{"id":32802,"date":"2025-07-19T10:41:58","date_gmt":"2025-07-19T02:41:58","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=32802"},"modified":"2025-07-19T10:41:58","modified_gmt":"2025-07-19T02:41:58","slug":"ai-dailideshangxiaban","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/ai-dailideshangxiaban\/","title":{"rendered":"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c"},"content":{"rendered":"<p>\u5728\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/manus\/\">Manus<\/a><\/code>\u00a0\u9879\u76ee\u7684\u521d\u671f\uff0c\u56e2\u961f\u9762\u4e34\u4e00\u4e2a\u5173\u952e\u6289\u62e9\uff1a\u662f\u57fa\u4e8e\u5f00\u6e90\u6a21\u578b\u8bad\u7ec3\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u4ee3\u7406\u6a21\u578b\uff0c\u8fd8\u662f\u5229\u7528\u524d\u6cbf\u6a21\u578b\u5f3a\u5927\u7684\u201c\u4e0a\u4e0b\u6587\u5b66\u4e60\u201d\u80fd\u529b\u6765\u6784\u5efa\u4ee3\u7406\uff1f<\/p>\n<p>\u65f6\u95f4\u5012\u56de\u5341\u5e74\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u5f00\u53d1\u8005\u751a\u81f3\u6ca1\u6709\u9009\u62e9\u7684\u4f59\u5730\u3002\u5728\u90a3\u4e2a\u5c5e\u4e8e\u00a0<code>BERT<\/code>\u00a0\u7684\u65f6\u4ee3\uff0c\u4efb\u4f55\u6a21\u578b\u90fd\u5fc5\u987b\u4e3a\u65b0\u4efb\u52a1\u8fdb\u884c\u6570\u5468\u7684\u5fae\u8c03\u548c\u8bc4\u4f30\u3002\u5bf9\u4e8e\u4e00\u4e2a\u8ffd\u6c42\u5feb\u901f\u8fed\u4ee3\u3001\u5c1a\u672a\u627e\u5230\u4ea7\u54c1\u5e02\u573a\u5951\u5408\u70b9\uff08PMF\uff09\u7684\u5e94\u7528\u800c\u8a00\uff0c\u8fd9\u79cd\u7f13\u6162\u7684\u53cd\u9988\u5faa\u73af\u662f\u81f4\u547d\u7684\u3002\u8fd9\u662f\u4ece\u4e0a\u4e00\u6b21\u521b\u4e1a\u4e2d\u5f97\u5230\u7684\u60e8\u75db\u6559\u8bad\uff0c\u5f53\u65f6\u4e3a\u5f00\u653e\u4fe1\u606f\u63d0\u53d6\u548c\u8bed\u4e49\u641c\u7d22\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u6a21\u578b\uff0c\u4f46\u968f\u7740\u00a0<code>GPT-3<\/code>\u00a0\u548c\u00a0<code>Flan-T5<\/code>\u00a0\u7684\u51fa\u73b0\uff0c\u90a3\u4e9b\u81ea\u7814\u6a21\u578b\u51e0\u4e4e\u5728\u4e00\u591c\u4e4b\u95f4\u88ab\u6dd8\u6c70\u3002\u8bbd\u523a\u7684\u662f\uff0c\u6b63\u662f\u8fd9\u4e9b\u65b0\u6a21\u578b\u5f00\u542f\u4e86\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u65f6\u4ee3\uff0c\u4e5f\u6307\u660e\u4e86\u4e00\u6761\u5168\u65b0\u7684\u9053\u8def\u3002<\/p>\n<p>\u8fd9\u4e2a\u6559\u8bad\u8ba9\u00a0<code>Manus<\/code>\u00a0\u7684\u9009\u62e9\u53d8\u5f97\u5f02\u5e38\u6e05\u6670\uff1a\u628a\u8d4c\u6ce8\u62bc\u5728\u4e0a\u4e0b\u6587\u5de5\u7a0b\u4e0a\u3002\u8fd9\u4f7f\u5f97\u4ea7\u54c1\u6539\u8fdb\u7684\u5468\u671f\u4ece\u6570\u5468\u7f29\u77ed\u5230\u51e0\u5c0f\u65f6\uff0c\u5e76\u8ba9\u4ea7\u54c1\u672c\u8eab\u4e0e\u5e95\u5c42\u5927\u6a21\u578b\u7684\u53d1\u5c55\u4fdd\u6301\u201c\u6b63\u4ea4\u5173\u7cfb\u201d\u2014\u2014\u5982\u679c\u6a21\u578b\u7684\u8fdb\u6b65\u662f\u4e0a\u6da8\u7684\u6f6e\u6c34\uff0c<code>Manus<\/code>\u00a0\u8981\u505a\u7684\u662f\u6c34\u9762\u4e0a\u7684\u8239\uff0c\u800c\u4e0d\u662f\u88ab\u56fa\u5b9a\u5728\u6d77\u5e8a\u4e0a\u7684\u67f1\u5b50\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u8fdc\u975e\u4e00\u5e06\u98ce\u987a\u3002\u5b83\u66f4\u50cf\u4e00\u95e8\u5b9e\u9a8c\u79d1\u5b66\u3002<code>Manus<\/code>\u00a0\u7684\u4ee3\u7406\u6846\u67b6\u5df2\u7ecf\u5f7b\u5e95\u91cd\u5efa\u4e86\u56db\u6b21\uff0c\u6bcf\u4e00\u6b21\u90fd\u662f\u56e0\u4e3a\u56e2\u961f\u53d1\u73b0\u4e86\u5851\u9020\u4e0a\u4e0b\u6587\u7684\u66f4\u4f18\u65b9\u6cd5\u3002\u8fd9\u4e2a\u6df7\u5408\u4e86\u67b6\u6784\u641c\u7d22\u3001\u63d0\u793a\u8bcd\u8c03\u8bd5\u548c\u7ecf\u9a8c\u731c\u6d4b\u7684\u624b\u52a8\u8fc7\u7a0b\uff0c\u88ab\u56e2\u961f\u620f\u79f0\u4e3a\u201c\u968f\u673a\u7814\u7a76\u751f\u4e0b\u964d\u201d\uff08Stochastic Graduate