\u8282\u7701 AI Tokens \u7684\u8fd0\u8425\u6218\u672f<\/strong><\/h2>\n

\u5931\u63a7\u589e\u957f\u7684\u4e0a\u4e0b\u6587\u4f1a\u8fc5\u901f\u8017\u5c3d\u4f60\u7684 API \u8fd0\u8425\u9884\u7b97\u3002\u901a\u8fc7\u6539\u53d8\u67e5\u8be2\u7ed3\u6784\u548c\u6e05\u7406\u80cc\u666f\u6570\u636e\uff0c\u4f60\u53ef\u4ee5\u5728\u4e0d\u727a\u7272\u8f93\u51fa\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\u8282\u7701 AI tokens\u3002\u73b0\u4ee3\u6a21\u578b\u53ef\u541e\u5410\u5e9e\u5927\u7684\u4fe1\u606f\u91cf\uff0c\u517b\u6210\u4e00\u4e9b\u7b80\u5355\u7684\u8fd0\u8425\u4e60\u60ef\u5c31\u80fd\u7acb\u523b\u5e26\u6765\u8d22\u52a1\u7f13\u89e3\u3002<\/p>\n

\u5c06\u63d0\u793a\u89c4\u5212\u4e0e\u6267\u884c\u9636\u6bb5\u5206\u79bb<\/h3>\n

\u5982\u679c\u4f60\u6bcf\u6b21\u90fd\u628a\u6240\u6709\u590d\u6742\u8bf4\u660e\u585e\u8fdb\u4e00\u6761\u8d85\u957f\u63d0\u793a\u8bcd\u91cc\uff0c\u6a21\u578b\u5728\u6bcf\u6b21\u8fed\u4ee3\u65f6\u90fd\u5fc5\u987b\u91cd\u65b0\u5904\u7406\u5e9e\u5927\u7684\u8f93\u5165\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u6d6a\u8d39\u5927\u91cf tokens\u3002\u4f60\u53ef\u4ee5\u5c06\u590d\u6742\u5de5\u4f5c\u6d41\u62c6\u5206\u4e3a\u6e05\u6670\u7684\u201c\u89c4\u5212\u9636\u6bb5\u201d\u548c\u201c\u6267\u884c\u9636\u6bb5\u201d\uff0c\u4ee5\u907f\u514d\u91cd\u590d\u7684 token \u6d88\u8017\u3002<\/p>\n

\u7b2c\u4e00\u6b65\uff0c\u4f7f\u7528\u4e00\u4e2a\u4e13\u95e8\u4f1a\u8bdd\u6765\u6574\u7406\u6e05\u6670\u7684\u9879\u76ee\u84dd\u56fe\u3002\u628a\u6700\u7ec8\u7684\u8ba1\u5212\u5199\u5165\u5916\u90e8 .md<\/code> \u6587\u4ef6\uff0c\u800c\u4e0d\u662f\u628a\u8fd9\u4e9b\u5185\u5bb9\u5168\u90e8\u7559\u5728\u804a\u5929\u5386\u53f2\u91cc\u3002\u63a5\u7740\uff0c\u65b0\u5f00\u4e00\u4e2a\u5e72\u51c0\u4f1a\u8bdd\uff0c\u53ea\u63d0\u4f9b\u8fd9\u4efd\u7cbe\u7b80\u6587\u4ef6\u4f5c\u4e3a\u80cc\u666f\u53c2\u8003\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u7cfb\u7edf\u5c31\u4e0d\u518d\u9700\u8981\u53cd\u590d\u8bfb\u53d6\u51e0\u5341\u8f6e\u7684\u5934\u8111\u98ce\u66b4\u8bb0\u5f55\u3002<\/p>\n

\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n

\u8fd0\u8425\u7b56\u7565<\/th>\n	Token \u51cf\u5c11\u6548\u679c<\/th>\n	\u5bf9\u8d28\u91cf\u7684\u5f71\u54cd<\/th>\n<\/tr>\n
\u89c4\u5212\u4e0e\u6267\u884c\u5206\u79bb<\/td>\n	\u6d88\u9664\u6d3b\u52a8\u4e0a\u4e0b\u6587\u4e2d\u91cd\u590d\u8f6e\u6b21<\/td>\n	\u8ba9\u6a21\u578b\u805a\u7126\u6267\u884c\u4efb\u52a1\u672c\u8eab<\/td>\n<\/tr>\n
PDF \u8f6c Markdown<\/td>\n	\u5bf9\u6587\u672c PDF \u51cf\u5c11 40\u201365% tokens<\/td>\n	\u4fdd\u7559\u6838\u5fc3\u6392\u7248\u4e0e\u6587\u6863\u6587\u672c<\/td>\n<\/tr>\n
\u4f1a\u8bdd\u5237\u65b0\uff08\u6bcf 15\u201320 \u8f6e\uff09<\/td>\n	\u963b\u6b62\u4e0a\u4e0b\u6587\u5448\u6307\u6570\u7ea7\u81a8\u80c0<\/td>\n	\u9632\u6b62\u4e0a\u4e0b\u6587\u6f02\u79fb\u548c\u8d28\u91cf\u8870\u9000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5728\u539f\u59cb\u63d0\u793a\u8bcd\u4e0a\u76f4\u63a5\u7f16\u8f91\uff0c\u800c\u4e0d\u662f\u4e0d\u65ad\u8ffd\u52a0\u201c\u66f4\u6b63\u6d88\u606f\u201d\uff0c\u540c\u6837\u80fd\u904f\u5236\u4e0a\u4e0b\u6587\u81a8\u80c0\u3002\u4f60\u53ef\u4ee5\u628a\u591a\u6761\u76f8\u5173\u95ee\u9898\u5408\u5e76\u6210\u4e00\u6b21\u7ed3\u6784\u5316\u8bf7\u6c42\uff0c\u907f\u514d\u6a21\u578b\u6765\u56de\u8bfb\u53d6\u957f\u5386\u53f2\u8bb0\u5f55\u3002\u5728\u7cfb\u7edf\u8bbe\u7f6e\u4e2d\u5b9a\u4e49\u5168\u5c40\u504f\u597d\uff0c\u4e5f\u53ef\u4ee5\u7701\u53bb\u5728\u6bcf\u6761\u63d0\u793a\u8bcd\u91cc\u91cd\u590d\u4e66\u5199\u4f7f\u7528\u4e60\u60ef\u548c\u98ce\u683c\u8981\u6c42\u3002<\/p>\n \u5b9e\u8df5\u4e0a\u4e0b\u6587\u536b\u751f\u4e0e\u6570\u636e\u8f6c\u6362<\/h3>\n \u539f\u59cb\u6587\u6863\u683c\u5f0f\u4e2d\u5305\u542b\u5927\u91cf\u4e0e\u5e03\u5c40\u76f8\u5173\u7684\u5197\u4f59\u4fe1\u606f\uff0c\u8fd9\u4e9b\u5185\u5bb9\u4f1a\u663e\u8457\u63a8\u9ad8 token \u6570\u91cf\uff0c\u5374\u51e0\u4e4e\u4e0d\u63d0\u5347\u6a21\u578b\u6548\u679c\u3002\u5148\u628a\u539f\u59cb HTML\u3001PDF \u6216 DOCX \u8f6c\u6362\u4e3a\u5e72\u51c0\u7684 Markdown\uff0c\u518d\u8c03\u7528 API\uff0c\u53ef\u4ee5\u663e\u8457\u538b\u7f29\u4e0a\u4e0b\u6587\u5927\u5c0f\u3002\u5bf9\u4e8e\u6587\u672c\u578b PDF\uff0c\u8f6c\u4e3a Markdown \u540e\u5e38\u89c1 token \u964d\u5e45\u4e3a 40\u201365%\uff1b\u66f4\u5e7f\u6cdb\u7684\u6df7\u5408\u6587\u6863\u8f6c\u6362\u901a\u5e38\u80fd\u8fbe\u5230 65\u201390% \u7684 token \u51cf\u5c11\u3002<\/p>\n \u5728\u5bf9\u8bdd\u8fbe\u5230 15\u201320 \u8f6e\u4e4b\u524d\uff0c\u53ca\u65f6\u5f00\u542f\u65b0\u7684\u4f1a\u8bdd\uff0c\u53ef\u4ee5\u963b\u6b62\u6a21\u578b\u5728\u6bcf\u6b21\u8bf7\u6c42\u4e2d\u90fd\u643a\u5e26\u9648\u65e7\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n \u8fc1\u79fb\u5230\u65b0\u5de5\u4f5c\u7a7a\u95f4\u65f6\uff0c\u53ea\u5e26\u4e0a\u5fc5\u8981\u7684\u51b3\u7b56\u548c\u603b\u7ed3\u6027\u8f93\u51fa\u5373\u53ef\u3002\u5f00\u6e90\u7684\u4e0a\u4e0b\u6587\u8fc7\u6ee4\u5de5\u5177\u548c\u68c0\u7d22\u7cfb\u7edf\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u8c03\u7528 API \u524d\u538b\u7f29\u4e0a\u4e0b\u6587\u3002\u7ecf\u8fc7\u4f18\u5316\u7684\u3001\u5177\u5907\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684\u6587\u672c\u5206\u5757\u7b56\u7565\uff0c\u901a\u5e38\u80fd\u5728\u4fdd\u6301\u9ad8\u8f93\u51fa\u51c6\u786e\u7387\u7684\u540c\u65f6\uff0c\u628a\u8f93\u5165 tokens \u51cf\u5c11 80\u201385%\u3002<\/p>\n \u5f3a\u5236\u4f7f\u7528\u7ed3\u6784\u5316\u8f93\u51fa\u6a21\u5f0f\uff0c\u53ef\u4ee5\u6d88\u9664\u56e0\u683c\u5f0f\u65e0\u6548\u800c\u4ea7\u751f\u7684\u9690\u6027\u91cd\u8bd5\u3002\u901a\u8fc7 schema \u7ea6\u675f\uff0c\u53ef\u5c06 JSON \u89e3\u6790\u5931\u8d25\u7387\u4ece 8\u201315% \u964d\u5230 0.1% \u4ee5\u4e0b\uff0c\u800c\u6bcf\u6b21\u8c03\u7528\u53ea\u9700\u989d\u5916 30\u2013300 \u4e2a tokens\u3002\u628a\u5c11\u91cf\u793a\u4f8b\uff08few-shot\uff09\u653e\u5165\u7cbe\u7b80\u7684\u7cfb\u7edf\u63d0\u793a\u4e2d\uff0c\u53ef\u4ee5\u8ba9\u6a21\u578b\u5728\u590d\u6742\u8fd0\u8425\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u7387\u63d0\u5347 40% \u4ee5\u4e0a\uff0c\u4ece\u800c\u907f\u514d\u8fd4\u5de5\u6d6a\u8d39\uff0c\u8282\u7701\u6210\u672c\u3002<\/p>\n \u8282\u7701 AI Tokens \u7684\u67b6\u6784\u7b56\u7565<\/strong><\/h2>\n \u76f8\u6bd4\u5355\u7eaf\u6539\u63d0\u793a\u8bcd\uff0c\u806a\u660e\u7684\u8f6f\u4ef6\u67b6\u6784\u8bbe\u8ba1\u80fd\u66f4\u5feb\u5730\u538b\u7f29\u540e\u7aef LLM \u6210\u672c\u3002\u901a\u8fc7\u6539\u53d8\u5e94\u7528\u4e0e\u6a21\u578b\u7aef\u70b9\u7684\u4ea4\u4e92\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u5728\u5927\u578b\u4f01\u4e1a\u7ea7\u8d1f\u8f7d\u4e0b\u8282\u7701\u5927\u91cf AI tokens\u3002\u4f20\u7edf API \u8c03\u7528\u4f1a\u53cd\u590d\u8bc4\u4f30\u5b8c\u5168\u76f8\u540c\u7684\u6570\u636e\uff0c\u800c\u73b0\u4ee3\u67b6\u6784\u4f1a\u628a\u9759\u6001\u6307\u4ee4\u8fdb\u884c\u6301\u4e45\u5316\uff0c\u5e76\u901a\u8fc7\u66f4\u4fbf\u5b9c\u7684\u6267\u884c\u901a\u9053\u5904\u7406\u5ef6\u8fdf\u4efb\u52a1\u3002<\/p>\n \u5145\u5206\u5229\u7528\u6fc0\u8fdb\u7684\u63d0\u793a\u7f13\u5b58\u4e0e\u6279\u91cf API<\/h3>\n \u63d0\u793a\u7f13\u5b58\u5141\u8bb8\u4f60\u628a\u5e9e\u5927\u4e14\u7a33\u5b9a\u7684\u4e0a\u4e0b\u6587\u76f4\u63a5\u5b58\u50a8\u5728\u670d\u52a1\u5546\u7684\u670d\u52a1\u5668\u4e0a\u3002\u4f60\u53ea\u9700\u53d1\u9001\u4e00\u6b21\u6838\u5fc3\u6307\u4ee4\uff0c\u540e\u7eed\u8bf7\u6c42\u5373\u53ef\u590d\u7528\u8fd9\u4e9b\u5df2\u4fdd\u5b58\u7684\u524d\u7f00\u3002Anthropic \u5bf9\u9996\u6b21\u5199\u5165\u7f13\u5b58\u4f1a\u6536\u53d6\u5c11\u91cf\u6ea2\u4ef7\uff0c\u4f46\u540e\u7eed\u7684\u7f13\u5b58\u8bfb\u53d6\u5728\u8f93\u5165\u7aef\u4ef7\u683c\u4e0a\u53ef\u4fbf\u5b9c 90%\u3002OpenAI \u4f1a\u81ea\u52a8\u7f13\u5b58\u8f93\u5165\u524d\u7f00\uff0c\u4ece\u800c\u5c06\u7f13\u5b58 token \u6210\u672c\u964d\u4f4e 50%\u3002\u5728\u9ad8\u5e76\u53d1\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5bf9\u56fa\u5b9a\u524d\u7f00\u4f7f\u7528\u6298\u6263\u53ef\u4ee5\u628a\u8f93\u5165\u6210\u672c\u6700\u591a\u964d\u4f4e 90%\u3002<\/p>\n \u4f60\u53ef\u4ee5\u5c06\u4e0d\u7d27\u6025\u7684\u4efb\u52a1\u8def\u7531\u5230\u5f02\u6b65\u6279\u91cf\u7aef\u70b9\u3002\u5bf9\u4e8e\u8fd9\u7c7b\u53ef\u4ee5\u63a5\u53d7\u6700\u957f 24 \u5c0f\u65f6\u5904\u7406\u65f6\u5ef6\u7684\u8d1f\u8f7d\uff0c\u670d\u52a1\u5546\u901a\u5e38\u4f1a\u5bf9\u8f93\u5165\u4e0e\u8f93\u51fa tokens \u63d0\u4f9b 50% \u7684\u7edf\u4e00\u6298\u6263\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u5b9a\u4ef7\u9009\u9879<\/th>\n \u76f8\u5bf9\u6807\u51c6\u4ef7\u7684\u8f93\u5165\u8282\u7701<\/th>\n \u6700\u9002\u7528\u573a\u666f<\/th>\n<\/tr>\n \u63d0\u793a\u7f13\u5b58\u8bfb\u53d6<\/td>\n \u6700\u9ad8\u53ef\u8282\u7701 90%<\/td>\n \u91cd\u590d\u7684\u7cfb\u7edf\u63d0\u793a\u4e0e\u56fa\u5b9a\u6587\u6863<\/td>\n<\/tr>\n \u6279\u91cf API \u5904\u7406<\/td>\n \u7edf\u4e00\u4e94\u6298\u4f18\u60e0<\/td>\n \u79bb\u7ebf\u603b\u7ed3\u3001\u62bd\u53d6\u4e0e\u8bc4\u4f30\u4efb\u52a1<\/td>\n<\/tr>\n \u7f13\u5b58 + \u6279\u91cf\u8054\u5408\u4f7f\u7528<\/td>\n \u603b\u6298\u6263\u6700\u9ad8\u53ef\u8fbe 75%<\/td>\n \u5e26\u56fa\u5b9a\u6307\u4ee4\u524d\u7f00\u7684\u5927\u6279\u91cf\u540e\u53f0\u4efb\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5c06\u6279\u91cf\u7aef\u70b9\u4e0e\u63d0\u793a\u7f13\u5b58\u53e0\u52a0\u4f7f\u7528\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u538b\u4f4e\u4f60\u7684\u6709\u6548\u8f93\u5165\u6210\u672c\u3002\u4f60\u53ea\u9700\u628a\u4e0d\u53d8\u7684\u7cfb\u7edf\u63d0\u793a\u653e\u5728\u8bf7\u6c42\u4f53\u7684\u6700\u524d\u7aef\uff0c\u6a21\u578b\u4fbf\u53ef\u4ece\u7f13\u5b58\u4e2d\u8bfb\u53d6\u524d\u7f00\uff0c\u5e76\u4ee5\u6279\u91cf\u4ef7\u5904\u7406\u8f93\u51fa\u3002<\/p>\n \u4f18\u5316 Agent \u7684\u8bb0\u5fc6\u67b6\u6784<\/h3>\n \u81ea\u4e3b Agent \u5f80\u5f80\u4f1a\u5c06\u6574\u6bb5\u5bf9\u8bdd\u5386\u53f2\u5168\u90e8\u6ce8\u5165\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4ece\u800c\u62ac\u9ad8 token \u6d88\u8017\u3002\u4f60\u53ef\u4ee5\u7528\u57fa\u4e8e\u68c0\u7d22\u7684\u8bb0\u5fc6\u67b6\u6784\u66ff\u4ee3\u8fd9\u79cd\u201c\u751f\u786c\u9884\u52a0\u8f7d\u201d\u65b9\u5f0f\u3002\u5728 2026 \u5e74\u7684\u4e00\u9879 Mem0 \u5b9e\u9a8c\u4e2d\uff0c\u4e00\u4e2a Hermes Agent \u5c06\u6bcf\u6b21\u63d0\u793a\u7684 tokens \u4ece 594 \u964d\u4f4e\u5230 166\uff0c\u4ec5\u51ed\u8bb0\u5fc6\u7cfb\u7edf\u7b5b\u9009\u76f8\u5173\u4e0a\u4e0b\u6587\u8fd9\u4e00\u9879\uff0c\u5c31\u5b9e\u73b0\u4e86 72% \u7684 token \u51cf\u5c11\u3002<\/p>\n \u6e10\u8fdb\u5f0f\u62ab\u9732\uff08Progressive Disclosure\uff09\u901a\u8fc7\u201c\u6309\u9700\u52a0\u8f7d\u6587\u6863\u7ec6\u8282\u201d\u800c\u975e\u4e00\u6b21\u6027\u52a0\u8f7d\u5168\u90e8\u5185\u5bb9\uff0c\u4e0e\u6734\u7d20\u7684 