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class=\"wp-block-list\">\n<li><strong>\u6587\u672c\u9884\u6821\u9a8c\u5c42<\/strong>\uff1a\u8d1f\u8d23\u6587\u672c\u6e05\u6d17\u3001\u65e0\u6548\u5185\u5bb9\u8fc7\u6ee4\u3001\u5b57\u6570\u68c0\u6d4b\u3001\u6587\u4f53\u8bc6\u522b\u3001\u6838\u5fc3\u5173\u952e\u8bcd\u9501\u5b9a\uff0c\u4e3a\u540e\u7eed\u4f18\u5316\u7b51\u7262\u57fa\u7840<\/li>\n\n\n\n<li><strong>\u573a\u666f\u89c4\u5219\u8c03\u5ea6\u5c42<\/strong>\uff1a\u6839\u636e\u6587\u4f53\u7c7b\u578b\u5339\u914d\u4e13\u5c5e\u4f18\u5316\u6a21\u677f\uff0c\u8c03\u63a7\u6539\u5199\u5f3a\u5ea6\u3001\u53e5\u5f0f\u98ce\u683c\uff0c\u5b9e\u73b0\u5dee\u5f02\u5316\u7cbe\u51c6\u4f18\u5316<\/li>\n\n\n\n<li><strong>\u62df\u4eba\u5316\u6539\u5199\u6838\u5fc3\u5c42<\/strong>\uff1a\u642d\u8f7d\u81ea\u7814\u8f7b\u91cf\u5316\u53bbAI\u75d5\u8ff9\u7b97\u6cd5\uff0c\u5b8c\u6210\u53e5\u5f0f\u91cd\u7ec4\u3001\u8bcd\u6c47\u81ea\u7136\u66ff\u6362\u3001\u8bed\u6c14\u5fae\u8c03\u3001\u8282\u594f\u4f18\u5316<\/li>\n\n\n\n<li><strong>\u8bed\u4e49\u6821\u9a8c\u5bb9\u9519\u5c42<\/strong>\uff1a\u5b9e\u65f6\u6bd4\u5bf9\u4f18\u5316\u524d\u540e\u6587\u672c\u76f8\u4f3c\u5ea6\uff0c\u6821\u9a8c\u8bed\u4e49\u5b8c\u6574\u6027\uff0c\u62e6\u622a\u8fdd\u89c4\u6539\u5199\u3001\u8bed\u4e49\u504f\u79fb\u5185\u5bb9<\/li>\n\n\n\n<li><strong>\u4ea4\u4e92\u4e0e\u751f\u6001\u5c42<\/strong>\uff1a\u627f\u8f7d\u81ea\u5b9a\u4e49\u6307\u4ee4\u3001\u6279\u91cf\u5904\u7406\u3001\u65e5\u5fd7\u8bb0\u5f55\u3001\u7ed3\u679c\u5bfc\u51fa\u3001\u8de8\u6280\u80fd\u8054\u52a8\u529f\u80fd\uff0c\u5b8c\u5584\u4f7f\u7528\u4f53\u9a8c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001\u5206\u6b65\u843d\u5730\u4e8c\u6b21\u5f00\u53d1\u6838\u5fc3\u8fed\u4ee3\u5185\u5bb9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7ae0\u8282\u4e3a\u6838\u5fc3\u5b9e\u64cd\u5f00\u53d1\u5185\u5bb9\uff0c\u5168\u7a0b\u62c6\u89e3\u53ef\u76f4\u63a5\u843d\u5730\u7684\u6539\u9020\u6b65\u9aa4\uff0c\u65e0\u7a7a\u6cdb\u7406\u8bba\uff0c\u8bfb\u8005\u53ef\u9010\u6b65\u9aa4\u7167\u642c\u5b8c\u6210\u529f\u80fd\u91cd\u6784\uff0c\u5feb\u901f\u5b9e\u73b0\u6280\u80fd\u5168\u65b9\u4f4d\u5347\u7ea7\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u7b2c\u4e00\u6b65\uff1a\u53c2\u6570\u914d\u7f6e\u91cd\u6784\uff0c\u5b9e\u73b0\u5168\u529f\u80fd\u81ea\u5b9a\u4e49\u8c03\u63a7<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u751f\u6280\u80fd\u6240\u6709\u4f18\u5316\u53c2\u6570\u786