent \u63a8\u7406\u903b\u8f91\uff0c\u5b8c\u5168\u89e3\u8026\u4e1a\u52a1\u4e0e\u5e95\u5c42\u6267\u884c\u73af\u5883\uff0c\u662f\u6574\u5957\u6c99\u76d2\u4f53\u7cfb\u6700\u6838\u5fc3\u7684\u5e95\u5c42\u67b6\u6784\u652f\u6491\u3002<\/li>\n<\/ul>\n<h2>\u5341\u4e09\u3001 Sandbox \u00a0infra \u57fa\u7840\u8bbe\u65bd \u6838\u5fc3\u603b\u7ed3<\/h2>\n<p>Deep Agents \u7684 Sandbox \u00a0infra \u57fa\u7840\u8bbe\u65bd \u67b6\u6784\u8bbe\u8ba1\u6781\u7b80\u4e14\u6781\u5177\u5de5\u7a0b\u4ef7\u503c\uff0c\u6240\u6709\u6838\u5fc3\u903b\u8f91\u53ef\u6d53\u7f29\u4e3a5\u4e2a\u6838\u5fc3\u8981\u70b9\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"d6d4c3\" data-has-transparency=\"false\" style=\"--dominant-color: #d6d4c3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29497\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09aca3064f16dd976a44874915fabc2b47a452.jpg\" width=\"1080\" height=\"607\" alt=\"\" title=\"\u5341\u4e8c\u3001 Sandbox  infra \u57fa\u7840\u8bbe\u65bd \u6838\u5fc3\u603b\u7ed3\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09aca3064f16dd976a44874915fabc2b47a452.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09aca3064f16dd976a44874915fabc2b47a452-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09aca3064f16dd976a44874915fabc2b47a452-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09aca3064f16dd976a44874915fabc2b47a452-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/09aca3064f16dd976a44874915fabc2b47a452-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u30101\u3011\u5b9a\u4f4d\u6838\u5fc3\uff1a<\/strong>\u00a0Sandbox \u662f\u5b89\u5168\u9694\u79bb\u7684\u9ad8\u7ea7 Backend\uff0c\u662f\u667a\u80fd\u4f53\u5b9e\u73b0\u5de5\u7a0b\u5316\u6267\u884c\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\uff1b<\/p>\n<p><strong>\u30102\u3011\u67b6\u6784\u6838\u5fc3\uff1a<\/strong>\u00a0\u5355\u4e00 execute() \u65b9\u6cd5\u4e3a\u552f\u4e00\u6267\u884c\u5165\u53e3\uff0c\u6240\u6709\u6587\u4ef6\u5de5\u5177\u5747\u57fa\u4e8e\u8be5\u65b9\u6cd5\u5c01\u88c5\uff0c\u6269\u5c55\u6027\u6781\u5f3a\uff1b<\/p>\n<p><strong>\u30103\u3011\u804c\u8d23\u6838\u5fc3\uff1a<\/strong>\u00a0\u53cc\u6587\u4ef6\u901a\u9053\u4e25\u683c\u533a\u5206\u5185\u5916\u64cd\u4f5c\uff0c\u667a\u80fd\u4f53\u8d1f\u8d23\u6c99\u76d2\u5185\u4f5c\u4e1a\uff0c\u5f00\u53d1\u8005\u8d1f\u8d23\u8de8\u73af\u5883\u8d44\u6e90\u642c\u8fd0\uff1b<\/p>\n<p><strong>\u30104\u3011\u843d\u5730\u6838\u5fc3\uff1a<\/strong>\u00a0\u4f9d\u6258\u4f1a\u8bdd\u7ea7\/\u52a9\u624b\u7ea7\u751f\u547d\u5468\u671f+TTL \u673a\u5236\uff0c\u5b9e\u73b0\u751f\u4ea7\u73af\u5883\u8d44\u6e90\u53ef\u63a7\uff1b<\/p>\n<p><strong>\u30105\u3011\u5b89\u5168\u6838\u5fc3\uff1a<\/strong>\u00a0\u6c99\u76d2\u9694\u79bb\u5bbf\u4e3b\u98ce\u9669\uff0c\u4f46\u975e\u4e07\u80fd\u65b9\u6848\uff0c\u9700\u914d\u5957\u591a\u5c42\u5b89\u5168\u7b56\u7565\u5b8c\u5584\u98ce\u63a7\u4f53\u7cfb\u3002<\/p>\n<p>\u5bf9\u4e8e AI \u5de5\u7a0b\u5316\u5f00\u53d1\u8005\u800c\u8a00\uff0c<strong>\u5403\u900f Sandbox infra \u57fa\u7840\u8bbe\u65bd \u7684\u5e95\u5c42\u903b\u8f91\uff0c\u662f\u5f00\u53d1\u51fa\u7a33\u5b9a\u3001\u5b89\u5168\u3001\u53ef\u843d\u5730\u3001\u53ef\u5546\u7528\u7684\u4f01\u4e1a\u7ea7 AI \u667a\u80fd\u4f53\u7684\u5fc5\u5907\u57fa\u7840\u3002<\/strong><\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_29485\" class=\"pvc_stats total_only  \" data-element-id=\"29485\" 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 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>AI \u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u6c99\u76d2\u5185\u90e8\u81ea\u7531\u5b8c\u6210\u6587\u4ef6\u8bfb\u5199\u3001\u76ee\u5f55\u904d\u5386\u3001Shell \u547d\u4ee4\u8fd0\u884c\u3001Python \u811a\u672c\u6267\u884c\u3001\u9879\u76ee\u4f9d\u8d56\u5b89 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_29485\" class=\"pvc_stats total_only  \" data-element-id=\"29485\" 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 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":29486,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80],"tags":[2219],"class_list":["post-29485","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","tag-harness---deep-agents--sandboxinfa-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29485","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=29485"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29485\/revisions"}],"predecessor-version":[{"id":29498,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29485\/revisions\/29498"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/29486"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=29485"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=29485"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=29485"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}