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u76f8\u6bd4\uff0c\u5927\u7ea6\u53ef\u4ee5\u8282\u7701 10 \u500d\u5de6\u53f3\u7684 tokens\u3002<\/p>\n \u4f60\u53ef\u4ee5\u5c06 Agent \u7684\u8bb0\u5fc6\u5c42\u7ec4\u7ec7\u6210\u4e09\u4e2a\u4e0d\u540c\u7684\u7ed3\u6784\u7ec4\u4ef6\uff1a<\/p>\n \n \u4f7f\u7528\u201c\u60c5\u8282\u5b58\u50a8\u201d\uff08episodic store\uff09\u5bf9\u8fd1\u671f\u5bf9\u8bdd\u8fdb\u884c\u76f8\u4f3c\u5ea6\u68c0\u7d22\u3002<\/li>\n \u4f7f\u7528\u201c\u56fe\u5b58\u50a8\u201d\uff08graph store\uff09\u6620\u5c04\u8bed\u4e49\u5173\u7cfb\u548c\u591a\u8df3\u5b9e\u4f53\u4e8b\u5b9e\u3002<\/li>\n \u4f7f\u7528\u201c\u4e8b\u52a1\u5b58\u50a8\u201d\uff08transactional store\uff09\u4fdd\u5b58\u8fd0\u884c\u65f6\u7684\u6d3b\u52a8\u72b6\u6001\u53d8\u91cf\u3002<\/li>\n<\/ul>\n \u8fd9\u79cd\u6df7\u5408\u5b58\u50a8\u6a21\u578b\u53ef\u4ee5\u9632\u6b62 Agent \u628a\u539f\u59cb\u6587\u4ef6\u6574\u4f53\u4e22\u8fdb\u5411\u91cf\u6570\u636e\u5e93\u3002\u7cfb\u7edf\u4f1a\u5148\u8bfb\u53d6\u8f7b\u91cf\u7ea7\u7684\u6587\u4ef6\u5143\u6570\u636e\uff0850-100 tokens\uff09\uff0c\u53ea\u6709\u5728\u786e\u6709\u9700\u8981\u65f6\u624d\u6293\u53d6\u5b8c\u6574\u6587\u672c\u5757\uff08<\/s>500-1000 tokens\uff09\u3002\u540c\u65f6\uff0c\u88c1\u526a\u4f4e\u4ef7\u503c\u7684\u5de5\u5177\u8f93\u51fa\u3001\u79fb\u9664\u5df2\u88ab\u66ff\u4ee3\u7684\u8ba1\u5212\u6b65\u9aa4\uff0c\u901a\u5e38\u80fd\u5728\u4fdd\u7559\u5173\u952e\u56de\u5fc6\u80fd\u529b\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u6d3b\u52a8\u4e0a\u4e0b\u6587\u5927\u5c0f\u7f29\u51cf 70\u201385%\u3002<\/p>\n \u9ad8\u7ea7\u8def\u7531\u4e0e\u672c\u5730\u8f93\u51fa\u7f13\u5b58<\/strong><\/h2>\n \u90e8\u7f72\u52a8\u6001\u6a21\u578b\u8def\u7531\u5668<\/h3>\n \u81ea\u52a8\u5316\u6a21\u578b\u8def\u7531\u4f1a\u5728\u8bf7\u6c42\u62b5\u8fbe\u9876\u7ea7\u6a21\u578b\u4e4b\u524d\uff0c\u5148\u5bf9\u8fdb\u5165\u7cfb\u7edf\u7684\u7528\u6237\u67e5\u8be2\u8fdb\u884c\u8bc4\u4f30\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u8f7b\u91cf\u7ea7\u5206\u7c7b\u5668\uff08\u4f8b\u5982 DeBERTa-v3-small \u591a\u5934\u8def\u7531\u5668\u6216 ModernBERT \u8bed\u4e49\u8def\u7531\u5668\uff09\u6765\u5224\u65ad\u67e5\u8be2\u96be\u5ea6\u3002\u5206\u7c7b\u5668\u4f1a\u57fa\u4e8e\u6587\u672c\u957f\u5ea6\u3001\u8bcd\u6c47\u7a00\u6709\u5ea6\u6216\u6240\u9700\u63a8\u7406\u6df1\u5ea6\u6253\u51fa\u590d\u6742\u5ea6\u5f97\u5206\u3002\u7b80\u5355\u4efb\u52a1\u4f1a\u88ab\u4e0b\u6d3e\u7ed9\u66f4\u5c0f\u3001\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\uff0c\u800c\u771f\u6b63\u590d\u6742\u7684\u63a8\u7406\u8bf7\u6c42\u624d\u4f1a\u88ab\u5347\u7ea7\u5230\u65d7\u8230\u6a21\u578b\u3002<\/p>\n \u4e0e\u5355\u4e00\u6a21\u578b\u7cfb\u7edf\u76f8\u6bd4\uff0c\u52a8\u6001\u6a21\u578b\u8def\u7531\u53ef\u4ee5\u8282\u7701 27\u201385% \u7684\u751f\u4ea7\u6210\u672c\u3002RouteLLM \u7684 BERT \u5206\u7c7b\u5668\u5728\u4fdd\u6301 95% GPT-4 \u8d28\u91cf\u7684\u540c\u65f6\uff0c\u5c06\u57fa\u51c6\u6d4b\u8bd5\u6210\u672c\u964d\u4f4e\u4e86 85% \u4ee5\u4e0a\u3002\u628a\u9002\u5408\u7684\u4f01\u4e1a\u8bf7\u6c42\u4ece\u65d7\u8230\u6a21\u578b\u8fc1\u79fb\u51fa\u53bb\uff0c\u66fe\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u5c06\u6708\u5ea6\u63a8\u7406\u5f00\u9500\u4ece 2,706 \u7f8e\u5143\u964d\u81f3 636 \u7f8e\u5143\u3002\u89c4\u5219\u578b\u8def\u7531\u5668\u7684\u989d\u5916\u5ef6\u8fdf\u901a\u5e38\u4f4e\u4e8e 1ms\uff0c\u800c\u673a\u5668\u5b66\u4e60\u8def\u7531\u5668\u7684\u5ef6\u8fdf\u5927\u7ea6\u5728 