{"id":4098,"date":"2026-05-21T10:41:53","date_gmt":"2026-05-21T10:41:53","guid":{"rendered":"https:\/\/umaax.com\/feishuqiyeweixindingdingclishendushiceduibiyiwenkandong01gi\/"},"modified":"2026-05-21T10:41:53","modified_gmt":"2026-05-21T10:41:53","slug":"feishuqiyeweixindingdingclishendushiceduibiyiwenkandong01gi","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/feishuqiyeweixindingdingclishendushiceduibiyiwenkandong01gi\/","title":{"rendered":"\u98de\u4e66\u3001\u4f01\u4e1a\u5fae\u4fe1\u3001\u9489\u9489 CLI \u6df1\u5ea6\u5b9e\u6d4b\u5bf9\u6bd4\uff0c\u4e00\u6587\u770b\u61c201. GitHub \u7684\u70ed\u5ea6\u5dee\u5f0202. \u80fd\u529b\u5bf9\u6bd4\u5b9e\u6d4b03. \u4e00\u4e9b\u5206\u4eab"},"content":{"rendered":"<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-77806\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-2026-05-21T143530.562.png\"  alt=\"\" width=\"1131\" height=\"555\" \/> <\/p>\n<p>\u53cb\u53cb\u4eec\uff0c\u6700\u8fd1\u6709\u6ca1\u6709\u53d1\u73b0\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u73b0\u8c61\uff1fCLI \u6b63\u5728\u201c\u590d\u5174\u201d\u3002<\/p>\n<p>\u5728 Agent \u65f6\u4ee3\u91cc\uff0cCLI \u4e0d\u518d\u53ea\u662f\u7a0b\u5e8f\u5458\u4e13\u5c5e\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u4e5f\u6210\u4e3a\u4e86 AI \u8c03\u7528\u4f01\u4e1a\u80fd\u529b\u7684\u6807\u51c6\u63a5\u53e3\u5c42\u3002<\/p>\n<p>\u6211\u4eec\u666e\u901a\u4eba\u5e73\u65f6\u6700\u5e38\u63a5\u89e6\u7684\u662f GUI\uff0c\u56fe\u5f62\u7528\u6237\u754c\u9762\uff0c\u4e5f\u5c31\u662f\u7528\u9f20\u6807\u53bb\u70b9\u5404\u79cd\u597d\u770b\u7684\u6309\u94ae\u3001\u83dc\u5355\uff0c\u5bf9\u4eba\u7c7b\u7684\u773c\u775b\u548c\u624b\u975e\u5e38\u53cb\u597d\u3002<\/p>\n<p>\u4f46\u5728 AI \u773c\u91cc\uff0c\u8fd9\u4e9b\u82b1\u91cc\u80e1\u54e8\u7684\u754c\u9762\u6beb\u65e0\u610f\u4e49\u3002\u800c CLI\uff0c\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5c31\u662f\u90a3\u79cd\u9ed1\u6846\u767d\u5b57\u7684\u7eaf\u6587\u672c\u6307\u4ee4\uff0c\u76f4\u8fbe\u5e95\u5c42\u903b\u8f91\uff0c\u4f1a\u66f4\u51c6\u786e\u3002<\/p>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-77750\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-85.png\"  alt=\"\" width=\"678\" height=\"509\" \/> <\/p>\n<p>3 \u6708\u5e95\u524d\u540e\uff0c\u56fd\u5185\u4e09\u5bb6\u5927\u5382\u98de\u4e66\u3001\u4f01\u4e1a\u5fae\u4fe1\u3001\u9489\u9489\u51e0\u4e4e\u5728\u540c\u4e00\u4e2a\u65f6\u95f4\u7a97\u53e3\uff0c\u628a\u81ea\u5bb6\u7684\u529e\u516c\u80fd\u529b\u505a\u6210 