Descent\uff09\uff0c\u867d\u4e0d\u4f18\u96c5\uff0c\u4f46\u5353\u6709\u6210\u6548\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u5c06\u5206\u4eab\u56e2\u961f\u901a\u8fc7\u201cSGD\u201d\u6240\u8fbe\u5230\u7684\u5c40\u90e8\u6700\u4f18\u89e3\u3002\u5982\u679c\u4f60\u4e5f\u5728\u6784\u5efa\u81ea\u5df1\u7684 AI \u4ee3\u7406\uff0c\u5e0c\u671b\u8fd9\u4e9b\u539f\u5219\u80fd\u5e2e\u52a9\u4f60\u66f4\u5feb\u5730\u6536\u655b\u3002<\/p>\n<h3>\u56f4\u7ed5 KV \u7f13\u5b58\u8fdb\u884c\u8bbe\u8ba1<\/h3>\n<p>\u5982\u679c\u53ea\u80fd\u9009\u62e9\u4e00\u4e2a\u6307\u6807\uff0c\u90a3\u4e48\u00a0<code>KV<\/code>\u00a0\u7f13\u5b58\u547d\u4e2d\u7387\u65e0\u7591\u662f\u8861\u91cf\u751f\u4ea7\u7ea7 AI \u4ee3\u7406\u6700\u91cd\u8981\u7684\u6307\u6807\uff0c\u56e0\u4e3a\u5b83\u76f4\u63a5\u5f71\u54cd\u5ef6\u8fdf\u548c\u6210\u672c\u3002\u8981\u7406\u89e3\u8fd9\u4e00\u70b9\uff0c\u9996\u5148\u9700\u8981\u4e86\u89e3\u4e00\u4e2a\u5178\u578b\u4ee3\u7406\u7684\u8fd0\u4f5c\u65b9\u5f0f\u3002<\/p>\n<p>\u6536\u5230\u7528\u6237\u8f93\u5165\u540e\uff0c\u4ee3\u7406\u4f1a\u901a\u8fc7\u4e00\u7cfb\u5217\u5de5\u5177\u8c03\u7528\u6765\u5b8c\u6210\u4efb\u52a1\u3002\u5728\u6bcf\u6b21\u8fed\u4ee3\u4e2d\uff0c\u6a21\u578b\u6839\u636e\u5f53\u524d\u4e0a\u4e0b\u6587\u4ece\u9884\u5b9a\u4e49\u7684\u52a8\u4f5c\u7a7a\u95f4\u4e2d\u9009\u62e9\u4e00\u4e2a\u884c\u4e3a\uff0c\u8fd9\u4e2a\u884c\u4e3a\u5728\u73af\u5883\uff08\u5982\u00a0<code>Manus<\/code>\u00a0\u7684\u865a\u62df\u673a\u6c99\u7bb1\uff09\u4e2d\u6267\u884c\u540e\u4ea7\u751f\u4e00\u4e2a\u89c2\u5bdf\u7ed3\u679c\u3002\u968f\u540e\uff0c\u8be5\u884c\u4e3a\u548c\u89c2\u5bdf\u7ed3\u679c\u88ab\u9644\u52a0\u5230\u4e0a\u4e0b\u6587\u4e2d\uff0c\u6210\u4e3a\u4e0b\u4e00\u6b21\u8fed\u4ee3\u7684\u8f93\u5165\u3002\u8fd9\u4e2a\u5faa\u73af\u4f1a\u4e00\u76f4\u6301\u7eed\u5230\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n<p><img decoding=\"async\" title=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/c8fe582342820ee.png\" alt=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-1\" \/><\/p>\n<p>\u663e\u800c\u6613\u89c1\uff0c\u4e0a\u4e0b\u6587\u5728\u6bcf\u4e00\u6b65\u90fd\u4f1a\u589e\u957f\uff0c\u800c\u8f93\u51fa\u2014\u2014\u901a\u5e38\u662f\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u51fd\u6570\u8c03\u7528\u2014\u2014\u5374\u76f8\u5bf9\u8f83\u77ed\u3002\u8fd9\u5bfc\u81f4\u4ee3\u7406\u7684\u8f93\u5165\u4e0e\u8f93\u51faToken\u6bd4\u4f8b\u4e25\u91cd\u5931\u8861\uff0c\u4e0e\u666e\u901a\u804a\u5929\u673a\u5668\u4eba\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u3002\u5728\u00a0<code>Manus<\/code>\u00a0\u4e2d\uff0c\u8be5\u6bd4\u4f8b\u5e73\u5747\u7ea6\u4e3a 100:1\u3002<\/p>\n<p>\u5e78\u8fd0\u7684\u662f\uff0c\u62e5\u6709\u76f8\u540c\u524d\u7f00\u7684\u4e0a\u4e0b\u6587\u53ef\u4ee5\u5229\u7528\u00a0<code>KV<\/code>\u00a0\u7f13\u5b58\u673a\u5236\u3002<code>KV<\/code>\u00a0\u7f13\u5b58\u901a\u8fc7\u5b58\u50a8\u5df2\u8ba1\u7b97\u8fc7\u7684\u952e\u503c\u5bf9\uff08Key-Value pairs\uff09\uff0c\u5927\u5e45\u964d\u4f4e\u518d\u6b21\u5904\u7406\u76f8\u540c\u524d\u7f00\u65f6\u7684\u8ba1\u7b97\u5f00\u9500\uff0c\u4ece\u800c\u663e\u8457\u51cf\u5c11\u9996\u4e2a <a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">Token<\/a> \u751f\u6210\u65f6\u95f4\uff08TTFT\uff09\u548c\u63a8\u7406\u6210\u672c\u3002\u65e0\u8bba\u4f60\u4f7f\u7528\u81ea\u6258\u7ba1\u6a21\u578b\u8fd8\u662f\u8c03\u7528\u63a8\u7406 API\uff0c\u8fd9\u90fd\u80fd\u5e26\u6765\u5de8\u5927\u7684\u6210\u672c\u8282\u7ea6\u3002\u4ee5\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/claudeanquanfubai\/\">Claude<\/a> Sonnet<\/code>\u00a0\u4e3a\u4f8b\uff0c\u7f13\u5b58\u8fc7\u7684\u8f93\u5165 Token \u6210\u672c\u4e3a 0.30 \u7f8e\u5143\/\u767e\u4e07 Token\uff0c\u800c\u672a\u7f13\u5b58\u7684\u6210\u672c\u5219\u4e3a 3 \u7f8e\u5143\/\u767e\u4e07 