50\u2013100ms\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u8def\u7531\u673a\u5236<\/th>\n \u590d\u6742\u5ea6\u4fe1\u53f7<\/th>\n \u5bf9\u6210\u672c\u4e0e\u5ef6\u8fdf\u7684\u5f71\u54cd<\/th>\n<\/tr>\n \u57fa\u4e8e\u89c4\u5219\u7684\u542f\u53d1\u5f0f\u8def\u7531<\/td>\n \u57fa\u4e8e\u67e5\u8be2\u957f\u5ea6\u4e0e\u5173\u952e\u8bcd<\/td>\n \u989d\u5916\u5ef6\u8fdf\u4f4e\u4e8e 1ms\uff1b\u5feb\u901f\u5206\u53d1\u7b80\u5355\u4efb\u52a1<\/td>\n<\/tr>\n ML \u5206\u7c7b\u5668\uff08BERT\/DeBERTa\uff09<\/td>\n \u57fa\u4e8e\u504f\u597d\u6570\u636e\u4e0e\u96be\u5ea6\u8bc4\u5206<\/td>\n \u589e\u52a0\u7ea6 50\u2013100ms \u5ef6\u8fdf\uff1b\u6210\u672c\u6700\u591a\u53ef\u964d 85%<\/td>\n<\/tr>\n \u8bed\u4e49\u5206\u7c7b\u5668<\/td>\n \u57fa\u4e8e\u610f\u56fe\u4e0e\u63a8\u7406\u9700\u6c42<\/td>\n \u6d88\u9664\u4e0d\u5fc5\u8981\u7684\u94fe\u5f0f\u601d\u7ef4\u5f00\u9500\uff1btokens \u51cf\u5c11\u7ea6 50%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u672c\u5730\u5b58\u50a8 AI \u8f93\u51fa\u4ee5\u907f\u514d\u91cd\u590d\u5f00\u9500<\/h3>\n \u4f60\u53ef\u4ee5\u901a\u8fc7\u672c\u5730\u5b58\u50a8\u6a21\u578b\u751f\u6210\u7684\u7ed3\u679c\uff0c\u907f\u514d\u89e6\u53d1\u91cd\u590d\u7684 API \u8bf7\u6c42\u3002\u7ea6\u6709 31% \u7684\u4f01\u4e1a\u7ea7 LLM \u67e5\u8be2\u5305\u542b\u67d0\u79cd\u5f62\u5f0f\u7684\u91cd\u590d\u5185\u5bb9\u3002\u8bed\u4e49\u7f13\u5b58\u4f1a\u5c06\u8f93\u5165\u63d0\u793a\u8f6c\u6362\u4e3a\u5411\u91cf\uff0c\u5e76\u67e5\u627e\u662f\u5426\u5b58\u5728\u8bed\u4e49\u7b49\u4ef7\u7684\u5386\u53f2\u7b54\u6848\u3002\u4e00\u65e6\u547d\u4e2d\uff0c\u4f60\u5c31\u53ef\u4ee5\u76f4\u63a5\u8fd4\u56de\u5df2\u5b58\u50a8\u7684\u7ed3\u679c\uff0c\u800c\u65e0\u9700\u518d\u6b21\u8c03\u7528\u6a21\u578b\u3002\u672c\u5730\u4e0e\u8bed\u4e49\u8f93\u51fa\u7f13\u5b58\uff0c\u5bf9\u4e8e\u91cd\u590d\u5ea6\u8f83\u9ad8\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u53ef\u5e26\u6765 30\u201370% \u7684\u6210\u672c\u4e0b\u964d\u3002<\/p>\n \u5f53\u67e5\u8be2\u91cd\u590d\u7387\u5e76\u4e0d\u7b97\u9ad8\u65f6\uff0c\u5b8c\u5168\u5339\u914d\u7f13\u5b58\uff08exact-match caching\uff09\u6548\u679c\u66f4\u4f73\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u907f\u514d\u989d\u5916\u7684\u5411\u91cf\u5d4c\u5165\u8ba1\u7b97\u3002\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\uff0c\u8bf7\u6c42\u5408\u5e76\uff08request coalescing\uff09\u4f1a\u5c06\u77ed\u65f6\u95f4\u5185\u591a\u6b21\u51fa\u73b0\u7684\u540c\u4e00\u8bf7\u6c42\u6298\u53e0\u4e3a\u4e00\u6b21 API \u8c03\u7528\uff0c\u4ece\u800c\u8282\u7701 8\u201312% \u7684\u6210\u672c\u3002\u5bf9\u4e8e\u4e00\u4e2a\u65e5\u8bf7\u6c42\u91cf\u7ea6 10,000 \u6b21\u3001\u7f13\u5b58\u547d\u4e2d\u7387 40% \u7684\u4e2d\u7b49\u89c4\u6a21\u5e94\u7528\uff0c\u6bcf\u6708\u5927\u7ea6\u53ef\u4ee5\u8282\u7701 40,500 \u7f8e\u5143\u3002\u901a\u8fc7\u672c\u5730\u5b58\u50a8\u54cd\u5e94\uff0c\u4f60\u65e2\u80fd\u8282\u7701 AI tokens\uff0c\u53c8\u80fd\u4e3a\u7528\u6237\u63d0\u4f9b\u63a5\u8fd1\u5373\u65f6\u7684\u7b54\u590d\u3002<\/p>\n 2026 \u5e74\u53ef\u7acb\u5373\u843d\u5730\u7684\u5b9e\u65bd\u6e05\u5355<\/strong><\/h2>\n \u4f60\u9700\u8981\u7acb\u523b\u5ba1\u8ba1\u73b0\u6709\u7684\u8f6f\u4ef6\u67b6\u6784\u3002Faros AI \u5728\u4e24\u5e74\u65f6\u95f4\u91cc\u5206\u6790\u4e86 4,000 \u4e2a\u56e2\u961f\u7684 22,000 \u540d\u5f00\u53d1\u8005\u3002\u7814\u7a76\u53d1\u73b0\uff1a\u5927\u91cf\u4f7f\u7528 AI \u867d\u7136\u8ba9\u4efb\u52a1\u5b8c\u6210\u7387\u63d0\u9ad8\u4e86 34%\uff0c\u4f46\u6bcf\u540d\u5f00\u53d1\u8005\u4ea7\u751f\u7684\u7f3a\u9677\u6570\u589e\u52a0\u4e86 54%\uff0c\u4ee3\u7801 churn \u98d9\u5347\u4e86 861%\u3002\u5982\u679c\u4e0d\u5bf9 API \u6d88\u8017\u8fdb\u884c\u7ba1\u7406\uff0c\u5c31\u4f1a\u5728\u4e0d\u63d0\u9ad8\u6700\u7ec8\u8f6f\u4ef6\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\u4ea7\u751f\u5de8\u989d\u6d6a\u8d39\u3002\u4f60\u9700\u8981\u4e00\u4efd\u6709\u7ed3\u6784\u7684\u90e8\u7f72\u8ba1\u5212\uff0c\u5728\u63a7\u5236 token \u8d26\u5355\u7684\u540c\u65f6\u7ef4\u6301\u9ad8\u6027\u80fd\u7cfb\u7edf\u3002<\/p>\n \u6309\u7167\u4ee5\u4e0b\u987a\u5e8f\u6e05\u5355\u5347\u7ea7\u4f60\u7684\u751f\u4ea7\u73af\u5883\uff1a<\/p>\n \n \u5ba1\u8ba1\u63d0\u793a\u4e0a\u4e0b\u6587\u7a97\u53e3<\/strong>\uff1a\u5b9e\u73b0\u6ed1\u52a8\u7a97\u53e3\u88c1\u526a\uff08sliding-window pruning\uff09\uff0c\u5c06\u6d3b\u52a8\u4e0a\u4e0b\u6587\u5927\u5c0f\u538b\u7f29 40\u201360%\u3002\u90e8\u7f72\u5411\u91cf\u68c0\u7d22\u7cfb\u7edf\uff0c\u4ee5\u4fbf\u5728\u8f93\u5165\u6570\u636e\u5c42\u9762\u8282\u7701 70\u201390% \u7684\u5197\u4f59\u4fe1\u606f\u3002<\/li>\n \u90e8\u7f72\u63d0\u793a\u7f13\u5b58\u4e0e\u6280\u80fd\u6ce8\u518c\u8868<\/strong>\uff1a\u4e0d\u8981\u5728\u6bcf\u6b21\u8c03\u7528 API \u65f6\u90fd\u91cd\u65b0\u53d1\u9001\u4f53\u91cf\u9ad8\u8fbe 150,000+ tokens \u7684\u7cfb\u7edf\u63d0\u793a\u3002\u4f7f\u7528\u8f7b\u91cf\u7ea7\u6280\u80fd\u6ce8\u518c\u8868\uff08skills registry\uff09\uff0c\u8ba9\u7cfb\u7edf\u6309\u9700\u52a0\u8f7d\u7279\u5b9a\u6280\u80fd\u3002\u7f13\u5b58\u7a33\u5b9a\u7684\u63d0\u793a\u524d\u7f00\uff0c\u8ba9\u6a21\u578b\u81ea\u52a8\u590d\u7528\u9759\u6001\u7b56\u7565\u6587\u6863\u3002<\/li>\n \u642d\u5efa\u6279\u91cf\u5904\u7406\u901a\u9053<\/strong>\uff1a\u5c06 100 \u4e2a\u5305\u542b 50 tokens \u7684\u72ec\u7acb\u8bf7\u6c42\u5408\u5e76\u6210\u7ed3\u6784\u5316\u7684\u6279\u91cf\u4efb\u52a1\u3002\u6279\u91cf\u5904\u7406\u53ef\u4ee5\u628a\u7cfb\u7edf\u5f00\u9500 tokens \u4ece 200,000 \u964d\u5230\u7ea6 7,000\uff0c\u8282\u7701\u7ea6 96.5%\u3002<\/li>\n \u914d\u7f6e\u52a8\u6001\u6a21\u578b\u8def\u7531<\/strong>\uff1a\u5c06\u65e5\u5e38\u7684\u5206\u7c7b\u3001\u4fe1\u606f\u62bd\u53d6\u548c\u603b\u7ed3\u4efb\u52a1\u4ea4\u7ed9\u5c0f\u6a21\u578b\uff0c\u8ba9\u6602\u8d35\u7684\u9876\u7ea7\u63a8\u7406\u6a21\u578b\u53ea\u5904\u7406\u771f\u6b63\u9700\u8981\u6df1\u5ea6\u63a8\u7406\u7684\u8bf7\u6c42\u3002<\/li>\n \u5efa\u7acb\u9884\u7b97\u6cbb\u7406\u4e0e\u5173\u952e\u6307\u6807<\/strong>\uff1a\u5728\u8fbe\u5230\u6708\u5ea6\u9884\u7b97 50% \u65f6\u81ea\u52a8\u9884\u8b66\uff1b\u5728 80% \u65f6\u9650\u6d41\u975e\u5173\u952e\u8d1f\u8f7d\uff1b\u5728 90% \u65f6\u4e0b\u8c03\u6a21\u578b\u6863\u4f4d\uff1b\u5728 100% \u65f6\u62e6\u622a\u65b0\u7684\u672a\u6388\u6743\u8bf7\u6c42\u3002<\/li>\n<\/ol>\n \u5c3d\u91cf\u6309\u201c\u6bcf\u4e2a\u5b8c\u6210\u4efb\u52a1\u7684\u6210\u672c\u201d\u6765\u8861\u91cf\uff0c\u800c\u4e0d\u662f\u53ea\u76ef\u7740\u603b tokens \u6d88\u8017\u3002\u53ea\u6709\u628a\u6ce8\u610f\u529b\u653e\u5728\u771f\u5b9e\u4e1a\u52a1\u7ed3\u679c\u4e0a\uff0c\u800c\u975e\u539f\u59cb\u8d44\u6e90\u7528\u91cf\uff0c\u4f60\u624d\u80fd\u771f\u6b63\u9ad8\u6548\u5730\u8282\u7701 AI tokens\u3002<\/p>\n \u7acb\u5373\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u90e8\u7f72\u6301\u7eed\u76d1\u63a7\u3002\u5c06\u63d0\u793a\u7f13\u5b58\u547d\u4e2d\u7387\u76ee\u6807\u8bbe\u5b9a\u4e3a 60% \u4ee5\u4e0a\uff0c\u5e76\u5c06\u6a21\u578b\u8def\u7531\u51c6\u786e\u7387\u7ef4\u6301\u5728 90% \u4ee5\u4e0a\u3002\u628a\u6574\u4f53 API \u91cd\u8bd5\u7387\u63a7\u5236\u5728 5% \u4ee5\u4e0b\uff0c\u5e76\u5c06\u8f93\u51fa tokens \u7684\u6d6a\u8d39\u9650\u5236\u5728 