\u7bc0\u7701 AI Tokens \u7684\u71df\u904b\u6230\u8853<\/strong><\/h2>\n

\u5931\u63a7\u6210\u9577\u7684\u8108\u7d61\u6703\u8fc5\u901f\u8017\u76e1\u4f60\u7684 API \u71df\u904b\u9810\u7b97\u3002\u900f\u904e\u6539\u8b8a\u67e5\u8a62\u7d50\u69cb\u548c\u6e05\u7406\u80cc\u666f\u8cc7\u6599\uff0c\u4f60\u53ef\u4ee5\u5728\u4e0d\u72a7\u7272\u8f38\u51fa\u54c1\u8cea\u7684\u60c5\u6cc1\u4e0b\u7bc0\u7701 AI tokens\u3002\u73fe\u4ee3\u6a21\u578b\u53ef\u541e\u5410\u9f90\u5927\u7684\u8cc7\u8a0a\u91cf\uff0c\u990a\u6210\u4e00\u4e9b\u7c21\u55ae\u7684\u71df\u904b\u7fd2\u6163\u5c31\u80fd\u7acb\u523b\u5e36\u4f86\u8ca1\u52d9\u7de9\u89e3\u3002<\/p>\n

\u5c07\u63d0\u793a\u898f\u5283\u8207\u57f7\u884c\u968e\u6bb5\u5206\u96e2<\/h3>\n

\u5982\u679c\u4f60\u6bcf\u6b21\u90fd\u628a\u6240\u6709\u8907\u96dc\u8aaa\u660e\u585e\u9032\u4e00\u689d\u8d85\u9577\u63d0\u793a\u8a5e\u88e1\uff0c\u6a21\u578b\u5728\u6bcf\u6b21\u8fed\u4ee3\u6642\u90fd\u5fc5\u9808\u91cd\u65b0\u8655\u7406\u9f90\u5927\u7684\u8f38\u5165\u8108\u7d61\uff0c\u5f9e\u800c\u6d6a\u8cbb\u5927\u91cf tokens\u3002\u4f60\u53ef\u4ee5\u5c07\u8907\u96dc\u5de5\u4f5c\u6d41\u7a0b\u62c6\u5206\u70ba\u6e05\u6670\u7684\u300c\u898f\u5283\u968e\u6bb5\u300d\u548c\u300c\u57f7\u884c\u968e\u6bb5\u300d\uff0c\u4ee5\u907f\u514d\u91cd\u8907\u7684 token \u6d88\u8017\u3002<\/p>\n

\u7b2c\u4e00\u6b65\uff0c\u4f7f\u7528\u4e00\u500b\u5c08\u9580\u6703\u8a71\u4f86\u6574\u7406\u6e05\u6670\u7684\u5c08\u6848\u85cd\u5716\u3002\u628a\u6700\u7d42\u7684\u8a08\u756b\u5beb\u5165\u5916\u90e8 .md<\/code> \u6a94\u6848\uff0c\u800c\u4e0d\u662f\u628a\u9019\u4e9b\u5167\u5bb9\u5168\u90e8\u7559\u5728\u804a\u5929\u6b77\u53f2\u88e1\u3002\u63a5\u8457\uff0c\u65b0\u958b\u4e00\u500b\u4e7e\u6de8\u6703\u8a71\uff0c\u53ea\u63d0\u4f9b\u9019\u4efd\u7cbe\u7c21\u6a94\u6848\u4f5c\u70ba\u80cc\u666f\u53c3\u8003\u3002\u9019\u6a23\u4e00\u4f86\uff0c\u7cfb\u7d71\u5c31\u4e0d\u518d\u9700\u8981\u53cd\u8986\u8b80\u53d6\u5e7e\u5341\u8f2a\u7684\u8166\u529b\u6fc0\u76ea\u7d00\u9304\u3002<\/p>\n

