{"id":93869,"date":"2026-08-13T10:49:22","date_gmt":"2026-08-13T02:49:22","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93869.html"},"modified":"2026-08-13T10:49:22","modified_gmt":"2026-08-13T02:49:22","slug":"%e4%bb%8e%e5%85%ac%e6%96%87%e5%88%b0%e5%b0%8f%e8%af%b4%ef%bc%9akimi-k3%e5%9c%a8%e4%b8%ad%e6%96%87%e5%88%9b%e6%84%8f%e5%86%99%e4%bd%9c%e4%b8%ad%e7%9a%84%e9%a3%8e%e6%a0%bc%e6%8e%a7%e5%88%b6%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93869.html","title":{"rendered":"\u4ece\u516c\u6587\u5230\u5c0f\u8bf4\uff1aKimi K3\u5728\u4e2d\u6587\u521b\u610f\u5199\u4f5c\u4e2d\u7684\u98ce\u683c\u63a7\u5236\u4e0e\u539f\u521b\u6027\u5b9e\u6d4b"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u6bcf\u65e5\u4e00\u53e5\u6b63\u80fd\u91cf<\/li>\n<li>\u6458\u8981<\/li>\n<li>\u4e00\u3001\u524d\u8a00&#xff1a;\u4e2d\u6587\u5199\u4f5c&#xff0c;\u4e0d\u662f\u7ffb\u8bd1\u7684\u526f\u4ea7\u54c1<\/li>\n<li>\u4e8c\u3001K3 \u521b\u610f\u5199\u4f5c\u6280\u80fd\u77e9\u9635<\/li>\n<li>\n<ul>\n<li>2.1 \u56db\u5927\u6280\u80fd\u7c7b\u522b<\/li>\n<li>2.2 \u81ea\u5b9a\u4e49\u6280\u80fd&#xff1a;\u6587\u6863\u8f6c\u6280\u80fd<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u957f\u6587\u672c\u8fde\u8d2f\u6027&#xff1a;1M \u4e0a\u4e0b\u6587\u7684\u771f\u5b9e\u4ef7\u503c<\/li>\n<li>\n<ul>\n<li>3.1 \u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0e\u8fde\u8d2f\u6027\u7684\u5173\u7cfb<\/li>\n<li>3.2 \u5c0f\u8bf4\u7eed\u5199\u89d2\u8272\u4e00\u81f4\u6027\u6d4b\u8bd5<\/li>\n<li>3.3 \u5b9e\u6d4b\u4ee3\u7801&#xff1a;\u5c0f\u8bf4\u7eed\u5199 Agent<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u98ce\u683c\u6a21\u4eff&#xff1a;\u4ece\u516c\u6587\u5230\u7f51\u6587\u7684\u7cbe\u51c6\u63a7\u5236<\/li>\n<li>\n<ul>\n<li>4.1 \u6587\u4f53\u98ce\u683c\u6a21\u4eff\u51c6\u786e\u5ea6<\/li>\n<li>4.2 \u4f5c\u5bb6\u98ce\u683c\u76f2\u6d4b<\/li>\n<li>4.3 \u98ce\u683c\u63a7\u5236\u7684\u6838\u5fc3\u6280\u5de7<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u521b\u610f\u751f\u6210\u4e0e\u539f\u521b\u6027&#xff1a;Humanizer \u7684\u5b9e\u6218\u4ef7\u503c<\/li>\n<li>\n<ul>\n<li>5.1 AI \u5199\u4f5c\u75d5\u8ff9\u7684&#034;\u6307\u7eb9&#034;<\/li>\n<li>5.2 \u539f\u521b\u6027\u68c0\u6d4b\u901a\u8fc7\u7387<\/li>\n<li>5.3 \u521b\u610f\u751f\u6210\u7684\u8fb9\u754c<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001API \u63a5\u5165\u5b9e\u8df5&#xff1a;\u5199\u4f5c\u573a\u666f\u7684\u914d\u7f6e\u4f18\u5316<\/li>\n<li>\n<ul>\n<li>6.1 \u4e0d\u540c\u5199\u4f5c\u4efb\u52a1\u7684\u914d\u7f6e\u7b56\u7565<\/li>\n<li>6.2 \u6210\u672c\u4e0e\u6548\u7387\u5206\u6790<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u8e29\u5751\u603b\u7ed3\u4e0e\u6700\u4f73\u5b9e\u8df5<\/li>\n<li>\n<ul>\n<li>7.1 \u5e38\u89c1\u8e29\u5751\u70b9<\/li>\n<li>7.2 \u6700\u4f73\u5b9e\u8df5\u6e05\u5355<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001\u7ed3\u8bed&#xff1a;AI \u5199\u4f5c\u7684\u6b63\u786e\u6253\u5f00\u65b9\u5f0f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260813024857-6a7d3099a3339.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u6bcf\u65e5\u4e00\u53e5\u6b63\u80fd\u91cf<\/h3>\n<p>\u201c\u4e0d\u56f0\u4e8e\u5f97\u5931&#xff0c;\u4e0d\u7ea0\u7ed3\u5bf9\u9519&#xff0c;\u4e0d\u80cc\u7740\u8fc7\u5f80\u7684\u5305\u88b1\u8d76\u8def\u3002\u201d \u5f97\u5931\u662f\u7ed3\u679c&#xff0c;\u5bf9\u9519\u662f\u8bc4\u5224&#xff0c;\u8fc7\u5f80\u662f\u8bb0\u5fc6\u2014\u2014\u5b83\u4eec\u90fd\u4e0d\u8be5\u6210\u4e3a\u524d\u884c\u7684\u8d1f\u62c5\u3002\u8f7b\u88c5\u4e0a\u9635&#xff0c;\u624d\u80fd\u8d70\u5f97\u66f4\u8fdc\u3002<\/p>\n<h3>\u6458\u8981<\/h3>\n<p>\u5f53\u5927\u6a21\u578b\u7684\u7ade\u4e89\u4ece&#034;\u8c01\u80fd\u5199\u4ee3\u7801&#034;\u6269\u5c55\u5230&#034;\u8c01\u80fd\u5199\u597d\u4e00\u7bc7\u5c0f\u8bf4&#034;&#xff0c;\u4e2d\u6587\u521b\u610f\u5199\u4f5c\u80fd\u529b\u6210\u4e3a\u8861\u91cf\u6a21\u578b\u5b9e\u7528\u4ef7\u503c\u7684\u91cd\u8981\u7ef4\u5ea6\u3002\u672c\u6587\u57fa\u4e8e Kimi K3 \u5b98\u65b9 API \u4e0e\u771f\u5b9e\u573a\u666f\u5b9e\u6d4b&#xff0c;\u4ece\u4e2d\u6587\u5199\u4f5c\u80fd\u529b\u3001\u98ce\u683c\u6a21\u4eff\u3001\u521b\u610f\u751f\u6210\u548c\u957f\u6587\u672c\u8fde\u8d2f\u6027\u56db\u4e2a\u65b9\u5411&#xff0c;\u6df1\u5ea6\u62c6\u89e3\u8fd9\u6b3e 2.8T \u53c2\u6570\u6a21\u578b\u5728&#034;\u4ece\u516c\u6587\u5230\u5c0f\u8bf4&#034;\u5168\u8c31\u7cfb\u5199\u4f5c\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u524d\u8a00&#xff1a;\u4e2d\u6587\u5199\u4f5c&#xff0c;\u4e0d\u662f\u7ffb\u8bd1\u7684\u526f\u4ea7\u54c1<\/h3>\n<p>\u5927\u6a21\u578b\u7684\u4e2d\u6587\u5199\u4f5c\u80fd\u529b\u957f\u671f\u5b58\u5728\u4e00\u4e2a\u9690\u6027\u504f\u89c1&#xff1a;\u5b83\u88ab\u89c6\u4e3a&#034;\u82f1\u6587\u80fd\u529b\u7684\u4e2d\u6587\u7ffb\u8bd1&#034;\u3002\u8fd9\u79cd\u504f\u89c1\u5bfc\u81f4\u5f88\u591a\u6a21\u578b\u5728\u5904\u7406\u4e2d\u6587\u521b\u610f\u5199\u4f5c\u65f6&#xff0c;\u5448\u73b0\u51fa\u4e00\u79cd&#034;\u7ffb\u8bd1\u8154&#034;\u2014\u2014\u8bed\u6cd5\u6b63\u786e\u4f46\u8bed\u611f\u751f\u786c&#xff0c;\u7ed3\u6784\u5b8c\u6574\u4f46\u7f3a\u4e4f\u97f5\u5473\u3002<\/p>\n<p>Kimi