10% \u4ee5\u5185\u3002<\/p>\n \n <\/div>\n<\/div>\n \u5728 2026 \u5e74\uff0c\u4f60\u5fc5\u987b\u4ece\u201c\u88ab\u52a8\u6d88\u8017\u201d\u8f6c\u5411\u201c\u4e3b\u52a8\u6cbb\u7406 tokens\u201d\u3002\u5982\u679c\u653e\u4efb\u63d0\u793a\u8bcd\u548c\u4e0a\u4e0b\u6587\u4e0d\u7ba1\uff0c\u4f01\u4e1a\u9884\u7b97\u4f1a\u88ab\u8fc5\u901f\u69a8\u5e72\u3002\u806a\u660e\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u80fd\u91cd\u65b0\u593a\u56de\u8d22\u52a1\u63a7\u5236\u6743\u3002\u7cbe\u7b80\u80cc\u666f\u6570\u636e\u65e2\u53ef\u4ee5\u4fdd\u62a4\u4f60\u7684\u8fd0\u8425\u5229\u6da6\uff0c\u53c8\u80fd\u4fdd\u6301\u6a21\u578b\u7684\u667a\u80fd\u8868\u73b0\u3002<\/p>\n \u524a\u51cf\u63d0\u793a\u5f00\u9500\u8fd8\u80fd\u76f4\u63a5\u63d0\u5347\u5e94\u7528\u7684\u54cd\u5e94\u901f\u5ea6\u3002\u66f4\u5c0f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f1a\u7f29\u77ed\u8f93\u5165\u5904\u7406\u65f6\u95f4\uff0c\u4ece\u800c\u964d\u4f4e\u6574\u4f53\u7cfb\u7edf\u5ef6\u8fdf\u3002\u7528\u6237\u83b7\u5f97\u66f4\u5feb\u7684\u54cd\u5e94\u4f53\u9a8c\uff0c\u4ed6\u4eec\u5728\u6240\u6709\u6570\u5b57\u89e6\u70b9\u4e0a\u7684\u6ee1\u610f\u5ea6\u90fd\u4f1a\u968f\u4e4b\u63d0\u9ad8\u3002<\/p>\n \u7acb\u523b\u638c\u63a7\u4f60\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u4ece\u73b0\u5728\u5f00\u59cb\u5ba1\u8ba1\u63d0\u793a\u4e0a\u4e0b\u6587\u7a97\u53e3\u548c\u7cfb\u7edf\u67b6\u6784\u3002\u901a\u8fc7\u5728\u6574\u4e2a\u5e94\u7528\u5de5\u4f5c\u6d41\u4e2d\u90e8\u7f72\u52a8\u6001\u6a21\u578b\u8def\u7531\u3001\u63d0\u793a\u7f13\u5b58\u548c\u4e0a\u4e0b\u6587\u88c1\u526a\uff0c\u4f60\u53ef\u4ee5\u9a6c\u4e0a\u5f00\u59cb\u8282\u7701 AI tokens\u3002<\/p>\n \u5e38\u89c1\u95ee\u7b54\uff08FAQ\uff09<\/strong><\/h2>\n \u63d0\u793a\u7f13\u5b58\u6700\u591a\u53ef\u4ee5\u5e2e\u6211\u8282\u7701\u591a\u5c11 API \u5f00\u652f\uff1f<\/h3>\n \u5728 Anthropic \u6a21\u578b\u4e0a\uff0c\u63d0\u793a\u7f13\u5b58\u53ef\u4ee5\u8ba9\u5df2\u7f13\u5b58\u524d\u7f00\u7684\u8f93\u5165\u6210\u672c\u6700\u591a\u964d\u4f4e 90%\u3002OpenAI \u4f1a\u81ea\u52a8\u7f13\u5b58\u4f60\u7684\u8f93\u5165\u524d\u7f00\uff0c\u5c06\u7f13\u5b58 token \u7684\u6210\u672c\u51cf\u5c11\u4e00\u534a\u3002\u628a\u5197\u957f\u3001\u7a33\u5b9a\u7684\u6307\u4ee4\u5b58\u653e\u5728\u670d\u52a1\u5546\u670d\u52a1\u5668\u4e0a\uff0c\u53ef\u4ee5\u907f\u514d\u5728\u91cd\u590d\u8c03\u7528\u65f6\u652f\u4ed8\u5168\u4ef7\u3002<\/p>\n \u628a\u8bf7\u6c42\u8def\u7531\u5230\u66f4\u5c0f\u7684\u6a21\u578b\u4f1a\u4e0d\u4f1a\u5f71\u54cd\u56de\u7b54\u8d28\u91cf\uff1f<\/h3>\n \u52a8\u6001\u6a21\u578b\u8def\u7531\u5668\u4f1a\u5728\u5206\u53d1\u8bf7\u6c42\u524d\u5148\u8bc4\u4f30\u67e5\u8be2\u590d\u6742\u5ea6\uff0c\u4ece\u800c\u4fdd\u969c\u8f93\u51fa\u8d28\u91cf\u3002\u5b83\u4f1a\u628a\u7b80\u5355\u7684\u5206\u7c7b\u4efb\u52a1\u8f6c\u4ea4\u7ed9\u66f4\u5c0f\u3001\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\uff0c\u800c\u628a\u590d\u6742\u63a8\u7406\u8bf7\u6c42\u7559\u7ed9\u65d7\u8230\u6a21\u578b\u3002\u4f8b\u5982 RouteLLM \u7684\u5206\u7c7b\u5668\u5728\u4fdd\u6301 95% GPT-4 \u8f93\u51fa\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u5c06\u6210\u672c\u964d\u4f4e\u4e86 85% \u4ee5\u4e0a\u3002<\/p>\n \u6279\u91cf API \u662f\u5982\u4f55\u5728\u975e\u7d27\u6025\u4efb\u52a1\u4e0a\u7701\u94b1\u7684\uff1f<\/h3>\n \u6279\u91cf API \u901a\u5e38\u5bf9\u8f93\u5165\u4e0e\u8f93\u51fa tokens \u63d0\u4f9b\u7edf\u4e00\u4e94\u6298\u4f18\u60e0\uff0c\u524d\u63d0\u662f\u8fd9\u4e9b\u8bf7\u6c42\u53ef\u4ee5\u63a5\u53d7\u6700\u957f 24 \u5c0f\u65f6\u7684\u5904\u7406\u65f6\u5ef6\u3002\u4f60\u8fd8\u53ef\u4ee5\u5c06\u6279\u91cf\u7aef\u70b9\u4e0e\u63d0\u793a\u7f13\u5b58\u53e0\u52a0\u4f7f\u7528\uff0c\u5728\u540e\u53f0\u5de5\u4f5c\u8d1f\u8f7d\u4e0a\u6700\u591a\u8282\u7701 75% \u7684\u7efc\u5408\u6210\u672c\u3002<\/p>\n \u4e3a\u4ec0\u4e48\u628a\u6587\u6863\u8f6c\u6362\u6210 Markdown \u53ef\u4ee5\u964d\u4f4e token \u6570\uff1f<\/h3>\n PDF \u6216 HTML \u7b49\u539f\u59cb\u6587\u6863\u683c\u5f0f\u4e2d\uff0c\u5e38\u5e38\u5305\u542b\u5927\u91cf\u9690\u85cf\u7684\u7ed3\u6784\u548c\u5e03\u5c40\u6570\u636e\u3002\u628a\u6587\u672c\u578b PDF \u8f6c\u6210\u5e72\u51c0\u7684 Markdown\uff0c\u53ef\u4ee5\u5728\u4fdd\u7559\u4e3b\u8981\u6587\u672c\u5185\u5bb9\u7684\u540c\u65f6\u53bb\u6389\u591a\u4f59\u5e03\u5c40\u4fe1\u606f\u3002\u8fd9\u4e2a\u7b80\u5355\u7684\u6570\u636e\u8f6c\u6362\u52a8\u4f5c\uff0c\u5c31\u80fd\u5728\u4e0d\u635f\u5bb3\u6a21\u578b\u7406\u89e3\u80fd\u529b\u7684\u524d\u63d0\u4e0b\uff0c\u5c06 token \u4f7f\u7528\u91cf\u964d\u4f4e 40\u201365%\u3002<\/p>\n","protected":false},"excerpt":{"rendered":" \u5230\u4e86 2026 \u5e74\uff0c\u4f60\u7684 AI API \u8d26\u5355\u6b63\u5728\u98d9\u5347\u3002\u6a21\u578b\u5728 2024 \u5e74\u521d\u8fd8\u53ea\u652f\u6301 128K tokens\uff0c\u4f46\u73b0\u5728 Llama 4 Scout \u90e8\u7f72\u5728\u4e13\u7528\u7684\u9999\u6e2f\u670d\u52a1\u5668\u4e0a\u5373\u53ef\u5b9e\u73b0 1,000 \u4e07 tokens \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002 \u590d\u6742\u7684 Agent \u4f1a\u8bdd\u5728\u5b8c\u6210\u524d\u901a\u5e38\u4f1a\u6d88\u8017 100K\u2013500K tokens\u3002\u82e5\u63d0\u793a\u8bcd\u7ba1\u7406\u6df7\u4e71\u3001\u5de5\u4f5c\u6d41\u53cd\u590d\u5faa\u73af\uff0c\u6210\u672c\u4f1a\u88ab\u5feb\u901f\u653e\u5927\u3002\u5728\u4e0d\u964d\u4f4e\u6a21\u578b\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u4f60\u4f9d\u7136\u53ef\u4ee5\u5927\u5e45\u538b\u7f29\u5f00\u652f\u3002\u901a\u8fc7\u4e25\u683c\u7684\u4e0a\u4e0b\u6587\u201c\u536b\u751f\u201d\u3001\u63d0\u793a\u7f13\u5b58\u3001\u52a8\u6001\u6a21\u578b\u8def\u7531\u4e0e Agent \u5185\u5b58\u4f18\u5316\uff0c\u4f60\u53ef\u4ee5\u8f7b\u677e\u8282\u7701 AI tokens\u3002 \u5173\u952e\u8981\u70b9 \u6e05\u7406\u539f\u59cb\u6587\u6863\uff0c\u5e76\u5c06\u201c\u89c4\u5212\u63d0\u793a\u8bcd\u201d\u548c\u201c\u6267\u884c\u63d0\u793a\u8bcd\u201d\u5206\u79bb\uff0c\u963b\u6b62\u4e0a\u4e0b\u6587\u81a8\u80c0\u3002 \u4f7f\u7528\u63d0\u793a\u7f13\u5b58\u548c\u6279\u91cf API\uff0c\u5927\u5e45\u964d\u4f4e\u8f93\u5165 token \u6210\u672c\u3002 \u90e8\u7f72\u667a\u80fd\u6a21\u578b\u8def\u7531\u5668\uff0c\u8ba9\u7b80\u5355\u4efb\u52a1\u4ea4\u7ed9\u66f4\u5c0f\u3001\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\u3002 \u5c06 AI \u8f93\u51fa\u7ed3\u679c\u672c\u5730\u5b58\u50a8\uff0c\u907f\u514d\u4e3a\u91cd\u590d\u95ee\u9898\u53cd\u590d\u4ed8\u8d39\u3002 \u8282\u7701 AI Tokens \u7684\u8fd0\u8425\u6218\u672f \u5931\u63a7\u589e\u957f\u7684\u4e0a\u4e0b\u6587\u4f1a\u8fc5\u901f\u8017\u5c3d\u4f60\u7684 API \u8fd0\u8425\u9884\u7b97\u3002\u901a\u8fc7\u6539\u53d8\u67e5\u8be2\u7ed3\u6784\u548c\u6e05\u7406\u80cc\u666f\u6570\u636e\uff0c\u4f60\u53ef\u4ee5\u5728\u4e0d\u727a\u7272\u8f93\u51fa\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\u8282\u7701 AI tokens\u3002\u73b0\u4ee3\u6a21\u578b\u53ef\u541e\u5410\u5e9e\u5927\u7684\u4fe1\u606f\u91cf\uff0c\u517b\u6210\u4e00\u4e9b\u7b80\u5355\u7684\u8fd0\u8425\u4e60\u60ef\u5c31\u80fd\u7acb\u523b\u5e26\u6765\u8d22\u52a1\u7f13\u89e3\u3002 \u5c06\u63d0\u793a\u89c4\u5212\u4e0e\u6267\u884c\u9636\u6bb5\u5206\u79bb 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