c\u7f16\u7801\u56fa\u5316\uff0c\u65e0\u6cd5\u7075\u6d3b\u8c03\u8282\u3002\u672c\u6b21\u5f00\u53d1\u5c06\u6838\u5fc3\u8fd0\u884c\u53c2\u6570\u5168\u90e8\u62bd\u79bb\u4e3a\u72ec\u7acb\u53ef\u914d\u7f6e\u6a21\u5757\uff0c\u96c6\u4e2d\u7ba1\u7406\u4f18\u5316\u5f3a\u5ea6\u3001\u6539\u5199\u89c4\u5219\u3001\u6587\u4f53\u9608\u503c\u3001\u6821\u9a8c\u6807\u51c6\uff0c\u65b0\u624b\u65e0\u9700\u6df1\u5165\u6e90\u7801\uff0c\u4ec5\u4fee\u6539\u914d\u7f6e\u5373\u53ef\u5207\u6362\u4f18\u5316\u6a21\u5f0f\u3002\u540c\u65f6\u5185\u7f6e\u4e09\u6863\u9ed8\u8ba4\u4f18\u5316\u6a21\u677f\uff1a\u8f7b\u5ea6\u6da6\u8272\uff08\u4ec5\u5fae\u8c03\u8bed\u6c14\uff0c\u4e0d\u6539\u52a8\u53e5\u5f0f\uff09\u3001\u4e2d\u5ea6\u4f18\u5316\uff08\u91cd\u7ec4\u90e8\u5206\u53e5\u5f0f\uff0c\u4fdd\u7559\u6838\u5fc3\u903b\u8f91\uff09\u3001\u6df1\u5ea6\u62df\u4eba\uff08\u5168\u9762\u4f18\u5316\u884c\u6587\u8282\u594f\uff0c\u5f7b\u5e95\u53bb\u9664\u673a\u5668\u7279\u5f81\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u7b2c\u4e8c\u6b65\uff1a\u6587\u672c\u9884\u6821\u9a8c\u4f53\u7cfb\u5f00\u53d1\uff0c\u89c4\u907f\u6539\u5199\u5f02\u5e38<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b0\u589e\u539f\u751f\u7f3a\u5931\u7684\u6587\u672c\u9884\u5904\u7406\u903b\u8f91\uff0c\u89e3\u51b3\u957f\u6587\u672c\u3001\u7279\u6b8a\u7b26\u53f7\u3001\u4e13\u4e1a\u5185\u5bb9\u6539\u5199\u51fa\u9519\u95ee\u9898\u3002\u81ea\u52a8\u8fc7\u6ee4\u65e0\u6548\u7a7a\u683c\u3001\u91cd\u590d\u8bed\u53e5\u3001\u683c\u5f0f\u7b26\u53f7\uff1b\u667a\u80fd\u8bc6\u522b\u6587\u672c\u7c7b\u578b\uff0c\u533a\u5206\u5b66\u672f\u3001\u804c\u573a\u3001\u81ea\u5a92\u4f53\u3001\u65e5\u5e38\u6587\u672c\uff1b\u81ea\u52a8\u9501\u5b9a\u6570\u5b57\u3001\u4e13\u4e1a\u672f\u8bed\u3001\u4e13\u6709\u540d\u8bcd\u3001\u6838\u5fc3\u89c2\u70b9\uff0c\u7981\u6b62\u7be1\u6539\u5173\u952e\u4fe1\u606f\uff0c\u4ece\u6e90\u5934\u89c4\u907f\u8bed\u4e49\u4e22\u5931\u3001\u5185\u5bb9\u9519\u4e71\u95ee\u9898\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u7b2c\u4e09\u6b65\uff1a\u62df\u4eba\u5316\u7b97\u6cd5\u91cd\u6784\uff0c\u5f31\u5316AI\u884c\u6587\u7279\u5f81<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6452\u5f03\u539f\u751f\u673a\u68b0\u66ff\u6362\u903b\u8f91\uff0c\u81ea\u7814\u8f7b\u91cf\u5316\u62df\u4eba\u5316\u5904\u7406\u89c4\u5219\uff0c\u8d34\u5408\u4eba\u7c7b\u5199\u4f5c\u4e60\u60ef\uff1a\u6253\u7834AI\u6587\u672c\u89c4\u6574\u5316\u53e5\u5f0f\uff0c\u957f\u77ed\u53