Token\uff0c\u4e24\u8005\u76f8\u5dee\u6574\u6574\u5341\u500d\u3002<\/p>\n<p>\u4ece\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u63d0\u9ad8\u00a0<code>KV<\/code>\u00a0\u7f13\u5b58\u547d\u4e2d\u7387\u9700\u8981\u9075\u5faa\u51e0\u4e2a\u5173\u952e\u5b9e\u8df5\uff1a<\/p>\n<p><strong>1. \u4fdd\u6301\u63d0\u793a\u8bcd\u524d\u7f00\u7684\u7a33\u5b9a\u6027\u3002<\/strong>\u00a0\u7531\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u56de\u5f52\u7279\u6027\uff0c\u54ea\u6015\u53ea\u6709\u4e00\u4e2a Token \u7684\u5dee\u5f02\uff0c\u4e5f\u4f1a\u5bfc\u81f4\u8be5 Token \u4e4b\u540e\u7684\u6240\u6709\u7f13\u5b58\u5931\u6548\u3002\u4e00\u4e2a\u5e38\u89c1\u7684\u9519\u8bef\u662f\u5728\u7cfb\u7edf\u63d0\u793a\u7684\u5f00\u5934\u5305\u542b\u7cbe\u786e\u5230\u79d2\u7684\u65f6\u95f4\u6233\u3002\u867d\u7136\u8fd9\u80fd\u8ba9\u6a21\u578b\u544a\u8bc9\u4f60\u5f53\u524d\u65f6\u95f4\uff0c\u4f46\u5b83\u4e5f\u5f7b\u5e95\u6467\u6bc1\u4e86\u7f13\u5b58\u547d\u4e2d\u7387\u3002<\/p>\n<p><strong>2. \u4f7f\u4e0a\u4e0b\u6587\u201c\u53ea\u589e\u4e0d\u51cf\u201d\u3002<\/strong>\u00a0\u907f\u514d\u4fee\u6539\u4e4b\u524d\u7684\u884c\u4e3a\u6216\u89c2\u5bdf\u7ed3\u679c\u3002\u540c\u65f6\uff0c\u786e\u4fdd\u5e8f\u5217\u5316\u8fc7\u7a0b\u662f\u786e\u5b9a\u6027\u7684\u3002\u8bb8\u591a\u7f16\u7a0b\u8bed\u8a00\u548c\u5e93\u5728\u5e8f\u5217\u5316 JSON \u5bf9\u8c61\u65f6\uff0c\u4e0d\u4fdd\u8bc1\u952e\u7684\u987a\u5e8f\u7a33\u5b9a\uff0c\u8fd9\u4f1a\u6084\u65e0\u58f0\u606f\u5730\u7834\u574f\u7f13\u5b58\u3002<\/p>\n<p><strong>3. \u5728\u5fc5\u8981\u65f6\u660e\u786e\u6807\u8bb0\u7f13\u5b58\u65ad\u70b9\u3002<\/strong>\u00a0\u4e00\u4e9b\u6a21\u578b\u4f9b\u5e94\u5546\u6216\u63a8\u7406\u6846\u67b6\u4e0d\u652f\u6301\u81ea\u52a8\u589e\u91cf\u524d\u7f00\u7f13\u5b58\uff0c\u9700\u8981\u624b\u52a8\u5728\u4e0a\u4e0b\u6587\u4e2d\u63d2\u5165\u7f13\u5b58\u65ad\u70b9\u3002\u8bbe\u7f6e\u65ad\u70b9\u65f6\uff0c\u8981\u8003\u8651\u5230\u7f13\u5b58\u53ef\u80fd\u7684\u8fc7\u671f\u65f6\u95f4\uff0c\u5e76\u81f3\u5c11\u786e\u4fdd\u65ad\u70b9\u5305\u542b\u7cfb\u7edf\u63d0\u793a\u7684\u672b\u5c3e\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5982\u679c\u4f7f\u7528\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/vllm\/\">vLLM<\/a><\/code>\u00a0\u7b49\u6846\u67b6\u81ea\u6258\u7ba1\u6a21\u578b\uff0c\u8bf7\u786e\u4fdd\u542f\u7528\u4e86\u524d\u7f00\/\u63d0\u793a\u7f13\u5b58\u529f\u80fd\uff0c\u5e76\u4f7f\u7528\u4f1a\u8bdd ID \u7b49\u6280\u672f\u5c06\u8bf7\u6c42\u5728\u5206\u5e03\u5f0f\u5de5\u4f5c\u8282\u70b9\u95f4\u8fdb\u884c\u4e00\u81f4\u6027\u8def\u7531\u3002<\/p>\n<h3>\u7528\u63a9\u7801\u4ee3\u66ff\u79fb\u9664<\/h3>\n<p>\u968f\u7740\u4ee3\u7406\u80fd\u529b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u5176\u884c\u4e3a\u7a7a\u95f4\u81ea\u7136\u4e5f\u53d8\u5f97\u6108\u53d1\u590d\u6742\uff0c\u76f4\u767d\u5730\u8bf4\uff0c\u5c31\u662f\u5de5\u5177\u7684\u6570\u91cf\u4f1a\u7206\u70b8\u5f0f\u589e\u957f\u3002\u8fd1\u671f\u6d41\u884c\u7684\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MCP\uff09\u66f4\u662f\u706b\u4e0a\u6d47\u6cb9\u3002\u4e00\u65e6\u5141\u8bb8\u7528\u6237\u914d\u7f6e\u5de5\u5177\uff0c\u603b\u4f1a\u6709\u4eba\u5c06\u6570\u767e\u4e2a\u7a00\u5947\u53e4\u602a\u7684\u5de5\u5177\u585e\u8fdb\u4f60\u7cbe\u5fc3\u7b56\u5212\u7684\u884c\u4e3a\u7a7a\u95f4\u3002\u7ed3\u679c\u662f\uff0c\u6a21\u578b\u66f4\u5bb9\u6613\u9009\u9519\u5de5\u5177\u6216\u91c7\u53d6\u4f4e\u6548\u8def\u5f84\uff0c\u4e00\u4e2a\u5168\u526f\u6b66\u88c5\u7684\u4ee3\u7406\u53cd\u800c\u53d8\u5f97\u66f4\u201c\u7b28\u201d\u4e86\u3002<\/p>\n<p>\u4e00\u4e2a\u76f4\u63a5\u7684\u53cd\u5e94\u662f\u8bbe\u8ba1\u4e00\u4e2a\u52a8\u6001\u7684\u884c\u4e3a\u7a7a\u95f4\uff0c\u6bd4\u5982\u4f7f\u7528\u7c7b\u4f3c\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/rag\/\">RAG<\/a><\/code>\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7684\u6280\u672f\u6309\u9700\u52a0\u8f7d\u5de5\u5177\u3002<code>Manus<\/code>\u00a0\u4e5f\u5c1d\u8bd5\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u4f46\u5b9e\u9a8c\u5f97\u51fa\u7684