CLI\uff0c\u63a8\u4e0a\u4e86 GitHub\uff0c\u7ed9 Agent \u94fa\u4e00\u6761\u53ef\u4ee5\u76f4\u63a5\u8fdb\u5165\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7684\u8def\u3002<\/p>\n<p>\u4ece\u6b64\uff0cAI Agent \u4e0d\u518d\u53ea\u4f1a\u804a\u5929\uff0c\u5b83\u80fd\u76f4\u63a5\u5728\u5de5\u4f5c\u7fa4\u53d1\u4fe1\u606f\uff0c\u63d0\u9192\u76f8\u5173\u540c\u4e8b\u5904\u7406\u4efb\u52a1\uff0c\u8bfb\u53d6\u4f1a\u8bae\u7eaa\u8981\u2026\u8986\u76d6\u6587\u6863\u3001\u667a\u80fd\u8868\u683c\u3001\u6d88\u606f\u3001\u901a\u8baf\u5f55\u3001\u5f85\u529e\u3001\u4f1a\u8bae\u3001\u90ae\u7bb1\u3001\u65e5\u7a0b\u7b49\u7b49\u3002<\/p>\n<p>\u4e00\u4e2a\u591a\u6708\u8fc7\u53bb\u4e86\uff0c\u4e09\u5bb6\u8868\u73b0\u5230\u5e95\u600e\u4e48\u6837\uff1f<\/p>\n<p>\u8bdd\u4e0d\u591a\u8bf4\uff0c\u4eca\u5929\u54b1\u4eec\u5c31\u6765\u5b9e\u6d4b\u5bf9\u6bd4\u4e00\u4e0b\u3002<\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">01. GitHub \u7684\u70ed\u5ea6\u5dee\u5f02<\/span><\/h1>\n<p>\u00a0<\/p>\n<p>\u4e00\u4e2a\u6708\u8fc7\u53bb\uff0c\u51e0\u5bb6\u7684\u5f00\u6e90\u9879\u76ee\u8fdb\u5c55\u548c\u53cd\u54cd\u5982\u4f55\uff1f\u5148\u770b\u6700\u76f4\u89c2\u7684\u6570\u636e\uff0c\u622a\u81f3 2026 \u5e74 5 \u6708 18 \u65e5\uff0c\u4e09\u5bb6 GitHub \u9879\u76ee\u5927\u6982\u662f\u8fd9\u4e2a\u60c5\u51b5\uff1a<\/p>\n<p>\u98de\u4e66 CLI Star \u7ea6 11870\uff0cFork \u7ea6 796\uff0cOpen Issues \u7ea6 140\u3002\u4f01\u4e1a\u5fae\u4fe1 CLI Star \u7ea6 2063\uff0cFork \u7ea6 148\uff0cOpen Issues \u7ea6 46\u3002\u9489\u9489 Workspace CLI Star \u7ea6 1897\uff0cFork \u7ea6 115\uff0cOpen Issues \u7ea6 44\u3002\u8fd9\u4e2a\u5dee\u8ddd\u8fd8\u662f\u633a\u660e\u663e\u7684\u3002<\/p>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-77759\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-86.png\"  alt=\"\" width=\"678\" height=\"463\" \/> <\/p>\n<p><strong>\u5982\u679c\u53ea\u770b GitHub \u5173\u6ce8\u5ea6\uff0c\u98de\u4e66\u57fa\u672c\u5df2\u7ecf\u8dd1\u5230\u4e86\u7b2c\u4e00\u68af\u961f\u3002\u4f01\u4e1a\u5fae\u4fe1\u548c\u9489\u9489\u6bd4\u8f83\u63a5\u8fd1\uff0c\u4f46\u4f01\u4e1a\u5fae\u4fe1\u7684 Star \u548c Fork \u90fd\u7565\u9ad8\u4e00\u4e9b<\/strong>\u3002<\/p>\n<p>\u5f53\u7136\uff0cGitHub \u6570\u636e\u4e0d\u5b8c\u5168\u7b49\u4e8e\u4ea7\u54c1\u80fd\u529b\u3002<\/p>\n<p>Star \u591a\uff0c\u53ef\u80fd\u662f\u4ea7\u54c1\u8868\u8fbe\u66f4\u6e05\u695a\uff0c\u4e5f\u53ef\u80fd\u662f\u5f00\u53d1\u8005\u793e\u533a\u4f20\u64ad\u66f4\u5f3a\uff0c\u8fd8\u53ef\u80fd\u662f Agent \u76f8\u5173\u5b9a\u4f4d\u6253\u5f97\u66f4\u51c6\u3002<\/p>\n<p>\u4f46\u5bf9 CLI \u8fd9\u79cd\u5f00\u6e90\u5de5\u5177\u6765\u8bf4\uff0cGitHub \u7684\u53cd\u9988\u5f88\u91cd\u8981\uff0c\u4ee3\u8868\u9879\u76ee\u53d1\u51fa\u53bb\u4ee5\u540e\uff0c\u6709\u6ca1\u6709\u88ab\u5f00\u53d1\u8005\u548c Agent \u73a9\u5bb6\u771f\u6b63\u770b\u89c1\u3002<\/p>\n<p>\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0c\u98de\u4e66\u73b0\u5728\u7684\u52bf\u80fd\u786e\u5b9e\u6700\u5f3a\u3002<\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">02. \u80fd\u529b\u5bf9\u6bd4\u5b9e\u6d4b<\/span><\/h1>\n<p>\u00a0<\/p>\n<p>\u5bf9\u6bd4\u770b\u770b\u98de\u4e66\u3001\u4f01\u4e1a\u5fae\u4fe1\u3001\u9489\u9489 CLI \u5b98\u65b9\u7684\u80fd\u529b\u8bf4\u660e\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77784\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-87.png\"  alt=\"\" width=\"678\" height=\"463\" \/> <\/p>\n<p>\u98de\u4e66 CLI \u8986\u76d6\u6d88\u606f\u3001\u6587\u6863\u3001\u591a\u7ef4\u8868\u683c\u3001\u7535\u5b50\u8868\u683c\u3001\u5e7b\u706f\u7247\u3001\u65e5\u5386\u3001\u90ae\u7bb1\u3001\u4efb\u52a1\u3001\u4f1a\u8bae\u3001Markdown \u7b49\u6838\u5fc3\u4e1a\u52a1\u57df\u3002<\/p>\n<p>README \u91cc\u6700\u9192\u76ee\u7684\u51e0\u4e2a\u70b9\u662f\uff1a200+ \u547d\u4ee4\u30012500+ Raw API\u300124 \u4e2a AI Agent Skills\u3001\u4e09\u5c42\u547d\u4ee4\u67b6\u6784\uff1aShortcuts\u3001API Commands\u3001Raw API\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u5c31\u5f88 Agent Native\u3002<\/p>\n<p>\u98de\u4e66 CLI \u628a\u4e0d\u540c\u590d\u6742\u5ea6\u7684\u4f7f\u7528\u573a\u666f\u62c6\u5f00\uff0c\u8fd8\u5185\u7f6e\u4e86 Agent Skills\uff0c\u8ba9 Agent \u6e05\u695a\u5728\u54ea\u4e9b\u573a\u666f\u8be5\u7528\u4ec0\u4e48\u547d\u4ee4\u3001\u600e\u4e48\u9274\u6743\u3001\u600e\u4e48\u5904\u7406\u9519\u8bef\u3001\u600e\u4e48\u907f\u514d\u4e71\u64cd\u4f5c\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77785\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-88.png\"  alt=\"\" width=\"678\" height=\"591\" \/> <\/p>\n<p>\u9489\u9489\u8fd9\u6b21\u5f00\u6e90\u7684\u662f DingTalk Workspace CLI\uff0c\u4e5f\u53eb dws\uff0c\u9996\u6279\u5f00\u653e\u7684\u80fd\u529b\u5305\u62ec\uff1aAI \u8868\u683c\u3001\u65e5\u5386\u3001\u65e5\u5fd7\u3001\u5f85\u529e\u3001\u673a\u5668\u4eba\u3001\u901a\u8baf\u5f55\u3001DING \u6d88\u606f\u3001\u8003\u52e4\u3001\u5f00\u653e\u5e73\u53f0\u6587\u6863\u3001\u5de5\u4f5c\u53f0\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77786\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-89.png\"  alt=\"\" width=\"678\" height=\"488\" \/> <\/p>\n<p>\u8986\u76d6\u9762\u5176\u5b9e\u4e5f\u4e0d\u7a84\u3002<\/p>\n<p>\u4f46\u4ece\u6211\u540e\u7eed\u8dd1\u7684\u5b9e\u9645\u4f53\u9a8c\u4e0a\u770b\uff0c\u9489\u9489\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u628a\u8fd9\u4e9b\u80fd\u529b\u6536\u675f\u6210\u66f4\u987a\u624b\u7684 Agent \u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u518d\u770b\u4f01\u4e1a\u5fae\u4fe1\uff0c\u5f00\u653e\u7684\u80fd\u529b\u5305\u62ec\uff1a\u6d88\u606f\u3001\u4e8b\u4ef6\u3001\u6587\u6863\u3001\u667a\u80fd\u8868\u683c\u3001\u4f1a\u8bae\u3001\u5f85\u529e\u3001\u901a\u8baf\u5f55\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77787\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-90.png\"  alt=\"\" width=\"678\" height=\"421\" \/> <\/p>\n<p>\u8fd9\u4e9b\u80fd\u529b\u5176\u5b9e\u975e\u5e38\u8d34\u8fd1\u4f01\u4e1a\u5fae\u4fe1\u7684\u4f18\u52bf\u573a\u666f\uff0c\u5c24\u5176\u662f\u6d88\u606f\u3001\u901a\u8baf\u5f55\u3001\u4f1a\u8bae\uff0c\u63a5\u5165 Agent \u540e\u5f88\u591a\u4e8b\u60c5\u90fd\u80fd\u81ea\u52a8\u5316\u5b8c\u6210\u4e86\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u4ece Agent \u53cb\u597d\u5ea6\u548c\u6574\u4f53\u5f00\u653e\u5c42\u6b21\u6765\u770b\uff0c\u4f01\u4e1a\u5fae\u4fe1\u73b0\u5728\u7ed9\u6211\u7684\u611f\u89c9\u662f\uff1a\u80fd\u7528\uff0c\u4f46\u7cfb\u7edf\u5316\u7a0b\u5ea6\u8fd8\u6ca1\u6709\u98de\u4e66\u90a3\u4e48\u5f3a\u3002<\/p>\n<p>\u6211\u8fd9\u6b21\u4e3b\u8981\u6d4b\u4e86\u51e0\u4e2a\u529e\u516c\u91cc\u6700\u5e38\u89c1\u7684\u573a\u666f\uff1a\u751f\u6210\u4e91\u6587\u6863\u3001\u521b\u5efa\u4f1a\u8bae\u65e5\u7a0b\u3001\u53d1\u9001\u6d88\u606f\u3001\u8bfb\u53d6\u8d44\u6599\u3001\u6574\u7406\u591a\u7ef4\u8868\u683c\u3002<\/p>\n<p><strong>\u57fa\u672c\u8986\u76d6\u4e86\u6d88\u606f\u3001\u4e91\u6587\u6863\u3001\u8868\u683c\u3001\u65e5\u5386\u3001\u4f1a\u8bae\u4e94\u5927\u6838\u5fc3\u6a21\u5757<\/strong>\u3002<\/p>\n<h3><strong>Case 1 \u00a0\u751f\u6210\u4e91\u6587\u6863<\/strong><\/h3>\n<blockquote>\n<p>\u8bf7\u4f7f\u7528 XX CLI\uff0c\u5e2e\u6211\u521b\u5efa\u4e00\u7bc7XX\u6587\u6863\uff0c\u6807\u9898\u4e3a\u300aXX