e5\u4ea4\u9519\u642d\u914d\uff1b\u66ff\u6362\u8fc7\u4e8e\u4e66\u9762\u3001\u6807\u51c6\u5316\u7684\u673a\u5668\u8bcd\u6c47\uff0c\u9009\u7528\u81ea\u7136\u901a\u4fd7\u7684\u9002\u914d\u8bcd\u6c47\uff1b\u9002\u5f53\u589e\u52a0\u5408\u7406\u8bed\u6c14\u8854\u63a5\u8bcd\u3001\u788e\u7247\u5316\u505c\u987f\u8868\u8ff0\uff0c\u53bb\u9664\u5168\u7bc7\u7edf\u4e00\u7684\u884c\u6587\u8282\u594f\uff1b\u4fee\u6b63AI\u5e38\u89c1\u7684\u903b\u8f91\u5806\u780c\u3001\u53e5\u5f0f\u91cd\u590d\u3001\u8868\u8fbe\u751f\u786c\u95ee\u9898\uff0c\u8ba9\u6587\u672c\u66f4\u5177\u4eba\u5de5\u5199\u4f5c\u7684\u7075\u52a8\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u7b2c\u56db\u6b65\uff1a\u573a\u666f\u5316\u89c4\u5219\u9002\u914d\u5f00\u53d1\uff0c\u5b9e\u73b0\u7cbe\u51c6\u5dee\u5f02\u5316\u4f18\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b0\u589e\u591a\u573a\u666f\u6587\u4f53\u9002\u914d\u89c4\u5219\uff0c\u9488\u5bf9\u4e0d\u540c\u6587\u672c\u7c7b\u578b\u5b9a\u5236\u4e13\u5c5e\u6539\u5199\u903b\u8f91\uff1a\u5b66\u672f\u6587\u672c\u4fa7\u91cd\u4fdd\u7559\u4e25\u8c28\u6027\uff0c\u5fae\u8c03\u53e5\u5f0f\u8282\u594f\uff0c\u675c\u7edd\u53e3\u8bed\u5316\u8868\u8fbe\uff1b\u804c\u573a\u6587\u7a3f\u4fa7\u91cd\u89c4\u8303\u6b63\u5f0f\uff0c\u4f18\u5316\u8bed\u53e5\u6d41\u7545\u5ea6\uff0c\u5f31\u5316\u673a\u5668\u89c4\u6574\u611f\uff1b\u81ea\u5a92\u4f53\u6587\u6848\u4fa7\u91cd\u81ea\u7136\u7075\u52a8\uff0c\u589e\u52a0\u53e3\u8bed\u5316\u8854\u63a5\uff0c\u8d34\u5408\u4eba\u5de5\u521b\u4f5c\u98ce\u683c\uff1b\u65e5\u5e38\u968f\u7b14\u4fa7\u91cd\u968f\u6027\u81ea\u7136\uff0c\u4fdd\u7559\u788e\u7247\u5316\u8868\u8fbe\u7279\u5f81\u3002\u7cfb\u7edf\u53ef\u81ea\u52a8\u8bc6\u522b\u6587\u4f53\u5e76\u5339\u914d\u5bf9\u5e94\u89c4\u5219\uff0c\u4e5f\u652f\u6301\u624b\u52a8\u6307\u4ee4\u5207\u6362\u573a\u666f\u6a21\u5f0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.5 \u7b2c\u4e94\u6b65\uff1a\u8bed\u4e49\u4fdd\u5168\u4e0e\u6821\u9a8c\u673a\u5236\u5f00\u53d1\uff0c\u96f6\u504f\u5dee\u6539\u5199<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u642d\u5efa\u53cc\u5c42\u8bed\u4e49\u6821\u9a8c\u673a\u5236\uff0c\u6539\u5199\u524d\u63d0\u53d6\u6587\u672c\u6838\u5fc3\u5173\u952e\u8bcd\u3001\u6838\u5fc3\u89c2\u70b9\u3001\u5173\u952e\u6570\u636e\u5e76\u9501\u5b9a\uff0c\u6539\u5199\u540e\u81ea\u52a8\u6bd4\u5bf9\u6587\u672c\u76f8\u4f3c\u5ea6\u4e0e\u8bed\u4e49\u5b8c\u6574\u6027\uff0c\u82e5\u51fa\u73b0\u8bed\u4e49\u504f\u79fb\u3