\u7ed3\u8bba\u5f88\u660e\u786e\uff1a\u9664\u975e\u7edd\u5bf9\u5fc5\u8981\uff0c\u5426\u5219\u5e94\u907f\u514d\u5728\u8fed\u4ee3\u4e2d\u9014\u52a8\u6001\u589e\u5220\u5de5\u5177\u3002\u539f\u56e0\u6709\u4e8c\uff1a<\/p>\n<p><strong>1. \u5de5\u5177\u5b9a\u4e49\u901a\u5e38\u4f4d\u4e8e\u4e0a\u4e0b\u6587\u524d\u90e8\u3002<\/strong>\u00a0\u5728\u5927\u591a\u6570\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u5de5\u5177\u5b9a\u4e49\u7ecf\u8fc7\u5e8f\u5217\u5316\u540e\uff0c\u4f1a\u7d27\u968f\u7cfb\u7edf\u63d0\u793a\u4e4b\u540e\u3002\u56e0\u6b64\uff0c\u4efb\u4f55\u6539\u52a8\u90fd\u4f1a\u5bfc\u81f4\u540e\u7eed\u6240\u6709\u884c\u4e3a\u548c\u89c2\u5bdf\u7ed3\u679c\u7684\u00a0<code>KV<\/code>\u00a0\u7f13\u5b58\u5931\u6548\u3002<\/p>\n<p><strong>2. \u6a21\u578b\u4f1a\u4ea7\u751f\u56f0\u60d1\u3002<\/strong>\u00a0\u5982\u679c\u4e4b\u524d\u7684\u884c\u4e3a\u548c\u89c2\u5bdf\u7ed3\u679c\u5f15\u7528\u4e86\u5f53\u524d\u4e0a\u4e0b\u6587\u4e2d\u5df2\u4e0d\u5b58\u5728\u7684\u5de5\u5177\uff0c\u6a21\u578b\u4f1a\u611f\u5230\u56f0\u60d1\u3002\u5728\u6ca1\u6709\u7ea6\u675f\u89e3\u7801\u7684\u60c5\u51b5\u4e0b\uff0c\u8fd9\u5e38\u5e38\u5bfc\u81f4\u683c\u5f0f\u9519\u8bef\u6216\u6a21\u578b\u5e7b\u89c9\u51fa\u4e0d\u5b58\u5728\u7684\u5de5\u5177\u8c03\u7528\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c<code>Manus<\/code>\u00a0\u5e76\u672a\u79fb\u9664\u5de5\u5177\uff0c\u800c\u662f\u4f7f\u7528\u4e00\u4e2a\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u72b6\u6001\u673a\u6765\u7ba1\u7406\u5de5\u5177\u7684\u53ef\u7528\u6027\u3002\u5b83\u5728\u89e3\u7801\u9636\u6bb5\u901a\u8fc7\u63a9\u76d6\uff08mask\uff09\u7279\u5b9a Token \u7684 logits\uff0c\u6765\u963b\u6b62\u6216\u5f3a\u5236\u6a21\u578b\u6839\u636e\u5f53\u524d\u72b6\u6001\u9009\u62e9\u67d0\u4e9b\u52a8\u4f5c\u3002<\/p>\n<p><img decoding=\"async\" title=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/f5776ffabeaf046.png\" alt=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-2\" \/><\/p>\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0c\u591a\u6570\u6a21\u578b\u4f9b\u5e94\u5546\u548c\u63a8\u7406\u6846\u67b6\u90fd\u652f\u6301\u67d0\u79cd\u5f62\u5f0f\u7684\u54cd\u5e94\u9884\u586b\u5145\uff0c\u8fd9\u5141\u8bb8\u5728\u4e0d\u4fee\u6539\u5de5\u5177\u5b9a\u4e49\u7684\u60c5\u51b5\u4e0b\u7ea6\u675f\u884c\u4e3a\u7a7a\u95f4\u3002\u4ee5\u00a0<code>NousResearch<\/code>\u00a0\u7684\u00a0<code>Hermes<\/code>\u00a0\u683c\u5f0f\u4e3a\u4f8b\uff0c\u901a\u5e38\u6709\u4e09\u79cd\u51fd\u6570\u8c03\u7528\u6a21\u5f0f\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u52a8\uff08Auto\uff09\uff1a<\/strong>\u00a0\u6a21\u578b\u53ef\u4ee5\u81ea\u884c\u51b3\u5b9a\u662f\u5426\u8c03\u7528\u51fd\u6570\u3002\u901a\u8fc7\u9884\u586b\u5145\u00a0<code>&lt;|im_start|&gt;assistant<\/code>\u00a0\u5b9e\u73b0\u3002<\/li>\n<li><strong>\u5fc5\u9700\uff08Required\uff09\uff1a<\/strong>\u00a0\u6a21\u578b\u5fc5\u987b\u8c03\u7528\u4e00\u4e2a\u51fd\u6570\uff0c\u4f46\u5177\u4f53\u8c03\u7528\u54ea\u4e2a\u4e0d\u53d7\u9650\u5236\u3002\u901a\u8fc7\u9884\u586b\u5145\u00a0<code>&lt;|im_start|&gt;assistant&lt;tool_call&gt;<\/code>\u00a0\u5b9e\u73b0\u3002<\/li>\n<li><strong>\u6307\u5b9a\uff08Specified\uff09\uff1a<\/strong>\u00a0\u6a21\u578b\u5fc5\u987b\u8c03\u7528\u6307\u5b9a\u5b50\u96c6\u4e2d\u7684\u67d0\u4e2a\u51fd\u6570\u3002\u901a\u8fc7\u9884\u586b\u5145\u5230\u51fd\u6570\u540d\u7684\u5f00\u5934\u5b9e\u73b0\uff0c\u4f8b\u5982\u00a0<code>&lt;|im_start|&gt;assistant&lt;tool_call&gt;{\"name\": \u201cbrowser_<\/code>\u3002<\/li>\n<\/ul>\n<p>\u5229\u7528\u8fd9\u79cd\u673a\u5236\uff0c\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7\u63a9\u76d6 Token logits \u6765\u7ea6\u675f\u52a8\u4f5c\u9009\u62e9\u3002\u4f8b\u5982\uff0c\u5f53\u7528\u6237\u63d0\u4f9b\u65b0\u8f93\u5165\u65f6\uff0c<code>Manus<\/code>\u00a0\u5fc5\u987b\u7acb\u5373\u56de\u590d\u800c\u4e0d\u662f\u6267\u884c\u52a8\u4f5c\u3002\u56e2\u961f\u8fd8\u523b\u610f\u8bbe\u8ba1\u4e86\u5177\u6709\u4e00\u81f4\u6027\u524d\u7f00\u7684\u52a8\u4f5c\u540d\u79f0\uff0c\u4f8b\u5982\u6240\u6709\u6d4f\u89c8\u5668\u5de5\u5177\u90fd\u4ee5\u00a0<code>browser_<\/code>\u00a0\u5f00\u5934\uff0c\u547d\u4ee4\u884c\u5de5\u5177\u4ee5\u00a0<code>shell_<\/code>\u00a0\u5f00\u5934\u3002\u8fd9\u4f7f\u5f97\u5728\u7279\u5b9a\u72b6\u6001\u4e0b\uff0c\u65e0\u9700\u4f7f\u7528\u6709\u72b6\u6001\u7684 logits \u5904\u7406\u5668\uff0c\u5c31\u80fd\u8f7b\u677e\u5730\u5f3a\u5236\u4ee3\u7406\u53ea\u4ece\u67d0\u4e2a\u5de5\u5177\u7ec4\u4e2d\u8fdb\u884c\u9009\u62e9\u3002<\/p>\n<p>\u8fd9\u4e9b\u8bbe\u8ba1\u786e\u4fdd\u4e86\u5373\u4f7f\u5728\u6a21\u578b\u9a71\u52a8\u7684\u67b6\u6784\u4e0b\uff0c<code>Manus<\/code>\u00a0\u4ee3\u7406\u7684\u5faa\u73af\u4f9d\u7136\u4fdd\u6301\u7a33\u5b9a\u3002<\/p>\n<h3>\u5c06\u6587\u4ef6\u7cfb\u7edf\u4f5c\u4e3a\u4e0a\u4e0b\u6587<\/h3>\n<p>\u73b0\u4ee3\u524d\u6cbf\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e86 128K\u751a\u81f3\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4f46\u5728\u771f\u5b9e\u7684\u4ee3\u7406\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u8fd9\u5f80\u5f80\u8fd8\u4e0d\u591f\uff0c\u6709\u65f6\u751a\u81f3\u6210\u4e3a\u4e00\u79cd\u8d1f\u62c5\u3002\u4e3b\u8981\u6709\u4e09\u4e2a\u75db\u70b9\uff1a<\/p>\n<p><strong>1. \u89c2\u5bdf\u7ed3\u679c\u53ef\u80fd\u975e\u5e38\u5e9e\u5927\u3002<\/strong>\u00a0\u5f53\u4ee3\u7406\u4e0e\u7f51\u9875\u3001PDF \u7b49\u975e\u7ed3\u6784\u5316\u6570\u636e\u4ea4\u4e92\u65f6\uff0c\u5f88\u5bb9\u6613\u8d85\u51fa\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\u3002<\/p>\n<p><strong>2. \u6a21\u578b\u6027\u80fd\u4f1a\u968f\u4e0a\u4e0b\u6587\u957f\u5ea6\u589e\u52a0\u800c\u4e0b\u964d\u3002<\/strong>\u00a0\u5373\u4f7f\u6280\u672f\u4e0a\u652f\u6301\uff0c\u6a21\u578b\u7684\u8868\u73b0\u5728\u8d85\u8fc7\u67d0\u4e2a\u957f\u5ea6\u540e\u4e5f\u5bb9\u6613\u9000\u5316\u3002<\/p>\n<p><strong>3. \u957f\u8f93\u5165\u6210\u672c\u9ad8\u6602\u3002<\/strong>\u00a0\u5373\u4fbf\u6709\u524d\u7f00\u7f13\u5b58\uff0c\u5f00\u53d1\u8005\u4ecd\u9700\u4e3a\u4f20\u8f93\u548c\u9884\u586b\u5145\u6bcf\u4e2a Token \u4ed8\u8d39\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u95ee\u9898\uff0c\u8bb8\u591a\u4ee3\u7406\u7cfb\u7edf\u91c7\u7528\u4e86\u4e0a\u4e0b\u6587\u622a\u65ad\u6216\u538b\u7f29\u7b56\u7565\u3002\u4f46\u8fc7\u4e8e\u6fc0\u8fdb\u7684\u538b\u7f29\u4e0d\u53ef\u907f\u514d\u5730\u5bfc\u81f4\u4fe1\u606f\u4e22\u5931\u3002\u8fd9\u662f\u4e00\u4e2a\u6839\u672c\u6027\u95ee\u9898\uff1a\u4ee3\u7406\u7684\u5929\u6027\u662f\u6839\u636e\u6240\u6709\u5148\u524d\u7684\u72b6\u6001\u6765\u9884\u6d4b\u4e0b\u4e00\u6b65\u884c\u52a8\uff0c\u800c\u4f60\u65e0\u6cd5\u53ef\u9760\u5730\u9884\u6d4b\u5341\u6b65\u4e4b\u524d\u7684\u54ea\u4e2a\u89c2\u5bdf\u7ed3\u679c\u4f1a\u5728\u4e4b\u540e\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u4ece\u903b\u8f91\u4e0a\u8bb2\uff0c\u4efb\u4f55\u4e0d\u53ef\u9006\u7684\u538b\u7f29\u90fd\u4f34\u968f\u7740\u98ce\u9669\u3002<\/p>\n<p>\u56e0\u6b64\uff0c<code>Manus<\/code>\u00a0\u5c06\u6587\u4ef6\u7cfb\u7edf\u89c6\u4e3a\u7ec8\u6781\u4e0a\u4e0b\u6587\uff1a\u5b83\u5bb9\u91cf\u65e0\u9650\u3001\u672c\u8d28\u4e0a\u6301\u4e45\uff0c\u5e76\u4e14\u80fd\u88ab\u4ee3\u7406\u76f4\u63a5\u64cd\u4f5c\u3002\u6a21\u578b\u5b66\u4f1a\u4e86\u6309\u9700\u8bfb\u5199\u6587\u4ef6\uff0c\u5c06\u6587\u4ef6\u7cfb\u7edf\u4e0d\u4ec5\u7528\u4f5c\u5b58\u50a8\uff0c\u66f4\u7528\u4f5c\u7ed3\u6784\u5316\u7684\u5916\u90e8\u8bb0\u5fc6\u3002<\/p>\n<p><img decoding=\"async\" title=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/2010c331f363a0a.png\" alt=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-3\" \/><\/p>\n<p><code>Manus<\/code>\u00a0\u7684\u538b\u7f29\u7b56\u7565\u59cb\u7ec8\u88ab\u8bbe\u8ba1\u4e3a\u53ef\u6062\u590d\u7684\u3002\u4f8b\u5982\uff0c\u53ea\u8981\u4fdd\u7559\u4e86 