CLI \u6d4b\u8bd5\u8bb0\u5f55\u300b\uff0c\u5185\u5bb9\u5199\u5165\uff1a\u8fd9\u662f\u4e00\u6b21 AI Agent \u8c03\u7528XX CLI \u5b8c\u6210\u529e\u516c\u64cd\u4f5c\u7684\u6d4b\u8bd5\u3002\u5b8c\u6210\u540e\u628a\u6587\u6863\u94fe\u63a5\u8fd4\u56de\u7ed9\u6211\u3002<\/p>\n<\/blockquote>\n<p>\u98de\u4e66\u662f\u6700\u987a\u7684\uff0c\u4f1a\u5355\u72ec\u8bf7\u6c42\u4efb\u52a1\u6240\u9700\u7684\u90e8\u5206\u6388\u6743\u9879\u76ee\uff0c\u4ece\u6388\u6743\u5230\u751f\u6210\u57fa\u672c\u4e00\u6c14\u5475\u6210\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77789\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-91.png\"  alt=\"\" width=\"678\" height=\"227\" \/> <\/p>\n<p>\u9489\u9489\u4e5f\u521b\u5efa\u6210\u529f\u4e86\uff0c\u53ea\u662f\u8fc7\u7a0b\u76f8\u5bf9\u6ca1\u6709\u90a3\u4e48\u987a\uff0cCLI \u80fd\u529b\u662f\u6709\u7684\uff0c\u64cd\u4f5c\u4e1d\u6ed1\u5ea6\u6709\u5f85\u63d0\u5347\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77794\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-92.png\"  alt=\"\" width=\"678\" height=\"260\" \/> <\/p>\n<p>\u4f01\u4e1a\u5fae\u4fe1\u4e5f\u6210\u529f\u521b\u5efa\u4e86\u6587\u6863\uff0c\u5b8c\u6210\u5ea6\u4e0d\u9519\uff0c\u6574\u4f53\u4f53\u9a8c\u4ecb\u4e8e\u98de\u4e66\u548c\u9489\u9489\u4e4b\u95f4\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77795\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-93.png\"  alt=\"\" width=\"678\" height=\"293\" \/> <\/p>\n<h3><strong>Case 2 \u4f1a\u8bae\u3001\u65e5\u7a0b\u3001\u6d88\u606f<\/strong><\/h3>\n<p>\u8fd9\u4e2a\u4efb\u52a1\u6bd4\u521b\u5efa\u6587\u6863\u590d\u6742\u5f88\u591a\uff0c\u4e5f\u66f4\u63a5\u8fd1 Agent \u771f\u5b9e\u529e\u516c\u573a\u666f\uff0c\u9700\u8981\u4e32\u8d77\u901a\u8baf\u5f55\u3001\u65e5\u5386\u3001\u4f1a\u8bae\u3001\u6d88\u606f\u8fd9\u51e0\u4e2a\u6a21\u5757\u3002<\/p>\n<blockquote>\n<p>\u5e2e\u6211\u4e3a\u4e0b\u5468\u4e09\u4e0b\u5348\u5b89\u6392\u4e00\u573a AI \u4ea4\u6d41\u4f1a\uff0c\u53c2\u4f1a\u4eba\u5305\u62ecKK\u3001Koi\u3002\u8bf7\u5148\u67e5\u627e\u5408\u9002\u7684\u53c2\u4f1a\u4eba\uff0c\u518d\u68c0\u67e5\u4ed6\u4eec\u7684\u7a7a\u95f2\u65f6\u95f4\uff0c\u521b\u5efa\u4f1a\u8bae\u65e5\u7a0b\uff0c\u9080\u8bf7\u53c2\u4f1a\u4eba\uff0c\u5e76\u5728\u7fa4\u91cc\u53d1\u9001\u4f1a\u8bae\u901a\u77e5\u3002<\/p>\n<\/blockquote>\n<p>\u98de\u4e66\u6574\u4f53\u94fe\u8def\u6700\u5b8c\u6574\uff0cAgent \u80fd\u6bd4\u8f83\u81ea\u7136\u5730\u7406\u89e3\u4efb\u52a1\u62c6\u89e3\uff0c\u5148\u627e\u4eba\uff0c\u518d\u67e5\u65e5\u7a0b\uff0c\u518d\u521b\u5efa\u4f1a\u8bae\uff0c\u6700\u540e\u53d1\u901a\u77e5\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77796\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-94.png\"  alt=\"\" width=\"510\" height=\"495\" \/> <\/p>\n<p>\u9489\u9489\u7684\u80fd\u529b\u6a21\u5757\u4e0d\u5c11\uff0c\u4f46\u5728\u591a\u6b65\u9aa4\u4efb\u52a1\u91cc\uff0c\u4f53\u9a8c\u4f1a\u66f4\u5bb9\u6613\u88ab\u6388\u6743\u3001\u786e\u8ba4\u548c\u547d\u4ee4\u8c03\u7528\u6253\u65ad\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77808\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-2026-05-21T143911.067.png\"  alt=\"\" width=\"510\" height=\"348\" \/> <\/p>\n<p>\u4f01\u4e1a\u5fae\u4fe1\u5728\u627e\u4eba\u3001\u53d1\u6d88\u606f\u8fd9\u7c7b\u573a\u666f\u91cc\u6709\u5929\u7136\u4f18\u52bf\uff0c\u4f46\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u8fd8\u9700\u8981\u66f4\u660e\u786e\u7684\u63d0\u793a\u8bcd\u548c\u786e\u8ba4\u52a8\u4f5c\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77797\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-95.png\"  alt=\"\" width=\"510\" height=\"518\" \/> <\/p>\n<h3><strong>Case 3 \u591a\u7ef4\u8868\u683c<\/strong><\/h3>\n<blockquote>\n<p>\u8bf7\u4f7f\u7528\u4f01\u4e1a\u5fae\u4fe1 CLI\uff0c\u8bfb\u53d6\u6211\u6574\u7406\u597d\u7684\u5386\u53f2\u516c\u4f17\u53f7\u6587\u7ae0\uff0c\u6587\u4ef6\u5730\u5740\u662f\u201dD:KjieGZHCLI\u6211\u7684\u6587\u7ae0\u201d\uff0c\u63d0\u53d6\u5176\u4e2d\u6d89\u53ca\u7684 AI \u5de5\u5177\u3001\u4ea7\u54c1\u3001\u6a21\u578b\u548c\u5b9e\u6d4b\u6848\u4f8b\uff0c\u521b\u5efa\u4e00\u5f20\u591a\u7ef4\u8868\u683c\u300aK\u59d0 AI \u5de5\u5177\u6d4b\u8bc4\u8d44\u6599\u5e93\u300b\u3002<\/p>\n<p>\u5b57\u6bb5\u5305\u62ec\uff1a\u6587\u7ae0\u6807\u9898\u3001\u5de5\u5177\u540d\u79f0\u3001\u5de5\u5177\u7c7b\u578b\u3001\u6838\u5fc3\u80fd\u529b\u3001\u4f7f\u7528\u573a\u666f\u3001\u5b9e\u6d4b\u6848\u4f8b\u3001\u4eae\u70b9\u3001\u9002\u5408\u4eba\u7fa4\u3001\u5185\u5bb9\u4ef7\u503c\u3001\u53ef\u4e8c\u521b\u65b9\u5411\u3001\u662f\u5426\u503c\u5f97\u7ee7\u7eed\u8ddf\u8fdb\u3002<\/p>\n<p>\u5982\u679c\u4e00\u7bc7\u6587\u7ae0\u6d89\u53ca\u591a\u4e2a\u91cd\u70b9\u5de5\u5177\uff0c\u8bf7\u62c6\u6210\u591a\u6761\u8bb0\u5f55\uff1b\u7f3a\u5931\u4fe1\u606f\u4e0d\u8981\u7f16\u9020\u3002<\/p>\n<p>\u6700\u540e\uff0c\u8bf7\u628a\u591a\u7ef4\u8868\u683c\u94fe\u63a5\u8fd4\u56de\u7ed9\u6211\u3002<\/p>\n<\/blockquote>\n<p>\u98de\u4e66\u975e\u5e38\u5feb\uff0c\u57fa\u672c\u6309\u6211\u7684\u63d0\u793a\u8bcd\u8981\u6c42\u6267\u884c\uff0c\u4e5f\u5c31 