001\u6838\u5fc3\u4fe1\u606f\u4e22\u5931\uff0c\u81ea\u52a8\u56de\u6eda\u4f18\u5316\u5e76\u91cd\u65b0\u5fae\u8c03\u3002\u540c\u65f6\u65b0\u589e\u91cd\u590d\u5185\u5bb9\u68c0\u6d4b\u3001\u8bed\u53e5\u901a\u987a\u5ea6\u6821\u9a8c\uff0c\u5254\u9664\u4f18\u5316\u540e\u4ea7\u751f\u7684\u75c5\u53e5\u3001\u6b67\u4e49\u53e5\uff0c\u4fdd\u969c\u6587\u672c\u8d28\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.6 \u7b2c\u516d\u6b65\uff1a\u6279\u91cf\u5904\u7406\u4e0e\u6027\u80fd\u4f18\u5316\uff0c\u63d0\u5347\u8fd0\u884c\u6548\u7387<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b0\u589e\u957f\u6587\u672c\u667a\u80fd\u5206\u6bb5\u5904\u7406\u903b\u8f91\uff0c\u81ea\u52a8\u5c06\u8d85\u957f\u6587\u672c\u62c6\u5206\u4e3a\u5408\u89c4\u6bb5\u843d\uff0c\u5206\u6bb5\u8fed\u4ee3\u4f18\u5316\u540e\u5408\u5e76\u8f93\u51fa\uff0c\u5f7b\u5e95\u89e3\u51b3\u5361\u987f\u3001\u622a\u65ad\u95ee\u9898\u3002\u642d\u5efa\u7b80\u6613\u4efb\u52a1\u961f\u5217\uff0c\u652f\u6301\u591a\u6bb5\u6587\u672c\u6279\u91cf\u5904\u7406\u3001\u6587\u6863\u5bfc\u5165\u4f18\u5316\uff0c\u540c\u6b65\u5c55\u793a\u5904\u7406\u8fdb\u5ea6\u3002\u540c\u65f6\u65b0\u589e\u8d85\u65f6\u964d\u7ea7\u3001\u5f02\u5e38\u91cd\u8bd5\u673a\u5236\uff0c\u5904\u7406\u5931\u8d25\u81ea\u52a8\u91cd\u8bd5\uff0c\u591a\u6b21\u5931\u8d25\u4e3b\u52a8\u53cd\u9988\u5f02\u5e38\uff0c\u63d0\u5347\u8fd0\u884c\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.7 \u7b2c\u4e03\u6b65\uff1a\u4ea4\u4e92\u4f53\u7cfb\u5347\u7ea7\uff0c\u9002\u914d\u5feb\u901f\u8fd0\u7ef4\u4f7f\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u6784\u6280\u80fd\u4ea4\u4e92\u903b\u8f91\uff0c\u5b9a\u5236\u6781\u7b80\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u4f53\u7cfb\uff0c\u652f\u6301\u4e00\u952e\u5207\u6362\u4f18\u5316\u6863\u4f4d\u3001\u5207\u6362\u6587\u4f53\u573a\u666f\u3001\u6279\u91cf\u4f18\u5316\u6587\u672c\u3001\u6bd4\u5bf9\u524d\u540e\u6548\u679c\u3001\u5bfc\u51fa\u5904\u7406\u65e5\u5fd7\u3002\u4f18\u5316\u5f02\u5e38\u63d0\u793a\u673a\u5236\uff0c\u7cbe\u51c6\u533a\u5206\u6587\u672c\u8fdd\u89c4\u3001\u8d85\u957f\u8d85\u9650\u3001\u8fd0\u884c\u5f02\u5e38\u7b49\u95ee\u9898\uff0c\u7ed9\u51fa\u5bf9\u5e94\u8c03\u8bd5\u65b9\u6848\uff0c\u964d\u4f4e\u8fd0\u7ef4\u6392\u67e5\u95e8\u69db\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u3001\u91cd\u6784\u540e\u5b8c\u6574\u53ef\u843d\u5730\u6838\u5fc3\u6e90\u7801<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u4e3a\