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

\u71df\u904b\u7b56\u7565<\/th>\n	Token \u6e1b\u5c11\u6548\u679c<\/th>\n	\u5c0d\u54c1\u8cea\u7684\u5f71\u97ff<\/th>\n<\/tr>\n
\u898f\u5283\u8207\u57f7\u884c\u5206\u96e2<\/td>\n	\u6d88\u9664\u6d3b\u52d5\u8108\u7d61\u4e2d\u91cd\u8907\u8f2a\u6b21<\/td>\n	\u8b93\u6a21\u578b\u805a\u7126\u57f7\u884c\u4efb\u52d9\u672c\u8eab<\/td>\n<\/tr>\n
PDF \u8f49 Markdown<\/td>\n	\u5c0d\u6587\u5b57\u578b PDF \u6e1b\u5c11 40\u201365% tokens<\/td>\n	\u4fdd\u7559\u6838\u5fc3\u7248\u9762\u8207\u6587\u4ef6\u6587\u5b57<\/td>\n<\/tr>\n
\u6703\u8a71\u91cd\u6574\uff08\u6bcf 15\u201320 \u8f2a\uff09<\/td>\n	\u963b\u6b62\u8108\u7d61\u5448\u6307\u6578\u7d1a\u81a8\u8139<\/td>\n	\u9632\u6b62\u8108\u7d61\u6f02\u79fb\u548c\u54c1\u8cea\u8870\u9000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5728\u539f\u59cb\u63d0\u793a\u8a5e\u4e0a\u76f4\u63a5\u7de8\u8f2f\uff0c\u800c\u4e0d\u662f\u4e0d\u65b7\u8ffd\u52a0\u300c\u66f4\u6b63\u8a0a\u606f\u300d\uff0c\u540c\u6a23\u80fd\u904f\u5236\u8108\u7d61\u81a8\u8139\u3002\u4f60\u53ef\u4ee5\u628a\u591a\u689d\u76f8\u95dc\u554f\u984c\u5408\u4f75\u6210\u4e00\u6b21\u7d50\u69cb\u5316\u8acb\u6c42\uff0c\u907f\u514d\u6a21\u578b\u4f86\u56de\u8b80\u53d6\u9577\u6b77\u53f2\u7d00\u9304\u3002\u5728\u7cfb\u7d71\u8a2d\u5b9a\u4e2d\u5b9a\u7fa9\u5168\u57df\u504f\u597d\uff0c\u4e5f\u53ef\u4ee5\u7701\u53bb\u5728\u6bcf\u689d\u63d0\u793a\u8a5e\u88e1\u91cd\u8907\u66f8\u5beb\u4f7f\u7528\u7fd2\u6163\u548c\u98a8\u683c\u8981\u6c42\u3002<\/p>\n \u5be6\u8e10\u8108\u7d61\u885b\u751f\u8207\u8cc7\u6599\u8f49\u63db<\/h3>\n \u539f\u59cb\u6587\u4ef6\u683c\u5f0f\u4e2d\u5305\u542b\u5927\u91cf\u8207\u7248\u9762\u914d\u7f6e\u76f8\u95dc\u7684\u5197\u9918\u8cc7\u8a0a\uff0c\u9019\u4e9b\u5167\u5bb9\u6703\u986f\u8457\u63a8\u9ad8 token \u6578\u91cf\uff0c\u537b\u5e7e\u4e4e\u4e0d\u63d0\u5347\u6a21\u578b\u6548\u679c\u3002\u5148\u628a\u539f\u59cb HTML\u3001PDF \u6216 DOCX \u8f49\u63db\u70ba\u4e7e\u6de8\u7684 Markdown\uff0c\u518d\u547c\u53eb API\uff0c\u53ef\u4ee5\u986f\u8457\u58d3\u7e2e\u8108\u7d61\u5927\u5c0f\u3002\u5c0d\u65bc\u6587\u5b57\u578b PDF\uff0c\u8f49\u70ba Markdown \u5f8c\u5e38\u898b token \u964d\u5e45\u70ba 40\u201365%\uff1b\u66f4\u5ee3\u6cdb\u7684\u6df7\u5408\u6587\u4ef6\u8f49\u63db\u901a\u5e38\u80fd\u9054\u5230 65\u201390% \u7684 token \u6e1b\u5c11\u3002<\/p>\n \u5728\u5c0d\u8a71\u9054\u5230 