10 \u5206\u949f\u5de6\u53f3\u5c31\u628a\u94fe\u63a5\u53d1\u6211\u4e86\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-77798 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-96.png\"  alt=\"\" width=\"678\" height=\"381\" \/> <\/p>\n<p>\u9489\u9489\u6211\u660e\u660e\u6388\u6743\u4e86\uff0c\u4f46\u662f\u6267\u884c\u8fc7\u7a0b\u4e2d\u4e00\u76f4\u53cd\u590d\u627e\u6211\u8981\u6388\u6743\uff0c\u5faa\u73af\u4e86\u597d\u51e0\u6b21\uff0c\u6839\u672c\u8dd1\u4e0d\u51fa\u6765\uff0c\u6211\u53d7\u4e0d\u4e86\u4e86\u3002\u5367\u69fd\uff0c\u9489\u9489\u4f60\u5728\u5e72\u561b\u5462\uff0c\u54ce\u5440\u6211*\uff0c\u80fd\u4e0d\u80fd\u7ed9\u6211\u62ff\u597d\u7684 CLI \u554a\uff01<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77799\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-97.png\"  alt=\"\" width=\"678\" height=\"314\" \/> <\/p>\n<p>\u4f01\u4e1a\u5fae\u4fe1\u8dd1\u4e86\u4e00\u4e2a\u5c0f\u65f6\uff0c\u8017\u4e8630\u5757\u94b1\u4e86\uff0c\u624d\u505a70\u51e0\u7bc7\u6587\u7ae0\uff0c\u6709\u70b9\u8089\u75db\u3002<\/p>\n<p>\u800c\u4e14\u6bcf\u6b21\u53ea\u505a10\u7bc7\u5c31\u8ba9\u6211\u786e\u8ba4\u4e00\u6b21\uff0c\u6700\u7ec8\u82b1\u4e86\u4e24\u4e2a\u591a\u5c0f\u65f6\u624d\u8dd1\u5b8c\uff0c\u82b1\u4e8660\u591a\uff0c\u5e78\u597d\u6700\u7ec8\u6548\u679c\u8fd8\u7b97\u53ef\u4ee5\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-77801\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/05\/KALEIDO_-OPEN-SOURCED-MULTI-SUBJECT-REFERENCE-VIDEO-GENERATION-MODEL-99-1.png\"  alt=\"\" width=\"678\" height=\"333\" \/> <\/p>\n<p><strong>\u53e6\u5916\uff0c\u5982\u679c\u6211\u4eec\u60f3\u505a\u4e00\u4efd\u5e38\u7528\u7684\u5e7b\u706f\u7247\uff0c\u76ee\u524d\u4e09\u5bb6\u91cc\u5e94\u8be5\u53ea\u6709\u98de\u4e66\u6709 Slides \u539f\u751f\u80fd\u529b<\/strong>\u3002<\/p>\n<p><strong>\u5982\u679c\u9700\u8981\u521b\u5efa\u3001\u8bfb\u53d6\u3001\u4fee\u6539\u3001\u8986\u5199\u3001\u5bfc\u51fa Markdown \u6587\u4ef6\uff0c\u6216\u8005\u505a\u6587\u6863\u683c\u5f0f\u8f6c\u6362\u80fd\u529b\uff0c\u98de\u4e66 CLI \u4e5f\u662f\u4e09\u5bb6\u91cc\u6700\u5b8c\u6574\u7684<\/strong>\u3002<\/p>\n<p>\u5982\u679c\u4f60\u95ee\u6211\uff1a\u8001\u677f\u60f3\u5728\u516c\u53f8\u5185\u90e8\u641e\u4e2a\u771f\u80fd\u5e72\u6d3b\u7684 