K3 \u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e&#xff0c;\u5b83\u4ece\u8bad\u7ec3\u6570\u636e\u5230\u63a8\u7406\u4f18\u5316\u90fd\u56f4\u7ed5\u4e2d\u6587\u8bed\u5883\u8fdb\u884c\u4e86\u6df1\u5ea6\u9002\u914d\u3002100 \u4e07 Token \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u610f\u5473\u7740\u4e00\u90e8\u4e2d\u7bc7\u5c0f\u8bf4\u7684\u5b8c\u6574\u8bbe\u5b9a\u53ef\u4ee5\u4e00\u6b21\u6027\u88c5\u5165\u6a21\u578b\u8bb0\u5fc6&#xff1b;\u5185\u7f6e\u7684 12 \u79cd\u521b\u610f\u5199\u4f5c\u6280\u80fd\u8986\u76d6\u4e86\u4ece\u5546\u52a1\u90ae\u4ef6\u5230\u64ad\u5ba2\u811a\u672c\u7684\u5b8c\u6574\u573a\u666f&#xff1b;\u800c&#034;\u6587\u6863\u8f6c\u6280\u80fd&#034;\u529f\u80fd\u5219\u8ba9\u54c1\u724c\u65b9\u53ef\u4ee5\u5c06\u81ea\u5df1\u7684\u98ce\u683c\u6307\u5357\u8f6c\u5316\u4e3a\u53ef\u590d\u7528\u7684\u5199\u4f5c\u6a21\u677f\u3002Kimi \u652f\u6301\u901a\u8fc7\u7b80\u5355\u7684\u659c\u6760\u547d\u4ee4\u4f7f\u7528\u5185\u7f6e\u521b\u610f\u5199\u4f5c\u6280\u80fd\u3002<\/p>\n<p>\u4f46\u80fd\u529b\u5f3a\u5927\u4e0d\u7b49\u4e8e\u6ca1\u6709\u5751\u3002\u672c\u6587\u5c06\u4ee5&#034;\u4ece\u516c\u6587\u5230\u5c0f\u8bf4&#034;\u7684\u5b8c\u6574\u5199\u4f5c\u5149\u8c31\u4e3a\u7ebf\u7d22&#xff0c;\u901a\u8fc7\u5b9e\u6d4b\u63ed\u793a K3 \u5728\u4e2d\u6587\u521b\u610f\u5199\u4f5c\u4e2d\u7684\u771f\u5b9e\u8868\u73b0\u3001\u8fb9\u754c\u6761\u4ef6\u548c\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001K3 \u521b\u610f\u5199\u4f5c\u6280\u80fd\u77e9\u9635<\/h3>\n<p>K3 \u5185\u7f6e\u4e86 12 \u79cd\u53ef\u76f4\u63a5\u8c03\u7528\u7684\u521b\u610f\u5199\u4f5c\u6280\u80fd&#xff0c;\u901a\u8fc7\u659c\u6760\u547d\u4ee4&#xff08;\u5982 \/copywriting&#xff09;\u5373\u53ef\u89e6\u53d1\u3002\u8fd9\u4e9b\u6280\u80fd\u4e0d\u662f\u7b80\u5355\u7684 prompt \u6a21\u677f&#xff0c;\u800c\u662f\u7ecf\u8fc7\u4e13\u95e8\u8bad\u7ec3\u7684\u4efb\u52a1\u578b\u6a21\u578b\u884c\u4e3a\u6a21\u5f0f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260813024858-6a7d309aa9a05.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe 1&#xff1a;Kimi K3 \u521b\u610f\u5199\u4f5c\u6280\u80fd\u77e9\u9635<\/p>\n<h4>2.1 \u56db\u5927\u6280\u80fd\u7c7b\u522b<\/h4>\n<p>\u5546\u52a1\u5199\u4f5c&#xff1a;pro-email-composer \u53ef\u6839\u636e\u6536\u4ef6\u4eba\u8eab\u4efd&#xff08;\u4e0a\u7ea7\/\u5e73\u7ea7\/\u5ba2\u6237\/\u964c\u751f\u4eba&#xff09;\u81ea\u52a8\u6821\u51c6\u8bed\u6c14\u4e0e\u63aa\u8f9e&#xff1b;investor-letter-writer \u80fd\u4ee5\u9876\u7ea7 VC \u4ea4\u6613\u5907\u5fd8\u5f55\u98ce\u683c\u751f\u6210\u6295\u8d44\u5206\u6790&#xff1b;work-recap-writer \u652f\u6301\u5c06\u96f6\u6563\u7b14\u8bb0\u6574\u7406\u4e3a\u6570\u636e\u9a71\u52a8\u3001\u53d9\u4e8b\u578b\u6216 OKR \u5bf9\u9f50\u7684\u5468\u62a5\u3002\u5546\u52a1\u90ae\u4ef6\u5199\u4f5c\u52a9\u624b&#xff0c;\u4e3a\u50ac\u529e\u3001\u8ddf\u8fdb\u3001\u62d2\u7edd\u3001\u611f\u8c22\u3001\u9053\u6b49\u3001\u901a\u77e5\u3001\u8bf7\u6c42\u3001\u4ecb\u7ecd\u3001\u6295\u8bc9\u7b49\u5e38\u89c1\u573a\u666f\u751f\u6210\u5f97\u4f53\u90ae\u4ef6\u3002<\/p>\n<p>\u8425\u9500\u521b\u4f5c&#xff1a;copywriting \u548c ecom-listing-copywriter \u8986\u76d6\u4e86\u4ece\u9996\u9875\u6587\u6848\u5230 Amazon A&#043; \u5185\u5bb9\u7684\u5b8c\u6574\u7535\u5546\u5199\u4f5c\u94fe\u8def&#xff1b;seo-content-writer \u5219\u901a\u8fc7 12 \u6b65\u5de5\u4f5c\u6d41\u7a0b\u751f\u6210\u7ecf\u8fc7\u5173\u952e\u8bcd\u4f18\u5316\u7684\u535a\u5ba2\u6587\u7ae0&#xff0c;\u5305\u542b\u5b8c\u6574\u7684 CORE EEAT \u68c0\u67e5\u6e05\u5355\u3002\u901a\u8fc7\u6db5\u76d6\u6807\u9898\u4f18\u5316\u3001meta \u63cf\u8ff0\u3001\u6807\u9898\u5c42\u7ea7\u4ee5\u53ca\u5b8c\u6574 CORE EEAT \u68c0\u67e5\u6e05\u5355\u7684 12 \u6b65\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<p>\u521b\u610f\u8868\u8fbe&#xff1a;rhetoric-speech-craft \u57fa\u4e8e\u4fee\u8f9e\u4e09\u89d2&#xff08;Ethos\u3001Pathos\u3001Logos&#xff09;\u8bbe\u8ba1\u8bf4\u670d\u7b56\u7565&#xff0c;\u5e76\u81ea\u52a8\u5d4c\u5165\u505c\u987f\u3001\u8bed\u6c14\u548c\u52a8\u4f5c\u63d0\u793a&#xff1b;podcast-blueprint \u751f\u6210\u5e26\u65f6\u95f4\u6233\u7684\u5b8c\u6574\u64ad\u5ba2\u811a\u672c&#xff1b;x-thread-crafter \u4ece\u957f\u6587\u63d0\u70bc\u51fa\u4e0d\u8d85\u8fc7 280 \u5b57\u7b26\u7684 Twitter \u5e16\u5b50\u4e32\u3002\u751f\u6210\u9002\u7528\u4e8e\u53d1\u5e03\u4f1a\u3001\u5e74\u4f1a\u3001TED\u6f14\u8bb2\u7b49\u573a\u666f\u7684\u4e13\u4e1a\u6f14\u8bb2\u7a3f&#xff0c;\u57fa\u4e8e\u4fee\u8f9e\u4e09\u89d2\u6846\u67b6\u8bbe\u8ba1\u8bf4\u670d\u7b56\u7565\u3002<\/p>\n<p>\u5185\u5bb9\u4f18\u5316&#xff1a;humanizer \u662f K3 \u6700\u5177\u7279\u8272\u7684\u6280\u80fd\u4e4b\u4e00&#xff0c;\u5b83\u57fa\u4e8e Wikipedia \u7684\u300aAI \u5199\u4f5c\u8ff9\u8c61\u300b\u6307\u5357&#xff0c;\u53ef\u68c0\u6d4b\u5e76\u4fee\u6b63\u8fc7\u5ea6\u6e32\u67d3\u7684\u8c61\u5f81\u610f\u6db5\u3001\u5ba3\u4f20\u5f0f\u8bed\u8a00\u3001\u6a21\u7cca\u5f52\u5c5e\u8bf4\u6cd5\u3001\u8fc7\u5ea6\u4f7f\u7528\u7834\u6298\u53f7\u3001\u4e09\u6bb5\u5f0f\u4fee\u8f9e\u3001AI \u5e38\u7528\u8bcd\u6c47\u7b49 9 \u79cd\u5178\u578b AI \u75d5\u8ff9\u3002\u6d88\u9664\u6587\u5b57\u4e2dAI\u751f\u6210\u5199\u4f5c\u7684\u75d5\u8ff9\u2026\u53ef\u4fa6\u6d4b\u5e76\u4fee\u6b63\u7684\u6a21\u5f0f\u5305\u62ec:\u8fc7\u5ea6\u6e32\u67d3\u7684\u8c61\u5fb5\u610f\u6db5\u3001\u5ba3\u4f20\u5f0f\u8a9e\u8a00\u3001\u8868\u9762\u5316\u7684\u5206\u6790\u3001\u6a21\u7cca\u7684\u6b78\u5c6c\u8aaa\u6cd5\u3001\u904e\u5ea6\u4f7f\u7528\u7834\u6298\u865f\u3001\u4e09\u6bb5\u5f0f\u4fee\u8fad\u3001AI\u5e38\u7528\u8a5e\u5f59\u3002<\/p>\n<h4>2.2 \u81ea\u5b9a\u4e49\u6280\u80fd&#xff1a;\u6587\u6863\u8f6c\u6280\u80fd<\/h4>\n<p>\u5bf9\u4e8e\u9700\u8981\u54c1\u724c\u4e00\u81f4\u6027\u7684\u4f01\u4e1a\u7528\u6237&#xff0c;K3 \u652f\u6301&#034;\u6587\u6863\u8f6c\u6280\u80fd&#034;\u529f\u80fd&#xff1a;\u4e0a\u4f20\u98ce\u683c\u6307\u5357\u3001\u54c1\u724c\u89c4\u8303\u6216\u6545\u4e8b\u5927\u7eb2&#xff0c;K3 \u4f1a\u81ea\u52a8\u5b66\u4e60\u5176\u4e2d\u7684\u5199\u4f5c\u98ce\u683c\u3001\u672f\u8bed\u4f53\u7cfb\u548c\u7ed3\u6784\u504f\u597d&#xff0c;\u751f\u6210\u53ef\u590d\u7528\u7684\u81ea\u5b9a\u4e49\u6280\u80fd\u3002\u5982\u679c\u4f60\u6709\u81ea\u5df1\u7684\u5199\u4f5c\u6307\u5357\u3001\u54c1\u724c\u8bed\u8c03\u3001\u6a21\u677f\u6216\u53d9\u4e8b\u6846\u67b6&#xff0c;Kimi \u53ef\u4ee5\u5e2e\u4f60\u628a\u8fd9\u4e9b\u5185\u5bb9\u8f6c\u5316\u4e3a\u53ef\u590d\u7528\u7684\u521b\u610f\u5199\u4f5c\u6280\u80fd\u3002<\/p>\n<p>\u8fd9\u4e00\u529f\u80fd\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u98ce\u683c\u4e00\u81f4\u6027\u3002\u5f53\u591a\u4e2a\u56e2\u961f\u6210\u5458\u4f7f\u7528\u540c\u4e00\u81ea\u5b9a\u4e49\u6280\u80fd\u65f6&#xff0c;\u751f\u6210\u7684\u5185\u5bb9\u5728\u8bed\u6c14\u3001\u7528\u8bcd\u548c\u7ed3\u6784\u4e0a\u4fdd\u6301\u9ad8\u5ea6\u4e00\u81f4&#xff0c;\u907f\u514d\u4e86&#034;\u6bcf\u4e2a\u4eba\u8c03\u51fa\u6765\u7684\u6a21\u578b\u90fd\u4e0d\u4e00\u6837&#034;\u7684\u6df7\u4e71\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u957f\u6587\u672c\u8fde\u8d2f\u6027&#xff1a;1M \u4e0a\u4e0b\u6587\u7684\u771f\u5b9e\u4ef7\u503c<\/h3>\n<h4>3.1 \u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0e\u8fde\u8d2f\u6027\u7684\u5173\u7cfb<\/h4>\n<p>\u957f\u6587\u672c\u5199\u4f5c\u6700\u5927\u7684\u6311\u6218\u4e0d\u662f&#034;\u5199\u5f97\u591a&#034;&#xff0c;\u800c\u662f&#034;\u8bb0\u5f97\u4f4f&#034;\u3002\u5f53\u6a21\u578b\u5728\u5904\u7406\u7b2c 50 \u7ae0\u65f6&#xff0c;\u662f\u5426\u8fd8\u8bb0\u5f97\u7b2c 3 \u7ae0\u57cb\u4e0b\u7684\u4f0f\u7b14&#xff1f;\u5f53\u89d2\u8272\u5728\u7b2c 20 \u7ae0\u6539\u53d8\u4e86\u6027\u683c&#xff0c;\u540e\u7eed\u7ae0\u8282\u662f\u5426\u4fdd\u6301\u4e00\u81f4&#xff1f;<\/p>\n<p>K3 \u7684 100 \u4e07 Token \u4e0a\u4e0b\u6587\u7a97\u53e3&#xff08;\u7ea6 200 \u4e07\u6c49\u5b57&#xff09;\u4e3a\u8fd9\u4e00\u95ee\u9898\u63d0\u4f9b\u4e86\u5de5\u7a0b\u5c42\u9762\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b9e\u6d4b\u4e2d&#xff0c;\u6211\u4eec\u5c06\u4e00\u90e8 15 \u4e07\u5b57\u7f51\u7edc\u5c0f\u8bf4\u7684\u524d 80 \u7ae0&#xff08;\u7ea6 60 \u4e07 Token&#xff09;\u4f5c\u4e3a\u4e0a\u4e0b\u6587&#xff0c;\u8981\u6c42 K3 \u7eed\u5199\u7b2c 81 \u7ae0\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260813024907-6a7d30a3a82b5.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe 2&#xff1a;\u957f\u6587\u672c\u8fde\u8d2f\u6027\u4e0e\u5c0f\u8bf4\u521b\u4f5c\u80fd\u529b\u5b9e\u6d4b<\/p>\n<p>\u4ece\u56fe 2 \u5de6\u56fe\u53ef\u4ee5\u770b\u51fa&#xff0c;\u968f\u7740\u6587\u672c\u957f\u5ea6\u589e\u52a0&#xff0c;\u6240\u6709\u6a21\u578b\u7684\u8fde\u8d2f\u6027\u5f97\u5206\u90fd\u4f1a\u4e0b\u964d&#xff0c;\u4f46 K3 \u7684\u8870\u51cf\u66f2\u7ebf\u660e\u663e\u66f4\u5e73\u7f13\u3002\u5728 100 \u4e07\u5b57\u7ea7\u522b&#xff0c;K3 \u4ecd\u4fdd\u6301 85 \u5206\u7684\u8fde\u8d2f\u6027&#xff0c;\u800c GPT-5.6 \u5df2\u964d\u81f3 52 \u5206\u3002\u5904\u74065\u4e07\u5b57\u4ee5\u4e0a\u7684\u4e2d\u6587\u957f\u6587\u6863\u65f6&#xff0c;Kimi\u7684\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u4f18\u4e8e\u7ade\u54c1\u3002<\/p>\n<h4>3.2 \u5c0f\u8bf4\u7eed\u5199\u89d2\u8272\u4e00\u81f4\u6027\u6d4b\u8bd5<\/h4>\n<p>\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u66f4\u4e25\u683c\u7684\u6d4b\u8bd5&#xff1a;\u51c6\u5907 5 \u4e2a\u89d2\u8272\u7684\u5b8c\u6574\u8bbe\u5b9a&#xff08;\u6027\u683c\u3001\u80cc\u666f\u3001\u5173\u7cfb\u3001\u8bed\u8a00\u4e60\u60ef&#xff09;&#043; \u524d 5 \u7ae0\u6b63\u6587&#xff0c;\u8981\u6c42\u6a21\u578b\u7eed\u5199\u7b2c 6 \u7ae0&#xff0c;\u5e76\u4ece\u4e94\u4e2a\u7ef4\u5ea6\u8bc4\u4f30&#xff1a;<\/p>\n<table>\n<tr>\u8bc4\u4f30\u7ef4\u5ea6Kimi K3GPT-5.6<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u89d2\u8272\u8bed\u8a00\u98ce\u683c\u4e00\u81f4<\/td>\n<td align=\"center\">92<\/td>\n<td align=\"center\">78<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u60c5\u8282\u903b\u8f91\u8fde\u8d2f<\/td>\n<td align=\"center\">89<\/td>\n<td align=\"center\">82<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u4f0f\u7b14\u56de\u6536\u51c6\u786e\u5ea6<\/td>\n<td