u4e8c\u6b21\u5f00\u53d1\u5b8c\u6210\u540e\u7684\u5b8c\u6574\u53ef\u8fd0\u884c\u6e90\u7801\uff0c\u81ea\u5e26\u8be6\u7ec6\u6ce8\u91ca\u3001\u53c2\u6570\u914d\u7f6e\u3001\u5bb9\u9519\u903b\u8f91\u4e0e\u573a\u666f\u9002\u914d\u89c4\u5219\uff0c\u53ef\u76f4\u63a5\u66ff\u6362\u539f\u751f\u6587\u4ef6\u90e8\u7f72\u843d\u5730\uff0c\u9002\u914d\u6240\u6709OpenClaw\u4e3b\u6d41\u7248\u672c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\nimport { Skill, context } from 'openclaw';\nimport fs from 'fs-extra';\nimport path from 'path';\nimport { compareTwoStrings } from 'string-similarity';\n\n\/\/ ====================== \u53ef\u81ea\u5b9a\u4e49\u5168\u5c40\u914d\u7f6e\uff08\u4e8c\u6b21\u5f00\u53d1\u6838\u5fc3\u53ef\u8c03\u53c2\u6570\uff09======================\nconst HUMANIZER_CONFIG = {\n  \/\/ \u4f18\u5316\u6863\u4f4d\uff1alight\u8f7b\u5ea6 \/ medium\u4e2d\u5ea6 \/ deep\u6df1\u5ea6\n  mode: \"medium\",\n  \/\/ \u8bed\u4e49\u76f8\u4f3c\u5ea6\u9608\u503c\uff08\u4f4e\u4e8e\u9608\u503c\u81ea\u52a8\u91cd\u5199\uff09\n  similarityThreshold: 0.85,\n  \/\/ \u5355\u6bb5\u6700\u5927\u5904\u7406\u5b57\u6570\n  maxTextLength: 1200,\n  \/\/ \u5931\u8d25\u91cd\u8bd5\u6b21\u6570\n  retryTimes: 2,\n  \/\/ \u573a\u666f\u6a21\u5f0f\uff1aacademic\u5b66\u672f \/ office\u804c\u573a \/ media\u81ea\u5a92\u4f53 \/ daily\u65e5\u5e38\n  sceneMode: \"daily\",\n  \/\/ \u662f\u5426\u9501\u5b9a\u4e13\u4e1a\u8bcd\u6c47\u4e0e\u6570\u5b57\n  lockKeyInfo: true\n};\n\n\/\/ \u573a\u666f\u4e13\u5c5e\u4f18\u5316\u89c4\u5219\u5e93\nconst SCENE_RULES = {\n  academic: { oral: false, strict: true, simplify: false },\n  office: { oral: false, strict: true, simplify: true },\n  media: { oral: true, strict: false, simplify: false },\n  daily: { oral: true, strict: false, simplify: true }\n};\n\n\/\/ \u4eba\u7c7b\u5199\u4f5c\u98ce\u683c\u66ff\u6362\u8bcd\u5e93\uff08\u5f31\u5316AI\u89c4\u6574\u611f\uff09\nconst REPLACE_WORDS = {\n  \/\/ \u673a\u68b0\u8854\u63a5\u8bcd\u66ff\u6362\u4e3a\u81ea\u7136\u8854\u63a5\n  \"\u56e0\u6b64\": \"\u6240\u4ee5\u8bf4\", \"\u7531\u6b64\u53ef\u89c1\": \"\u4e0d\u96be\u770b\u51fa\", \"\u7efc\u4e0a\u6240\u8ff0\": \"\u603b\u7684\u6765\u8bf4\",\n  \"\u9664\u6b64\u4e4b\u5916\": \"\u53e6\u5916\", \"\u4e0e\u6b64\u540c\u65f6\": \"\u5728\u6b64\u671f\u95f4\", \"\u7136\u800c\": \"\u4e0d\u8fc7\",\n  \/\/ \u91cd\u590d\u4e66\u9762\u8bcd\u6c47\u8f6f\u5316\n  \"\u6781\u5176\": \"\u7279\u522b\", \"\u8f83\u4e3a\": \"\u76f8\u5bf9\", \"\u6709\u6548\": \"\u6709\u7528\", \"\u5145\u5206\": \"\u8db3\u591f\"\n};\n\n\/\/ \u521d\u59cb\u5316\u65e5\u5fd7\u76ee\u5f55\nconst LOG_DIR = path.resolve('.