AI Agent\uff0c\u5e95\u5c42\u5230\u5e95\u63a5\u54ea\u5bb6\u7684\u7cfb\u7edf\uff1f<\/p>\n<p><strong>\u98de\u4e66\u6beb\u65e0\u7591\u95ee\u662f\u72ec\u4e00\u6863<\/strong>\u3002\u98de\u4e66 CLI \u7684\u5f00\u653e\u6781\u5176\u6df1\u5165\u5f7b\u5e95\uff0c\u5b9e\u6d4b\u590d\u6742\u6570\u636e\u5e93\u5199\u5165\u57fa\u672c\u7b97\u662f\u5168\u81ea\u52a8\uff0c\u5e95\u5c42\u67b6\u6784\u5929\u751f\u5c31\u662f\u7ed9 Agent \u51c6\u5907\u7684\u64cd\u4f5c\u7cfb\u7edf\u5e95\u5ea7\u3002<\/p>\n<p>\u4f01\u5fae\u57fa\u7840\u4f7f\u7528\u5f88\u7a33\uff0c\u4f46\u5728\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d\u9700\u4eba\u5de5\u53cd\u590d\u786e\u8ba4\uff0c\u8017\u65f6\u8d39\u94b1\uff0c\u79bb\u771f\u6b63\u7684\u81ea\u52a8\u5316\u6253\u5de5\u8fd8\u6709\u8ddd\u79bb\u3002<\/p>\n<p>\u9489\u9489\u8868\u9762\u6a21\u5757\u6781\u5e7f\uff0c\u4f46\u5728\u591a\u6b65\u590d\u6742\u64cd\u4f5c\u91cc\uff0c\u5f88\u5bb9\u6613\u9677\u5165\u4e0d\u65ad\u8981\u6388\u6743\u7684\u6b7b\u5faa\u73af\u5bfc\u81f4\u8dd1\u5d29\uff0c\u4e5f\u8fd8\u6709\u5f85\u4f18\u5316\u3002<\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">03. \u4e00\u4e9b\u5206\u4eab<\/span><\/h1>\n<p>\u00a0<\/p>\n<p>\u771f\u6b63\u7684 Agent \u65f6\u4ee3\u6765\u4e86\uff0c\u8f6f\u4ef6\u4e0d\u518d\u662f\u4eba\u7c7b\u7684\u4e13\u5c5e\uff0c\u800c\u662f AI \u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002<\/p>\n<p>\u5f88\u591a\u4eba\u53ef\u80fd\u4f1a\u89c9\u5f97\uff0c\u5728\u8fd9\u4e2a\u8fde\u9f20\u6807\u90fd\u5feb\u88ab\u6dd8\u6c70\u7684 GUI \u65f6\u4ee3\uff0c\u5927\u5382\u4eec\u8dd1\u56de\u6765\u5377\u9ed1\u6846\u767d\u5b57\u7684 CLI\uff0c\u662f\u4e0d\u662f\u4e00\u79cd\u5386\u53f2\u5012\u9000\uff1f<\/p>\n<p>\u6070\u6070\u76f8\u53cd\uff0c\u8fd9\u662f\u4e00\u573a\u4e13\u4e3a AI \u51c6\u5907\u7684\u6587\u827a\u590d\u5174\u3002\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\uff0c\u70b9\u51fb\u6309\u94ae\u662f\u6700\u76f4\u89c2\u7684\uff1b\u4f46\u5bf9\u4e8e\u5927\u6a21\u578b\u6765\u8bf4\uff0c\u5c4f\u5e55\u4e0a\u7684\u82b1\u91cc\u80e1\u54e8\u6beb\u65e0\u610f\u4e49\uff0c\u5b83\u4eec\u9700\u8981\u7684\u662f\u7ed3\u6784\u5316\u3001\u786e\u5b9a\u6027\u3001\u673a\u5668\u53ef\u8bfb\u7684\u63a5\u53e3\u3002<\/p>\n<p>\u50cf\u98de\u4e66\u8fd9\u6837\u6562\u4e8e\u628a\u5e95\u5c42\u4e1a\u52a1\u6838\u5fc3\u5168\u76d8\u5411 Agent 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