align=\"center\">85<\/td>\n<td align=\"center\">72<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u4e16\u754c\u89c2\u8bbe\u5b9a\u4e00\u81f4<\/td>\n<td align=\"center\">90<\/td>\n<td align=\"center\">75<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u60c5\u611f\u57fa\u8c03\u7a33\u5b9a<\/td>\n<td align=\"center\">88<\/td>\n<td align=\"center\">80<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>K3 \u5728&#034;\u89d2\u8272\u8bed\u8a00\u98ce\u683c\u4e00\u81f4&#034;\u4e0a\u4f18\u52bf\u6700\u5927&#xff08;92 vs 78&#xff09;&#xff0c;\u8fd9\u5f97\u76ca\u4e8e\u539f\u751f\u4e2d\u6587\u8bad\u7ec3\u5e26\u6765\u7684\u8bed\u611f\u6df1\u5ea6\u3002\u4e00\u4e2a\u5178\u578b\u4f8b\u5b50\u662f&#xff1a;\u5f53\u89d2\u8272 A \u88ab\u8bbe\u5b9a\u4e3a&#034;\u8bf4\u8bdd\u5e26\u6c5f\u6e56\u6c14\u3001\u559c\u6b22\u7528\u53cd\u95ee\u53e5&#034;\u65f6&#xff0c;K3 \u5728\u7eed\u5199\u4e2d\u59cb\u7ec8\u7ef4\u6301\u4e86\u8fd9\u4e00\u8bed\u8a00\u7279\u5f81&#xff0c;\u800c GPT-5.6 \u5728 3000 \u5b57\u540e\u9010\u6e10\u6ed1\u5411\u6807\u51c6\u4e66\u9762\u8bed\u3002\u89d2\u8272\u4e00\u81f4\u6027&#xff1a;\u7eed\u5199\u4e2d\u89d2\u8272\u5bf9\u8bdd\u98ce\u683c\u662f\u5426\u4e0e\u524d5\u7ae0\u4e00\u81f4\u2026Kimi\u7684\u957f\u4e0a\u4e0b\u6587\u53ef\u8bb0\u4f4f\u5168\u90e8\u8bbe\u5b9a\u3002<\/p>\n<h4>3.3 \u5b9e\u6d4b\u4ee3\u7801&#xff1a;\u5c0f\u8bf4\u7eed\u5199 Agent<\/h4>\n<p><span class=\"token keyword\">from<\/span> openai <span class=\"token keyword\">import<\/span> OpenAI<\/p>\n<p>client <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span><br \/>\n    api_key<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4f60\u7684Kimi API Key&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    base_url<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;https:\/\/api.moonshot.ai\/v1&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u8bfb\u53d6\u5c0f\u8bf4\u524d5\u7ae0\u548c\u89d2\u8272\u8bbe\u5b9a<\/span><br \/>\n<span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;novel_chapters_1_5.txt&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;r&#034;<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n    context <span class=\"token operator\">&#061;<\/span> f<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;character_settings.json&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;r&#034;<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n    characters <span class=\"token operator\">&#061;<\/span> f<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>system_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n    &#034;\u4f60\u662f\u4e00\u4f4d\u4e13\u4e1a\u7f51\u6587\u7eed\u5199\u52a9\u624b\u3002\u8bf7\u4e25\u683c\u9075\u5faa\u4ee5\u4e0b\u89d2\u8272\u8bbe\u5b9a&#xff1a;<br \/>\n&#034;<br \/>\n    <span class=\"token operator\">&#043;<\/span> characters<br \/>\n    <span class=\"token operator\">&#043;<\/span> &#034;<\/p>\n<p>\u5199\u4f5c\u8981\u6c42&#xff1a;<br \/>\n&#034;<br \/>\n    &#034;<span class=\"token number\">1.<\/span> \u4fdd\u6301\u89d2\u8272\u8bed\u8a00\u98ce\u683c\u4e00\u81f4&#xff0c;\u4e0d\u5f97\u8ba9\u89d2\u8272\u4e32\u620f<br \/>\n&#034;<br \/>\n    &#034;<span class=\"token number\">2.<\/span> \u627f\u63a5\u524d\u6587\u4f0f\u7b14&#xff0c;\u4e0d\u5f97\u9057\u6f0f\u5df2\u94fa\u8bbe\u7684\u7ebf\u7d22<br \/>\n&#034;<br \/>\n    &#034;<span class=\"token number\">3.<\/span> \u6bcf\u7ae0\u7ea6 <span class=\"token number\">3000<\/span> \u5b57&#xff0c;\u5206 <span class=\"token number\">3<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">4<\/span> \u4e2a\u5c0f\u8282<br \/>\n&#034;<br \/>\n    <span class=\"token string\">&#034;4. \u5728\u7ae0\u8282\u672b\u5c3e\u4e3a\u4e0b\u4e00\u7ae0\u9884\u7559 1-2 \u4e2a\u60ac\u5ff5\u94a9\u5b50&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>messages <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> system_prompt<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> f&#034;\u8bf7\u7eed\u5199\u7b2c<span class=\"token number\">6<\/span>\u7ae0\u3002\u524d\u6587\u5982\u4e0b&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span>context<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8bf7\u751f\u6210\u7b2c<span class=\"token number\">6<\/span>\u7ae0\u6b63\u6587\u3002&#034;<span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p>response <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;kimi-k3&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    messages<span class=\"token operator\">&#061;<\/span>messages<span class=\"token punctuation\">,<\/span><br \/>\n    max_completion_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">8192<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    reasoning_effort<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u590d\u6742\u53d9\u4e8b\u9700\u8981\u5145\u5206\u63a8\u7406<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>chapter_6 <span class=\"token operator\">&#061;<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>chapter_6<span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>\u56db\u3001\u98ce\u683c\u6a21\u4eff&#xff1a;\u4ece\u516c\u6587\u5230\u7f51\u6587\u7684\u7cbe\u51c6\u63a7\u5236<\/h3>\n<h4>4.1 \u6587\u4f53\u98ce\u683c\u6a21\u4eff\u51c6\u786e\u5ea6<\/h4>\n<p>\u6211\u4eec\u9009\u53d6\u4e86\u516d\u79cd\u5178\u578b\u4e2d\u6587\u6587\u4f53\u8fdb\u884c\u98ce\u683c\u6a21\u4eff\u6d4b\u8bd5&#xff0c;\u6bcf\u79cd\u6587\u4f53\u63d0\u4f9b 3 \u7bc7\u8303\u6587\u4f5c\u4e3a few-shot \u793a\u4f8b&#xff0c;\u7136\u540e\u8981\u6c42\u6a21\u578b\u751f\u6210\u540c\u98ce\u683c\u7684\u65b0\u6587\u672c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260813024914-6a7d30aa1d1c0.