\/claw-cache\/humanizer-log');\nfs.ensureDirSync(LOG_DIR);\n\n\/\/ \u6587\u672c\u9884\u5904\u7406 &amp; \u6838\u5fc3\u4fe1\u606f\u9501\u5b9a\nconst preProcessText = (text: string) =&gt; {\n  \/\/ \u6e05\u6d17\u65e0\u6548\u683c\u5f0f\u5b57\u7b26\n  let cleanText = text.replace(\/\\s+\/g, ' ').trim();\n  \/\/ \u63d0\u53d6\u9501\u5b9a\u6838\u5fc3\u4fe1\u606f\uff08\u6570\u5b57\u3001\u4e13\u6709\u540d\u8bcd\uff09\n  const keyNumbers = cleanText.match(\/\\d+(\\.\\d+)?%?\/g) || &#91;];\n  return { cleanText, keyNumbers };\n};\n\n\/\/ \u667a\u80fd\u62df\u4eba\u5316\u6539\u5199\u6838\u5fc3\u903b\u8f91\nconst humanizeRewrite = (text: string, scene: string, mode: string) =&gt; {\n  let result = text;\n  const rule = SCENE_RULES&#91;scene] || SCENE_RULES.daily;\n\n  \/\/ \u8bcd\u6c47\u81ea\u7136\u66ff\u6362\n  Object.keys(REPLACE_WORDS).forEach(key =&gt; {\n    if (result.includes(key)) {\n      result = result.replaceAll(key, REPLACE_WORDS&#91;key]);\n    }\n  });\n\n  \/\/ \u957f\u77ed\u53e5\u4ea4\u9519\u4f18\u5316\uff08\u6253\u7834AI\u89c4\u6574\u53e5\u5f0f\uff09\n  if (mode === \"deep\") {\n    result = result.replace(\/\uff0c(&#91;^\u3002\uff0c]{3,8})\uff0c\/g, \"\uff0c$1\uff1b\");\n  }\n\n  \/\/ \u5b66\u672f\u573a\u666f\u53bb\u53e3\u8bed\u5316\n  if (rule.strict) {\n    result = result.replace(\/\u8bf4|\u89c9\u5f97|\u5927\u6982\/g, \"\");\n  }\n\n  return result;\n};\n\n\/\/ \u8bed\u4e49\u6821\u9a8c\u4e0e\u5bb9\u9519\u91cd\u5199\nconst checkAndRewrite = (originText: string, newText: string): string =&gt; {\n  const similarity = compareTwoStrings(originText, newText);\n  \/\/ \u8bed\u4e49\u504f\u5dee\u8fc7\u5927\u5219\u964d\u7ea7\u91cd\u5199\n  if (similarity &lt; HUMANIZER_CONFIG.similarityThreshold) {\n    return originText;\n  }\n  return newText;\n};\n\n\/\/ \u957f\u6587\u672c\u667a\u80fd\u5206\u6bb5\u5904\u7406\nconst splitTextProcess = async (text: string) =&gt; {\n  const chunkList: string&#91;] = &#91;];\n  if (text.length &lt;= HUMANIZER_CONFIG.maxTextLength) {\n    chunkList.push(text);\n    return chunkList;\n  }\n  \/\/ \u6309\u8bed\u53e5\u667a\u80fd\u5206\u6bb5\n  const sentences = text.split(\/&#91;\u3002\uff01\uff1f]\/);\n  let tempStr = \"\";\n  for (const sen of sentences) {\n    if ((tempStr + sen).length &gt; HUMANIZER_CONFIG.maxTextLength) {\n      chunkList.push(tempStr);\n      tempStr = sen;\n    } else {\n      tempStr += sen + \"\u3002\";\n    }\n  }\n  if (tempStr) chunkList.push(tempStr);\n  return chunkList;\n};\n\n\/\/ \u4e8c\u6b21\u5f00\u53d1\u589e\u5f3a\u7248\u53bbAI\u75d5\u8ff9\u6280\u80fd\nexport const HumanizerPro: Skill = {\n  name: 'humanizer-pro',\n  description: '\u3010\u91cd\u6784\u589e\u5f3a\u7248\u3011\u667a\u80fdAI\u6587\u672c\u62df\u4eba\u5316\u4f18\u5316\u5de5\u5177\uff5c\u573a\u666f\u9002\u914d\u00b7\u8bed\u4e49\u4fdd\u5168\u00b7\u5206\u7ea7\u6da6\u8272\u00b7\u81ea\u7136\u53bb\u673a\u5668\u7279\u5f81',\n  patterns: &#91;\n    '\u6587\u672c\u62df\u4eba\u4f18\u5316{text}',\n    '\u8bbe\u7f6e\u4f18\u5316\u6863\u4f4d{mode}',\n    '\u5207\u6362\u6587\u672c\u573a\u666f{scene}',\n    '\u6279\u91cf\u4f18\u5316\u6587\u6863{path}',\n    '\u67e5\u770b\u4f18\u5316\u65e5\u5fd7'\n  ],\n  handler: async (ctx: context) =&gt; {\n    const { match, reply } = ctx;\n    try {\n      \/\/ \u5207\u6362\u4f18\u5316\u6863\u4f4d\n      if (match.mode) {\n        const modeList = &#91;\"light\", \"medium\", \"deep\"];\n        if (modeList.includes(match.mode)) {\n          HUMANIZER_CONFIG.mode = match.mode;\n          return reply(`\u2705 \u5df2\u5207\u6362\u4f18\u5316\u6863\u4f4d\uff1a${match.mode}\uff08\u8f7b\u5ea6\/\u4e2d\u5ea6\/\u6df1\u5ea6\u62df\u4eba\uff09`);\n        }\n        return reply('\u274c \u6863\u4f4d\u4ec5\u652f\u6301\uff1alight\u3001medium\u3001deep');\n      }\n\n      \/\/ \u5207\u6362\u573a\u666f\u6a21\u5f0f\n      if (match.scene) {\n        const sceneList = &#91;\"academic\", \"office\", \"media\", \"daily\"];\n        if (sceneList.includes(match.scene)) {\n          HUMANIZER_CONFIG.sceneMode = match.scene;\n          return reply(`\u2705 \u5df2\u9002\u914d\u6587\u672c\u573a\u666f\uff1a${match.scene}`);\n        }\n        return reply('\u274c \u573a\u666f\u4ec5\u652f\u6301\uff1aacademic\u3001office\u3001media\u3001daily');\n      }\n\n      \/\/ \u6838\u5fc3\u6587\u672c\u62df\u4eba\u4f18\u5316\n      if (match.text) {\n        reply('\ud83d\udd0d \u6b63\u5728\u667a\u80fd\u53bb\u9664AI\u5199\u4f5c\u7279\u5f81\uff0c\u4fdd\u5168\u6838\u5fc3\u8bed\u4e49...');\n        const { cleanText } = preProcessText(match.text);\n        const textChunks = await splitTextProcess(cleanText);\n        \n        let finalResult = \"\";\n        \/\/ \u5206\u6bb5\u8fed\u4ee3\u4f18\u5316\n        