URL\uff0c\u7f51\u9875\u5185\u5bb9\u5c31\u53ef\u4ee5\u4ece\u4e0a\u4e0b\u6587\u4e2d\u4e22\u5f03\uff1b\u53ea\u8981\u6c99\u7bb1\u4e2d\u8fd8\u5b58\u5728\u6587\u4ef6\u8def\u5f84\uff0c\u6587\u6863\u5185\u5bb9\u5c31\u53ef\u4ee5\u88ab\u7701\u7565\u3002\u8fd9\u4f7f\u5f97\u00a0<code>Manus<\/code>\u00a0\u53ef\u4ee5\u5728\u4e0d\u6c38\u4e45\u4e22\u5931\u4fe1\u606f\u7684\u524d\u63d0\u4e0b\uff0c\u6709\u6548\u7f29\u51cf\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/p>\n<p>\u5728\u5f00\u53d1\u6b64\u529f\u80fd\u65f6\uff0c\u4e00\u4e2a\u6709\u8da3\u7684\u60f3\u6cd5\u662f\uff1a\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08SSM\uff09\u5982\u4f55\u5728\u4ee3\u7406\u73af\u5883\u4e2d\u9ad8\u6548\u5de5\u4f5c\uff1f\u4e0e\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/transformer\/\">Transformer<\/a><\/code>\u00a0\u4e0d\u540c\uff0cSSM \u7f3a\u4e4f\u5168\u5c40\u6ce8\u610f\u529b\uff0c\u96be\u4ee5\u5904\u7406\u957f\u8ddd\u79bb\u7684\u56de\u6eaf\u4f9d\u8d56\u3002\u4f46\u5982\u679c\u5b83\u4eec\u80fd\u638c\u63e1\u57fa\u4e8e\u6587\u4ef6\u7684\u8bb0\u5fc6\u2014\u2014\u5c06\u957f\u671f\u72b6\u6001\u5916\u90e8\u5316\uff0c\u800c\u4e0d\u662f\u4fdd\u5b58\u5728\u4e0a\u4e0b\u6587\u4e2d\u2014\u2014\u90a3\u4e48\u5b83\u4eec\u7684\u901f\u5ea6\u548c\u6548\u7387\u53ef\u80fd\u4f1a\u5f00\u542f\u4e00\u7c7b\u5168\u65b0\u7684\u4ee3\u7406\u3002\u5230\u90a3\u65f6\uff0c\u4ee3\u7406\u5316\u7684 SSM \u6216\u8bb8\u4f1a\u6210\u4e3a\u795e\u7ecf\u56fe\u7075\u673a\uff08Neural Turing Machines\uff09\u771f\u6b63\u7684\u7ee7\u627f\u8005\u3002<\/p>\n<h3>\u901a\u8fc7\u201c\u590d\u8ff0\u201d\u6765\u64cd\u63a7\u6ce8\u610f\u529b<\/h3>\n<p>\u5982\u679c\u4f60\u4f7f\u7528\u8fc7\u00a0<code>Manus<\/code>\uff0c\u53ef\u80fd\u4f1a\u6ce8\u610f\u5230\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\uff1a\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u5b83\u503e\u5411\u4e8e\u521b\u5efa\u4e00\u4e2a\u00a0<code>todo.md<\/code>\u00a0\u6587\u4ef6\uff0c\u5e76\u968f\u7740\u4efb\u52a1\u8fdb\u5c55\u9010\u6b65\u66f4\u65b0\u3001\u52fe\u9009\u5df2\u5b8c\u6210\u7684\u9879\u76ee\u3002<\/p>\n<p>\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u62df\u4eba\u5316\u884c\u4e3a\uff0c\u800c\u662f\u4e00\u79cd\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6ce8\u610f\u529b\u64cd\u63a7\u673a\u5236\u3002<\/p>\n<p><img decoding=\"async\" title=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/86b07c3ab7d6dbb.png\" alt=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-4\" \/><\/p>\n<p>\u5728\u00a0<code>Manus<\/code>\u00a0\u4e2d\uff0c\u4e00\u4e2a\u5178\u578b\u4efb\u52a1\u5e73\u5747\u9700\u8981\u7ea6 50 \u6b21\u5de5\u5177\u8c03\u7528\uff0c\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u957f\u7684\u5faa\u73af\u3002\u7531\u4e8e\u00a0<code>Manus<\/code>\u00a0\u4f9d\u8d56\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u51b3\u7b56\uff0c\u5b83\u5f88\u5bb9\u6613\u5728\u957f\u4e0a\u4e0b\u6587\u6216\u590d\u6742\u4efb\u52a1\u4e2d\u504f\u79bb\u4e3b\u9898\u6216\u5fd8\u8bb0\u65e9\u671f\u76ee\u6807\u3002<\/p>\n<p>\u901a\u8fc7\u4e0d\u65ad\u91cd\u5199\u5f85\u529e\u4e8b\u9879\u5217\u8868\uff0c<code>Manus<\/code>\u00a0\u76f8\u5f53\u4e8e\u5728\u4e0a\u4e0b\u6587\u7684\u672b\u5c3e\u201c\u590d\u8ff0\u201d\u5176\u6838\u5fc3\u76ee\u6807\u3002\u8fd9\u5c06\u5168\u5c40\u8ba1\u5212\u63a8\u5165\u6a21\u578b\u8fd1\u671f\u7684\u6ce8\u610f\u529b\u8303\u56f4\u5185\uff0c\u6709\u6548\u907f\u514d\u4e86\u201c\u8ff7\u5931\u5728\u4e2d\u95f4\u201d\uff08lost-in-the-middle\uff09\u7684\u95ee\u9898\uff0c\u51cf\u5c11\u4e86\u76ee\u6807\u6f02\u79fb\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u662f\u5728\u7528\u81ea\u7136\u8bed\u8a00\u5f15\u5bfc\u6a21\u578b\u81ea\u8eab\u7684\u6ce8\u610f\u529b\u504f\u5411\u4efb\u52a1\u76ee\u6807\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