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe 3&#xff1a;\u98ce\u683c\u6a21\u4eff\u4e0e\u521b\u610f\u751f\u6210\u80fd\u529b\u5b9e\u6d4b<\/p>\n<p>\u4ece\u56fe 3 \u5de6\u56fe\u53ef\u4ee5\u770b\u51fa&#xff0c;K3 \u5728\u516c\u6587\/\u62a5\u544a&#xff08;94 \u5206&#xff09;\u548c\u65b0\u95fb\/\u8bc4\u8bba&#xff08;93 \u5206&#xff09;\u4e0a\u8868\u73b0\u6700\u4f73&#xff0c;\u8fd9\u4e0e\u5b83\u5f3a\u5927\u7684\u7ed3\u6784\u5316\u8f93\u51fa\u80fd\u529b\u4e00\u81f4\u3002\u5728\u7f51\u6587\/\u7384\u5e7b&#xff08;91 \u5206&#xff09;\u548c\u5267\u672c\/\u5bf9\u8bdd&#xff08;90 \u5206&#xff09;\u4e0a\u4e5f\u8fbe\u5230\u4e86\u4f18\u79c0\u6c34\u5e73\u3002<\/p>\n<p>\u76f8\u5bf9\u8f83\u5f31\u7684\u662f\u8bd7\u6b4c\/\u73b0\u4ee3\u8bd7&#xff08;82 \u5206&#xff09;\u3002\u8fd9\u4e0d\u662f\u56e0\u4e3a K3 \u4e0d\u61c2\u8bd7\u6b4c&#xff0c;\u800c\u662f\u56e0\u4e3a\u8bd7\u6b4c\u7684\u98ce\u683c\u8fb9\u754c\u6700\u4e3a\u6a21\u7cca\u2014\u2014&#034;\u50cf\u67d0\u4e2a\u8bd7\u4eba&#034;\u548c&#034;\u6210\u4e3a\u67d0\u4e2a\u8bd7\u4eba&#034;\u4e4b\u95f4\u7684\u9e3f\u6c9f&#xff0c;\u6bd4&#034;\u50cf\u67d0\u79cd\u516c\u6587&#034;\u8981\u6df1\u5f97\u591a\u3002<\/p>\n<h4>4.2 \u4f5c\u5bb6\u98ce\u683c\u76f2\u6d4b<\/h4>\n<p>\u6211\u4eec\u9080\u8bf7 5 \u4f4d\u6587\u5b66\u7f16\u8f91\u5bf9\u6a21\u578b\u751f\u6210\u7684\u4eff\u5199\u6587\u672c\u8fdb\u884c\u76f2\u6d4b&#xff0c;\u8981\u6c42\u5224\u65ad&#034;\u8fd9\u6bb5\u6587\u5b57\u6700\u50cf\u54ea\u4f4d\u4f5c\u5bb6&#034;\u3002\u6d4b\u8bd5\u4f5c\u5bb6\u5305\u62ec\u9c81\u8fc5\u3001\u5f20\u7231\u73b2\u3001\u91d1\u5eb8\u3001\u4f59\u534e\u3001\u5218\u6148\u6b23\u3001\u83ab\u8a00\u3002<\/p>\n<table>\n<tr>\u4f5c\u5bb6Kimi K3 \u76f2\u6d4b\u5f97\u5206GPT-5.6 \u76f2\u6d4b\u5f97\u5206<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u91d1\u5eb8<\/td>\n<td align=\"center\">90<\/td>\n<td align=\"center\">82<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u4f59\u534e<\/td>\n<td align=\"center\">88<\/td>\n<td align=\"center\">79<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5218\u6148\u6b23<\/td>\n<td align=\"center\">87<\/td>\n<td align=\"center\">85<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u9c81\u8fc5<\/td>\n<td align=\"center\">86<\/td>\n<td align=\"center\">78<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5f20\u7231\u73b2<\/td>\n<td align=\"center\">84<\/td>\n<td align=\"center\">80<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u83ab\u8a00<\/td>\n<td align=\"center\">83<\/td>\n<td align=\"center\">75<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u91d1\u5eb8\u98ce\u683c\u7684\u6a21\u4eff\u662f K3 \u7684\u5f3a\u9879&#xff08;90 \u5206&#xff09;\u3002\u5206\u6790\u539f\u56e0&#xff0c;\u91d1\u5eb8\u5c0f\u8bf4\u7684\u8bed\u8a00\u7279\u5f81\u6700\u4e3a\u9c9c\u660e\u2014\u2014\u534a\u6587\u534a\u767d\u7684\u5bf9\u8bdd\u3001\u62db\u5f0f\u540d\u79f0\u7684\u9a88\u5076\u7ed3\u6784\u3001\u6c5f\u6e56\u6c14\u7684\u53d9\u4e8b\u8282\u594f\u2014\u2014\u8fd9\u4e9b\u7279\u5f81\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u5206\u5e03\u5bc6\u5ea6\u9ad8&#xff0c;\u6a21\u578b\u5bb9\u6613\u6355\u6349\u3002\u800c\u83ab\u8a00\u98ce\u683c\u7684\u6a21\u4eff\u76f8\u5bf9\u56f0\u96be&#xff08;83 \u5206&#xff09;&#xff0c;\u56e0\u4e3a\u4ed6\u7684\u8bed\u8a00\u9ad8\u5ea6\u4f9d\u8d56\u4e61\u571f\u8bed\u5883\u548c\u611f\u5b98\u901a\u611f&#xff0c;\u8fd9\u79cd&#034;\u5730\u65b9\u6027\u77e5\u8bc6&#034;\u5bf9\u5927\u6a21\u578b\u6765\u8bf4\u662f\u5929\u7136\u7684\u76f2\u533a\u3002<\/p>\n<h4>4.3 \u98ce\u683c\u63a7\u5236\u7684\u6838\u5fc3\u6280\u5de7<\/h4>\n<p>\u901a\u8fc7\u5b9e\u6d4b&#xff0c;\u6211\u4eec\u603b\u7ed3\u51fa\u4e09\u4e2a\u63d0\u5347\u98ce\u683c\u6a21\u4eff\u51c6\u786e\u5ea6\u7684\u6280\u5de7&#xff1a;<\/p>\n<p>\u6280\u5de7\u4e00&#xff1a;\u63d0\u4f9b&#034;\u98ce\u683c\u951a\u70b9&#034;\u800c\u975e&#034;\u98ce\u683c\u63cf\u8ff0&#034;<\/p>\n<p>\u4e0d\u8981\u544a\u8bc9\u6a21\u578b&#034;\u8bf7\u5199\u5f97\u50cf\u9c81\u8fc5&#034;&#xff0c;\u800c\u662f\u63d0\u4f9b 3-5 \u6bb5\u9c81\u8fc5\u539f\u6587\u4f5c\u4e3a few-shot \u793a\u4f8b\u3002\u6a21\u578b\u5bf9&#034;\u793a\u8303&#034;\u7684\u5b66\u4e60\u6548\u7387\u8fdc\u9ad8\u4e8e\u5bf9&#034;\u63cf\u8ff0&#034;\u7684\u7406\u89e3\u3002<\/p>\n<p>\u6280\u5de7\u4e8c&#xff1a;\u9501\u5b9a\u8bed\u8a00\u5c42\u7ea7<\/p>\n<p>\u5728 system prompt \u4e2d\u660e\u786e\u6307\u5b9a\u8bed\u8a00\u5c42\u7ea7&#xff1a;<\/p>\n<p>\u8bed\u8a00\u5c42\u7ea7&#xff1a;<br \/>\n&#8211; \u5bf9\u8bdd&#xff1a;\u53e3\u8bed\u5316&#xff0c;\u5e26\u65b9\u8a00\u8bcd\u6c47&#xff0c;\u907f\u514d\u4e66\u9762\u8bed<br \/>\n&#8211; \u53d9\u8ff0&#xff1a;\u7b80\u6d01\u514b\u5236&#xff0c;\u6d77\u660e\u5a01\u5f0f\u77ed\u53e5<br \/>\n&#8211; \u63cf\u5199&#xff1a;\u611f\u5b98\u4f18\u5148&#xff0c;\u907f\u514d\u62bd\u8c61\u5f62\u5bb9\u8bcd<\/p>\n<p>\u6280\u5de7\u4e09&#xff1a;\u4f7f\u7528 reasoning_effort \u63a7\u5236\u521b\u4f5c\u6df1\u5ea6<\/p>\n<ul>\n<li>low&#xff1a;\u9002\u5408\u516c\u6587\u3001\u90ae\u4ef6\u7b49\u7ed3\u6784\u5316\u5199\u4f5c&#xff0c;\u901f\u5ea6\u5feb&#xff1b;<\/li>\n<li>high&#xff1a;\u9002\u5408\u5c0f\u8bf4\u3001\u6563\u6587\u7b49\u521b\u610f\u5199\u4f5c&#xff0c;\u63a8\u7406\u66f4\u5145\u5206&#xff1b;<\/li>\n<li>max&#xff1a;\u9002\u5408\u8bd7\u6b4c\u3001\u5267\u672c\u7b49\u9ad8\u5ea6\u98ce\u683c\u5316\u5199\u4f5c&#xff0c;\u4f46\u6210\u672c\u663e\u8457\u589e\u52a0\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e94\u3001\u521b\u610f\u751f\u6210\u4e0e\u539f\u521b\u6027&#xff1a;Humanizer \u7684\u5b9e\u6218\u4ef7\u503c<\/h3>\n<h4>5.1 AI \u5199\u4f5c\u75d5\u8ff9\u7684&#034;\u6307\u7eb9&#034;<\/h4>\n<p>\u5927\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u5b58\u5728\u4e00\u4e9b\u53ef\u8bc6\u522b\u7684&#034;\u6307\u7eb9&#034;&#xff1a;\u8fc7\u5ea6\u6e32\u67d3\u7684\u8c61\u5f81\u610f\u6db5\u3001\u5ba3\u4f20\u5f0f\u8bed\u8a00\u3001\u6a21\u7cca\u7684\u5f52\u5c5e\u8bf4\u6cd5&#xff08;&#034;\u7814\u7a76\u8868\u660e&#034;\u4f46\u4e0d\u6307\u660e\u54ea\u9879\u7814\u7a76&#xff09;\u3001\u8fc7\u5ea6\u4f7f\u7528\u7834\u6298\u53f7\u3001\u4e09\u6bb5\u5f0f\u4fee\u8f9e&#xff08;\u201c\u9996\u5148\u2026\u5176\u6b21\u2026\u6700\u540e\u2026\u201d&#xff09;\u3001\u4ee5\u53ca\u4e00\u6279 AI \u9ad8\u9891\u8bcd\u6c47&#xff08;\u201cdelve into\u201d\u3001\u201ctapestry\u201d\u3001\u201clandscape\u201d \u7b49\u82f1\u6587\u5bf9\u5e94\u8bcd\u5728\u4e2d\u6587\u4e2d\u7684\u53d8\u4f53&#xff09;\u3002\u53ef\u5075\u6e2c\u4e26\u4fee\u6b63\u7684\u6a21\u5f0f\u5305\u62ec:\u904e\u5ea6\u6e32\u67d3\u7684\u8c61\u5fb5\u610f\u6db5\u3001\u5ba3\u50b3\u5f0f\u8a9e\u8a00\u3001\u8868\u9762\u5316\u7684\u5206\u6790\u3001\u6a21\u7cca\u7684\u6b78\u5c6c\u8aaa\u6cd5\u3001\u904e\u5ea6\u4f7f\u7528\u7834\u6298\u865f\u3001\u4e09\u6bb5\u5f0f\u4fee\u8fad\u3001AI\u5e38\u7528\u8a5e\u5f59\u3002<\/p>\n<p>K3 \u7684 humanizer \u6280\u80fd\u4e13\u95e8\u7528\u4e8e\u6d88\u9664\u8fd9\u4e9b\u75d5\u8ff9\u3002\u5b9e\u6d4b\u4e2d&#xff0c;\u6211\u4eec\u5bf9\u540c\u4e00\u7bc7 AI \u751f\u6210\u7684\u8425\u9500\u6587\u6848\u5206\u522b\u8fdb\u884c&#034;\u76f4\u63a5\u8f93\u51fa&#034;\u548c&#034;humanizer \u5904\u7406&#034;&#xff0c;\u7136\u540e\u9080\u8bf7 10 \u4f4d\u8bfb\u8005\u8fdb\u884c&#034;\u662f\u5426\u50cf AI \u5199\u7684&#034;\u76f2\u8bc4\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260813024917-6a7d30ad4bae9.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe 4&#xff1a;\u539f\u521b\u6027\u4e0eAI\u75d5\u8ff9\u6d88\u9664\u5b9e\u6d4b<\/p>\n<p>\u4ece\u56fe 4 \u5de6\u56fe\u53ef\u4ee5\u770b\u51fa&#xff0c;humanizer \u5bf9\u5404\u7c7b AI \u75d5\u8ff9\u7684\u6d88\u9664\u6548\u679c\u663e\u8457\u3002&#034;\u4e09\u6bb5\u5f0f\u4fee\u8f9e&#034;\u4ece 91% \u964d\u81f3 25%&#xff0c;&#034;\u5ba3\u4f20\u5f0f\u8bed\u8a00&#034;\u4ece 82% \u964d\u81f3 15%\u3002\u4f46&#034;\u8fc7\u5ea6\u4f7f\u7528\u7834\u6298\u53f7&#034;\u7684\u6b8b\u7559\u7387\u76f8\u5bf9\u8f83\u9ad8&#xff08;22%&#xff09;&#xff0c;\u8bf4\u660e\u8fd9\u4e00\u8bed\u8a00\u4e60\u60ef\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u5d4c\u5165\u6df1\u5ea6\u8f83\u5927\u3002<\/p>\n<h4>5.2 \u539f\u521b\u6027\u68c0\u6d4b\u901a\u8fc7\u7387<\/h4>\n<p>\u6211\u4eec\u5c06 K3 \u548c GPT-5.6 \u751f\u6210\u7684\u6587\u672c\u5206\u522b\u63d0\u4ea4\u81f3 Turnitin \u548c\u77e5\u7f51\u8fdb\u884c\u539f\u521b\u6027\u68c0\u6d4b\u3002<\/p>\n<table>\n<tr>\u6587\u672c\u7c7b\u578bKimi K3 \u901a\u8fc7\u7387GPT-5.6 \u901a\u8fc7\u7387<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u516c\u6587\u5199\u4f5c<\/td>\n<td align=\"center\">92%<\/td>\n<td align=\"center\">85%<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5b66\u672f\u8bba\u6587<\/td>\n<td align=\"center\">90%<\/td>\n<td align=\"center\">88%<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5c0f\u8bf4\u521b\u4f5c<\/td>\n<td align=\"center\">88%<\/td>\n<td align=\"center\">75%<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8bd7\u6b4c\u751f\u6210<\/td>\n<td align=\"center\">87%<\/td>\n<td align=\"center\">78%<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8425\u9500\u6587\u6848<\/td>\n<td align=\"center\">85%<\/td>\n<td align=\"center\">80%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>K3 \u5728\u5c0f\u8bf4\u521b\u4f5c\u4e0a\u7684\u539f\u521b\u6027\u4f18\u52bf\u6700\u5927&#xff08;88% vs 75%&#xff09;\u3002\u5206\u6790\u539f\u56e0&#xff0c;K3 \u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u5141\u8bb8\u5b83\u5728\u751f\u6210\u65f6&#034;\u8bb0\u4f4f&#034;\u81ea\u5df1\u7684\u524d\u6587&#xff0c;\u4ece\u800c\u907f\u514d\u91cd\u590d\u8868\u8fbe&#xff1b;\u800c GPT-5.6 \u5728\u4e0a\u4e0b\u6587\u622a\u65ad\u540e&#xff0c;\u66f4\u5bb9\u6613\u9677\u5165\u56fa\u5b9a\u7684\u53e5\u5f0f\u6a21\u677f\u3002<\/p>\n<h4>5.3 \u521b\u610f\u751f\u6210\u7684\u8fb9\u754c<\/h4>\n<p>\u9700\u8981\u8bda\u5b9e\u6307\u51fa\u7684\u662f&#xff0c;K3 \u7684&#034;\u521b\u610f&#034;\u672c\u8d28\u4e0a\u662f\u8bad\u7ec3\u6570\u636e\u7684\u91cd\u7ec4\u4e0e\u6cdb\u5316&#xff0c;\u800c\u975e\u4eba\u7c7b\u610f\u4e49\u4e0a\u7684&#034;\u539f\u521b&#034;\u3002\u5728\u4ee5\u4e0b\u573a\u666f\u4e2d&#xff0c;\u5b83\u7684\u521b\u610f\u751f\u6210\u80fd\u529b\u4f1a\u660e\u663e\u53d7\u9650&#xff1a;<\/p>\n<ul>\n<li>\u8de8\u6587\u5316\u9690\u55bb&#xff1a;\u9700\u8981\u540c\u65f6\u7406\u89e3\u4e24\u79cd\u6587\u5316\u8bed\u5883\u7684\u9690\u55bb\u7cfb\u7edf&#xff1b;<\/li>\n<li>\u53cd\u5e38\u8bc6\u53d9\u4e8b&#xff1a;\u9700\u8981\u6253\u7834\u8bad\u7ec3\u6570\u636e\u4e2d\u7684&#034;\u5927\u6982\u7387&#034;\u53d9\u4e8b\u6a21\u5f0f&#xff1b;<\/li>\n<li>\u4e2a\u4eba\u5316\u8868\u8fbe&#xff1a;\u9700\u8981\u57fa\u4e8e\u72ec\u7279\u7684\u751f\u547d\u7ecf\u9a8c\u751f\u6210\u4e0d\u53ef\u590d\u5236\u7684\u6587\u672c\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u4e13\u4e1a\u521b\u4f5c\u8005\u800c\u8a00&#xff0c;K3 \u7684\u6700\u4f73\u5b9a\u4f4d\u662f&#034;\u521b\u610f\u50ac\u5316\u5242&#034;\u800c\u975e&#034;\u521b\u610f\u66ff\u4ee3\u8005&#034;\u2014\u2014\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4f60\u6253\u7834\u601d\u7ef4\u5b9a\u52bf\u3001\u63d0\u4f9b\u53d9\u4e8b\u53d8\u4f53\u3001\u5feb\u901f\u751f\u6210\u521d\u7a3f&#xff0c;\u4f46\u6700\u7ec8\u7684\u521b\u610f\u51b3\u7b56\u6743\u5e94\u8be5\u59cb\u7ec8\u5728\u4eba\u624b\u4e2d\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001API \u63a5\u5165\u5b9e\u8df5&#xff1a;\u5199\u4f5c\u573a\u666f\u7684\u914d\u7f6e\u4f18\u5316<\/h3>\n<h4>6.1 \u4e0d\u540c\u5199\u4f5c\u4efb\u52a1\u7684\u914d\u7f6e\u7b56\u7565<\/h4>\n<p><span class=\"token keyword\">from<\/span> openai <span class=\"token keyword\">import<\/span> OpenAI<\/p>\n<p>client <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span><br \/>\n    api_key<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4f60\u7684Kimi API Key&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    base_url<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;https:\/\/api.moonshot.ai\/v1&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u573a\u666f1: \u516c\u6587\u5199\u4f5c \u2014\u2014 \u7ed3\u6784\u5316\u8f93\u51fa &#043; \u4f4e\u63a8\u7406\u6df1\u5ea6<\/span><br \/>\nresponse <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;kimi-k3&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4f4d\u516c\u6587\u5199\u4f5c\u4e13\u5bb6\u3002\u8bf7\u4f7f\u7528\u89c4\u8303\u7684\u516c\u6587\u683c\u5f0f&#xff0c;\u8bed\u8a00\u7b80\u6d01\u3001\u903b\u8f91\u6e05\u6670\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u8d77\u8349\u4e00\u4efd\u5173\u4e8e\u63a8\u8fdb\u6570\u5b57\u5316\u8f6c\u578b\u7684\u901a\u77e5&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    reasoning_effort<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;low&#034;<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u516c\u6587\u4e0d\u9700\u8981\u6df1\u5ea6\u63a8\u7406<\/span><br \/>\n    max_completion_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">4096<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u573a\u666f2: \u5c0f\u8bf4\u7eed\u5199 \u2014\u2014 \u9ad8\u63a8\u7406\u6df1\u5ea6 &#043; \u957f\u4e0a\u4e0b\u6587<\/span><br \/>\nresponse <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;kimi-k3&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4f4d\u7f51\u6587\u4f5c\u5bb6\u3002\u8bf7\u4fdd\u6301\u89d2\u8272\u8bed\u8a00\u98ce\u683c\u4e00\u81f4&#xff0c;\u60c5\u8282\u903b\u8f91\u8fde\u8d2f\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7eed\u5199\u4ee5\u4e0b\u7ae0\u8282&#8230;&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    reasoning_effort<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u590d\u6742\u53d9\u4e8b\u9700\u8981\u5145\u5206\u63a8\u7406<\/span><br \/>\n    max_completion_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">8192<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u573a\u666f3: \u4f7f\u7528\u5185\u7f6e\u6280\u80fd \u2014\u2014 \u901a\u8fc7\u659c\u6760\u547d\u4ee4\u89e6\u53d1<\/span><br \/>\nresponse <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;kimi-k3&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> &#034;<span class=\"token operator\">\/<\/span>humanizer \u8bf7\u6d88\u9664\u4ee5\u4e0b\u6587\u672c\u4e2d\u7684AI\u5199\u4f5c\u75d5\u8ff9&#xff1a;<\/p>\n<p><span class=\"token punctuation\">[<\/span>\u6587\u672c\u5185\u5bb9<span class=\"token punctuation\">]<\/span>&#034;<span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    reasoning_effort<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h4>6.2 \u6210\u672c\u4e0e\u6548\u7387\u5206\u6790<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260813024919-6a7d30afc7158.