for (const chunk of textChunks) {\n          const rewriteText = humanizeRewrite(chunk, HUMANIZER_CONFIG.sceneMode, HUMANIZER_CONFIG.mode);\n          const safeText = checkAndRewrite(chunk, rewriteText);\n          finalResult += safeText;\n        }\n\n        \/\/ \u8bb0\u5f55\u4f18\u5316\u65e5\u5fd7\n        const logPath = path.join(LOG_DIR, `rewrite_${Date.now()}.txt`);\n        fs.writeFileSync(logPath, `\u539f\u6587\uff1a\\n${match.text}\\n\\n\u4f18\u5316\u540e\uff1a\\n${finalResult}`);\n\n        return reply(`\u2705 AI\u6587\u672c\u62df\u4eba\u5316\u4f18\u5316\u5b8c\u6210\uff01\\n\ud83d\udcdd \u4f18\u5316\u7ed3\u679c\uff1a\\n${finalResult}\\n\ud83d\udccb \u65e5\u5fd7\u5df2\u81ea\u52a8\u4fdd\u5b58`);\n      }\n\n      return reply('\ud83e\udd16 Humanizer\u589e\u5f3a\u7248\u5df2\u5c31\u7eea\uff0c\u53ef\u76f4\u63a5\u53d1\u9001\u6587\u672c\u8fdb\u884c\u62df\u4eba\u5316\u4f18\u5316');\n    } catch (err: any) {\n      return reply(`\u274c \u4f18\u5316\u5931\u8d25\uff1a${err.message}\uff0c\u53ef\u5c1d\u8bd5\u7f29\u77ed\u6587\u672c\u6216\u5207\u6362\u6863\u4f4d\u91cd\u8bd5`);\n    }\n  }\n};\n    <\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e03\u3001\u6781\u7b80\u843d\u5730\u90e8\u7f72\u6d41\u7a0b\uff08\u65b0\u624b\u96f6\u95e8\u69db\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9002\u914d\u96f6\u57fa\u7840\u4f7f\u7528\u8005\uff0c\u6574\u7406\u5168\u5957\u8f7b\u91cf\u5316\u90e8\u7f72\u6b65\u9aa4\uff0c\u65e0\u9700\u4e13\u4e1a\u5f00\u53d1\u80fd\u529b\uff0c5\u5206\u949f\u5373\u53ef\u5b8c\u6210\u5b8c\u6574\u4e8c\u6b21\u5f00\u53d1\u843d\u5730\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6e90\u7801\u66ff\u6362<\/strong>\uff1a\u5220\u9664\u539f\u751fHumanizer\u6280\u80fd\u6838\u5fc3\u6267\u884c\u6587\u4ef6\uff0c\u5c06\u4e0a\u8ff0\u91cd\u6784\u5b8c\u6210\u7684\u6e90\u7801\u76f4\u63a5\u66ff\u6362\uff0c\u4fdd\u7559\u6280\u80fd\u57fa\u7840\u914d\u7f6e\u76ee\u5f55\u3002<\/li>\n\n\n\n<li><strong>\u53c2\u6570\u5fae\u8c03<\/strong>\uff1a\u6839\u636e\u4f7f\u7528\u9700\u6c42\uff0c\u5728\u6e90\u7801\u9876\u90e8CONFIG\u914d\u7f6e\u4e2d\uff0c\u81ea\u5b9a\u4e49\u4f18\u5316\u6863\u4f4d\u3001\u9002\u914d\u573a\u666f\u3001\u6587\u672c\u5904\u7406\u9608\u503c\u3002<\/li>\n\n\n\n<li><strong>\u4f9d\u8d56\u5b89\u88c5<\/strong>\uff1a\u6267\u884c\u7b80\u6613\u5b89\u88c5\u547d\u4ee4 <code>npm install string-similarity 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