u7279\u6b8a\u7684\u67b6\u6784\u6539\u52a8\u3002<\/p>\n<h3>\u4fdd\u7559\u5931\u8d25\u7684\u8bb0\u5f55<\/h3>\n<p>\u4ee3\u7406\u4f1a\u72af\u9519\u3002\u8fd9\u4e0d\u662f\u4e00\u4e2a\u7f3a\u9677\uff0c\u800c\u662f\u4e00\u4e2a\u4e8b\u5b9e\u3002\u8bed\u8a00\u6a21\u578b\u4f1a\u4ea7\u751f\u5e7b\u89c9\uff0c\u73af\u5883\u4f1a\u8fd4\u56de\u9519\u8bef\uff0c\u5916\u90e8\u5de5\u5177\u4f1a\u51fa\u6545\u969c\uff0c\u5404\u79cd\u610f\u60f3\u4e0d\u5230\u7684\u8fb9\u7f18\u60c5\u51b5\u5c42\u51fa\u4e0d\u7a77\u3002\u5728\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d\uff0c\u5931\u8d25\u4e0d\u662f\u4f8b\u5916\uff0c\u800c\u662f\u5faa\u73af\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5f00\u53d1\u8005\u7684\u4e00\u79cd\u5e38\u89c1\u51b2\u52a8\u662f\u9690\u85cf\u8fd9\u4e9b\u9519\u8bef\uff1a\u6e05\u7406\u75d5\u8ff9\u3001\u91cd\u8bd5\u52a8\u4f5c\uff0c\u6216\u8005\u91cd\u7f6e\u6a21\u578b\u72b6\u6001\uff0c\u7136\u540e\u5bc4\u671b\u4e8e\u795e\u5947\u7684\u201c\u6e29\u5ea6\u201d\uff08temperature\uff09\u53c2\u6570\u6765\u89e3\u51b3\u95ee\u9898\u3002\u8fd9\u611f\u89c9\u4e0a\u66f4\u5b89\u5168\u3001\u66f4\u53ef\u63a7\uff0c\u4f46\u4ee3\u4ef7\u662f\uff1a\u62b9\u53bb\u5931\u8d25\uff0c\u4e5f\u5c31\u62b9\u53bb\u4e86\u8bc1\u636e\u3002\u6ca1\u6709\u8bc1\u636e\uff0c\u6a21\u578b\u5c31\u65e0\u6cd5\u9002\u5e94\u548c\u5b66\u4e60\u3002<\/p>\n<p><img decoding=\"async\" title=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e8777ea5f408f91.png\" alt=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-5\" \/><\/p>\n<p>\u6839\u636e\u00a0<code>Manus<\/code>\u00a0\u7684\u7ecf\u9a8c\uff0c\u63d0\u5347\u4ee3\u7406\u884c\u4e3a\u6700\u6709\u6548\u7684\u65b9\u6cd5\u4e4b\u4e00\uff0c\u7b80\u5355\u5230\u4ee4\u4eba\u610f\u5916\uff1a\u5c06\u9519\u8bef\u7684\u5c1d\u8bd5\u4fdd\u7559\u5728\u4e0a\u4e0b\u6587\u4e2d\u3002\u5f53\u6a21\u578b\u770b\u5230\u4e00\u4e2a\u5931\u8d25\u7684\u52a8\u4f5c\u53ca\u5176\u5bfc\u81f4\u7684\u89c2\u5bdf\u7ed3\u679c\u6216\u5806\u6808\u8ddf\u8e2a\u65f6\uff0c\u5b83\u4f1a\u9690\u5f0f\u5730\u66f4\u65b0\u5176\u5185\u90e8\u201c\u4fe1\u5ff5\u201d\uff0c\u4ece\u800c\u964d\u4f4e\u5176\u5bf9\u76f8\u4f3c\u884c\u4e3a\u7684\u504f\u597d\uff0c\u51cf\u5c11\u91cd\u590d\u72af\u9519\u7684\u6982\u7387\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u4ece\u9519\u8bef\u4e2d\u6062\u590d\u7684\u80fd\u529b\uff0c\u662f\u8861\u91cf\u771f\u6b63\u4ee3\u7406\u667a\u80fd\u7684\u6700\u6e05\u6670\u6307\u6807\u4e4b\u4e00\u3002\u7136\u800c\uff0c\u5728\u5927\u591a\u6570\u5b66\u672f\u7814\u7a76\u548c\u516c\u5f00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u8fd9\u4e00\u70b9\u4ecd\u7136\u88ab\u4e25\u91cd\u4f4e\u4f30\uff0c\u56e0\u4e3a\u5b83\u4eec\u5f80\u5f80\u53ea\u5173\u6ce8\u7406\u60f3\u6761\u4ef6\u4e0b\u7684\u4efb\u52a1\u6210\u529f\u7387\u3002<\/p>\n<h3>\u8b66\u60d5\u201c\u5c11\u6837\u672c\u201d\u9677\u9631<\/h3>\n<p>\u201c\u5c11\u6837\u672c\u63d0\u793a\u201d\uff08Few-shot prompting\uff09\u662f\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u8d28\u91cf\u7684\u5e38\u7528\u6280\u5de7\uff0c\u4f46\u5728\u4ee3\u7406\u7cfb\u7edf\u4e2d\uff0c\u5b83\u53ef\u80fd\u4f1a\u4ee5\u5fae\u5999\u7684\u65b9\u5f0f\u9002\u5f97\u5176\u53cd\u3002<\/p>\n<p>\u8bed\u8a00\u6a21\u578b\u662f\u51fa\u8272\u7684\u6a21\u4eff\u8005\uff0c\u5b83\u4eec\u4f1a\u6a21\u4eff\u4e0a\u4e0b\u6587\u4e2d\u7684\u884c\u4e3a\u6a21\u5f0f\u3002\u5982\u679c\u4f60\u7684\u4e0a\u4e0b\u6587\u4e2d\u5145\u6ee1\u4e86\u76f8\u4f3c\u7684\u201c\u884c\u4e3a-\u89c2\u5bdf\u201d\u5bf9\uff0c\u6a21\u578b\u5c31\u4f1a\u503e\u5411\u4e8e\u9075\u5faa\u8fd9\u79cd\u6a21\u5f0f\uff0c\u5373\u4f7f\u5b83\u5df2\u4e0d\u518d\u662f\u6700\u4f73\u9009\u62e9\u3002<\/p>\n<p>\u8fd9\u5728\u6d89\u53ca\u91cd\u590d\u51b3\u7b56\u6216\u52a8\u4f5c\u7684\u4efb\u52a1\u4e2d\u53ef\u80fd\u975e\u5e38\u5371\u9669\u3002\u4f8b\u5982\uff0c\u5f53\u4f7f\u7528\u00a0<code>Manus<\/code>\u00a0\u6279\u91cf\u5ba1\u9605 