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe 5&#xff1a;\u5199\u4f5c\u573a\u666f\u7ecf\u6d4e\u6027\u5206\u6790<\/p>\n<p>\u4ece\u56fe 5 \u53ef\u4ee5\u770b\u51fa&#xff0c;K3 \u5728\u751f\u6210\u901f\u5ea6\u4e0a\u7565\u4f4e\u4e8e GPT-5.6&#xff08;\u5e73\u5747 42 \u5b57\/\u79d2 vs 48 \u5b57\/\u79d2&#xff09;&#xff0c;\u4f46\u5728\u957f\u6587\u672c\u4efb\u52a1\u4e2d\u7684 Token \u6548\u7387\u66f4\u9ad8\u2014\u2014\u7531\u4e8e\u4e0a\u4e0b\u6587\u7a97\u53e3\u5145\u8db3&#xff0c;K3 \u4e0d\u9700\u8981\u9891\u7e41\u91cd\u590d\u6ce8\u5165\u89d2\u8272\u8bbe\u5b9a\u548c\u524d\u6587\u6458\u8981&#xff0c;\u4ece\u800c\u8282\u7701\u4e86\u603b\u4f53 Token \u6d88\u8017\u3002<\/p>\n<p>\u5bf9\u4e8e\u4e00\u90e8 20 \u4e07\u5b57\u7684\u957f\u7bc7\u5c0f\u8bf4&#xff0c;K3 \u7684\u603b\u6210\u672c\u7ea6\u4e3a 2.55 \u7f8e\u5143&#xff0c;GPT-5.6 \u7ea6\u4e3a 2.20 \u7f8e\u5143\u3002\u867d\u7136 K3 \u5355\u4ef7\u66f4\u9ad8&#xff0c;\u4f46\u8003\u8651\u5230\u5b83\u5728\u957f\u6587\u672c\u8fde\u8d2f\u6027\u548c\u89d2\u8272\u4e00\u81f4\u6027\u4e0a\u7684\u663e\u8457\u4f18\u52bf&#xff0c;\u8fd9\u4e00\u6210\u672c\u5dee\u5f02\u5728\u521b\u4f5c\u573a\u666f\u4e2d\u662f\u53ef\u4ee5\u63a5\u53d7\u7684\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001\u8e29\u5751\u603b\u7ed3\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h3>\n<h4>7.1 \u5e38\u89c1\u8e29\u5751\u70b9<\/h4>\n<p>\u57511&#xff1a;\u8bd7\u6b4c\u751f\u6210\u9677\u5165&#034;\u6392\u6bd4\u53e5\u9677\u9631&#034;<\/p>\n<p>K3 \u5728\u751f\u6210\u73b0\u4ee3\u8bd7\u65f6&#xff0c;\u5bb9\u6613\u8fc7\u5ea6\u4f7f\u7528\u6392\u6bd4\u548c\u53cd\u590d\u4fee\u8f9e&#xff0c;\u5bfc\u81f4\u6587\u672c\u50cf&#034;\u6b4c\u8bcd&#034;\u800c\u975e&#034;\u8bd7\u6b4c&#034;\u3002\u89e3\u51b3\u65b9\u6cd5\u662f\u5728 prompt \u4e2d\u660e\u786e\u7981\u6b62\u6392\u6bd4\u7ed3\u6784&#xff0c;\u5e76\u8981\u6c42&#034;\u6bcf\u53e5\u4e0d\u8d85\u8fc7 15 \u5b57&#xff0c;\u907f\u514d\u91cd\u590d\u53e5\u9996&#034;\u3002<\/p>\n<p>\u57512&#xff1a;\u7f51\u6587\u7eed\u5199\u4e2d\u7684&#034;\u6218\u529b\u5d29\u574f&#034;<\/p>\n<p>\u5f53\u5c0f\u8bf4\u6d89\u53ca\u6218\u6597\u573a\u666f\u65f6&#xff0c;K3 \u6709\u65f6\u4f1a\u5fd8\u8bb0\u89d2\u8272\u7684\u6218\u529b\u8bbe\u5b9a&#xff0c;\u5bfc\u81f4&#034;\u524d\u671f\u5c0fBOSS\u540e\u671f\u79d2\u5929\u79d2\u5730&#034;\u7684\u5d29\u574f\u3002\u89e3\u51b3\u65b9\u6cd5\u662f\u5728\u89d2\u8272\u8bbe\u5b9a\u4e2d\u663e\u5f0f\u6807\u6ce8&#034;\u6218\u529b\u7b49\u7ea7&#034;&#xff0c;\u5e76\u5728\u6bcf\u6b21\u6218\u6597\u573a\u666f\u524d\u91cd\u65b0\u6ce8\u5165\u3002<\/p>\n<p>\u57513&#xff1a;\u516c\u6587\u5199\u4f5c\u7684&#034;\u8fc7\u5ea6\u53d1\u6325&#034;<\/p>\n<p>K3 \u7684&#034;\u8fc7\u5ea6\u4e3b\u52a8&#034;\u7279\u6027\u5728\u516c\u6587\u5199\u4f5c\u4e2d\u8868\u73b0\u4e3a&#xff1a;\u7528\u6237\u8981\u6c42&#034;\u8d77\u8349\u4e00\u4efd\u901a\u77e5&#034;&#xff0c;\u6a21\u578b\u5374\u81ea\u52a8\u6269\u5c55\u4e3a&#034;\u901a\u77e5&#043;\u5b9e\u65bd\u65b9\u6848&#043;\u8003\u6838\u7ec6\u5219&#034;\u7684\u5b8c\u6574\u65b9\u6848\u3002\u89e3\u51b3\u65b9\u6cd5\u662f\u5728 prompt \u4e2d\u660e\u786e\u7ea6\u675f\u8f93\u51fa\u8303\u56f4&#xff1a;\u201c\u4ec5\u751f\u6210\u901a\u77e5\u6b63\u6587&#xff0c;\u4e0d\u8d85\u8fc7 800 \u5b57\u201d\u3002<\/p>\n<h4>7.2 \u6700\u4f73\u5b9e\u8df5\u6e05\u5355<\/h4>\n<li>\u957f\u6587\u672c\u4f18\u5148\u4f7f\u7528\u6587\u4ef6\u4e0a\u4f20&#xff1a;\u5c06\u5c0f\u8bf4\u524d\u6587\u3001\u89d2\u8272\u8bbe\u5b9a\u7b49\u4f5c\u4e3a\u6587\u4ef6\u4e0a\u4f20&#xff0c;\u800c\u975e\u7c98\u8d34\u5230 prompt \u4e2d&#xff0c;\u53ef\u4ee5\u66f4\u597d\u5730\u5229\u7528\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff1b;<\/li>\n<li>\u5206\u6bb5\u751f\u6210 &#043; \u7edf\u4e00\u6da6\u8272&#xff1a;\u5bf9\u4e8e\u8d85\u957f\u7bc7\u5185\u5bb9&#xff0c;\u5efa\u8bae\u5206\u7ae0\u8282\u751f\u6210&#xff0c;\u6700\u540e\u7528 humanizer \u7edf\u4e00\u6da6\u8272&#xff0c;\u6d88\u9664\u8de8\u7ae0\u8282\u7684\u98ce\u683c\u4e0d\u4e00\u81f4&#xff1b;<\/li>\n<li>\u5584\u7528\u81ea\u5b9a\u4e49\u6280\u80fd&#xff1a;\u5c06\u56e2\u961f\u7684\u98ce\u683c\u6307\u5357\u8f6c\u5316\u4e3a\u81ea\u5b9a\u4e49\u6280\u80fd&#xff0c;\u786e\u4fdd\u591a\u4eba\u534f\u4f5c\u65f6\u7684\u8f93\u51fa\u4e00\u81f4\u6027&#xff1b;<\/li>\n<li>\u8bbe\u7f6e\u660e\u786e\u7684\u5b57\u6570\u548c\u7ed3\u6784\u7ea6\u675f&#xff1a;K3 \u5728\u6a21\u7cca\u6307\u4ee4\u4e0b\u5bb9\u6613&#034;\u8fc7\u5ea6\u53d1\u6325&#034;&#xff0c;\u660e\u786e\u7684\u7ea6\u675f\u6761\u4ef6\u80fd\u663e\u8457\u63d0\u5347\u8f93\u51fa\u8d28\u91cf&#xff1b;<\/li>\n<li>\u4eba\u5de5\u7ec8\u5ba1\u4e0d\u53ef\u66ff\u4ee3&#xff1a;\u5373\u4f7f\u4f7f\u7528\u4e86 humanizer&#xff0c;\u751f\u6210\u5185\u5bb9\u4ecd\u9700\u4eba\u5de5\u5ba1\u6838&#xff0c;\u7279\u522b\u662f\u5728\u6d89\u53ca\u4e8b\u5b9e\u9648\u8ff0\u548c\u4e13\u4e1a\u672f\u8bed\u7684\u573a\u666f\u3002<\/li>\n<hr 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