20 \u4efd\u7b80\u5386\u65f6\uff0c\u4ee3\u7406\u5e38\u5e38\u4f1a\u9677\u5165\u4e00\u79cd\u8282\u594f\u2014\u2014\u4ec5\u4ec5\u56e0\u4e3a\u5728\u4e0a\u4e0b\u6587\u4e2d\u770b\u5230\u4e86\u7c7b\u4f3c\u7684\u64cd\u4f5c\uff0c\u5c31\u4e0d\u505c\u5730\u91cd\u590d\u5b83\u4eec\u3002\u8fd9\u4f1a\u5bfc\u81f4\u884c\u4e3a\u6f02\u79fb\u3001\u8fc7\u5ea6\u6cdb\u5316\uff0c\u6709\u65f6\u751a\u81f3\u662f\u5e7b\u89c9\u3002<\/p>\n<p><img decoding=\"async\" title=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a75fe727d378c10.png\" alt=\"AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a\u6765\u81ea Manus \u7684\u4e00\u7ebf\u7ecf\u9a8c-6\" \/><\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5\u662f\u589e\u52a0\u591a\u6837\u6027\u3002<code>Manus<\/code>\u00a0\u5728\u884c\u4e3a\u548c\u89c2\u5bdf\u7ed3\u679c\u4e2d\u5f15\u5165\u4e86\u5c11\u91cf\u7ed3\u6784\u5316\u7684\u53d8\u4f53\uff0c\u4f8b\u5982\u4f7f\u7528\u4e0d\u540c\u7684\u5e8f\u5217\u5316\u6a21\u677f\u3001\u66ff\u4ee3\u6027\u7684\u63aa\u8f9e\u3001\u987a\u5e8f\u6216\u683c\u5f0f\u4e0a\u7684\u5fae\u5c0f\u566a\u97f3\u3002\u8fd9\u79cd\u53d7\u63a7\u7684\u968f\u673a\u6027\u6709\u52a9\u4e8e\u6253\u7834\u56fa\u5316\u6a21\u5f0f\uff0c\u8c03\u6574\u6a21\u578b\u7684\u6ce8\u610f\u529b\u3002<\/p>\n<p>\u6362\u8a00\u4e4b\uff0c\u4e0d\u8981\u8ba9\u81ea\u5df1\u9677\u5165\u201c\u5c11\u6837\u672c\u201d\u7684\u8def\u5f84\u4f9d\u8d56\u3002\u4e0a\u4e0b\u6587\u8d8a\u662f\u6574\u9f50\u5212\u4e00\uff0c\u4ee3\u7406\u7684\u884c\u4e3a\u5c31\u8d8a\u662f\u8106\u5f31\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u4ecd\u7136\u662f\u4e00\u95e8\u65b0\u5174\u79d1\u5b66\uff0c\u4f46\u5bf9\u4e8e\u4ee3\u7406\u7cfb\u7edf\u800c\u8a00\uff0c\u5b83\u5df2\u662f\u6210\u529f\u7684\u57fa\u77f3\u3002\u6a21\u578b\u4e5f\u8bb8\u4f1a\u53d8\u5f97\u66f4\u5f3a\u3001\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\uff0c\u4f46\u4efb\u4f55\u539f\u59cb\u80fd\u529b\u7684\u63d0\u5347\uff0c\u90fd\u65e0\u6cd5\u53d6\u4ee3\u5bf9\u8bb0\u5fc6\u3001\u73af\u5883\u548c\u53cd\u9988\u7684\u7cbe\u5fc3\u8bbe\u8ba1\u3002\u4f60\u5982\u4f55\u5851\u9020\u4e0a\u4e0b\u6587\uff0c\u6700\u7ec8\u51b3\u5b9a\u4e86\u4f60\u7684\u4ee3\u7406\u5982\u4f55\u884c\u52a8\uff1a\u5b83\u7684\u8fd0\u884c\u901f\u5ea6\u3001\u6062\u590d\u80fd\u529b\u4ee5\u53ca\u6269\u5c55\u7684\u8fb9\u754c\u3002\u4ee3\u7406\u7684\u672a\u6765\uff0c\u5c06\u7531\u4e00\u4e2a\u53c8\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4e0a\u4e0b\u6587\u6784\u7b51\u800c\u6210\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u00a0Manus\u00a0\u9879\u76ee\u7684\u521d\u671f\uff0c\u56e2\u961f\u9762\u4e34\u4e00\u4e2a\u5173\u952e\u6289\u62e9\uff1a\u662f\u57fa\u4e8e\u5f00\u6e90\u6a21\u578b\u8bad\u7ec3\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u4ee3\u7406\u6a21\u578b\uff0c\u8fd8\u662f\u5229\u7528\u524d\u6cbf\u6a21\u578b\u5f3a\u5927\u7684\u201c\u4e0a\u4e0b\u6587\u5b66\u4e60\u201d\u80fd\u529b\u6765\u6784\u5efa\u4ee3\u7406\uff1f \u65f6\u95f4\u5012\u56de\u5341\u5e74\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u5f00\u53d1\u8005\u751a\u81f3\u6ca1\u6709\u9009\u62e9\u7684\u4f59\u5730\u3002\u5728\u90a3\u4e2a\u5c5e\u4e8e\u00a0BERT\u00a0\u7684\u65f6\u4ee3\uff0c\u4efb\u4f55\u6a21&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[182,34],"tags":[],"class_list":["post-32802","post","type-post","status-publish","format-standard","hentry","category-shicao","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/32802","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=32802"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/32802\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=32802"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=32802"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=32802"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}