15\u201320 \u8f2a\u4e4b\u524d\uff0c\u53ca\u6642\u958b\u555f\u65b0\u7684\u6703\u8a71\uff0c\u53ef\u4ee5\u963b\u6b62\u6a21\u578b\u5728\u6bcf\u6b21\u8acb\u6c42\u4e2d\u90fd\u651c\u5e36\u9673\u820a\u7684\u8108\u7d61\u3002<\/p>\n \u9077\u79fb\u5230\u65b0\u5de5\u4f5c\u7a7a\u9593\u6642\uff0c\u53ea\u5e36\u4e0a\u5fc5\u8981\u7684\u6c7a\u7b56\u548c\u7e3d\u7d50\u6027\u8f38\u51fa\u5373\u53ef\u3002\u958b\u6e90\u7684\u8108\u7d61\u904e\u6ffe\u5de5\u5177\u548c\u6aa2\u7d22\u7cfb\u7d71\u53ef\u4ee5\u5e6b\u52a9\u4f60\u5728\u547c\u53eb API \u524d\u58d3\u7e2e\u8108\u7d61\u3002\u7d93\u904e\u6700\u4f73\u5316\u3001\u5177\u5099\u8108\u7d61\u611f\u77e5\u80fd\u529b\u7684\u6587\u5b57\u5206\u584a\u7b56\u7565\uff0c\u901a\u5e38\u80fd\u5728\u7dad\u6301\u9ad8\u8f38\u51fa\u6e96\u78ba\u7387\u7684\u540c\u6642\uff0c\u628a\u8f38\u5165 tokens \u6e1b\u5c11 80\u201385%\u3002<\/p>\n \u5f37\u5236\u4f7f\u7528\u7d50\u69cb\u5316\u8f38\u51fa\u6a21\u5f0f\uff0c\u53ef\u4ee5\u6d88\u9664\u56e0\u683c\u5f0f\u7121\u6548\u800c\u7522\u751f\u7684\u96b1\u6027\u91cd\u8a66\u3002\u900f\u904e schema \u7d04\u675f\uff0c\u53ef\u5c07 JSON \u89e3\u6790\u5931\u6557\u7387\u5f9e 8\u201315% \u964d\u5230 0.1% \u4ee5\u4e0b\uff0c\u800c\u6bcf\u6b21\u547c\u53eb\u53ea\u9700\u984d\u5916 30\u2013300 \u500b tokens\u3002\u628a\u5c11\u91cf\u793a\u4f8b\uff08few-shot\uff09\u653e\u5165\u7cbe\u7c21\u7684\u7cfb\u7d71\u63d0\u793a\u4e2d\uff0c\u53ef\u4ee5\u8b93\u6a21\u578b\u5728\u8907\u96dc\u71df\u904b\u4efb\u52d9\u4e0a\u7684\u6e96\u78ba\u7387\u63d0\u5347 40% \u4ee5\u4e0a\uff0c\u5f9e\u800c\u907f\u514d\u8fd4\u5de5\u6d6a\u8cbb\uff0c\u7bc0\u7701\u6210\u672c\u3002<\/p>\n \u7bc0\u7701 AI Tokens \u7684\u67b6\u69cb\u7b56\u7565<\/strong><\/h2>\n \u76f8\u6bd4\u55ae\u7d14\u6539\u63d0\u793a\u8a5e\uff0c\u8070\u660e\u7684\u8edf\u9ad4\u67b6\u69cb\u8a2d\u8a08\u80fd\u66f4\u5feb\u5730\u58d3\u7e2e\u5f8c\u7aef LLM \u6210\u672c\u3002\u900f\u904e\u6539\u8b8a\u61c9\u7528\u8207\u6a21\u578b\u7aef\u9ede\u7684\u4e92\u52d5\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u5728\u5927\u578b\u4f01\u696d\u7d1a\u8ca0\u8f09\u4e0b\u7bc0\u7701\u5927\u91cf AI tokens\u3002\u50b3\u7d71 API \u547c\u53eb\u6703\u53cd\u8986\u8a55\u4f30\u5b8c\u5168\u76f8\u540c\u7684\u8cc7\u6599\uff0c\u800c\u73fe\u4ee3\u67b6\u69cb\u6703\u628a\u975c\u614b\u6307\u4ee4\u9032\u884c\u6301\u4e45\u5316\uff0c\u4e26\u900f\u904e\u66f4\u4fbf\u5b9c\u7684\u57f7\u884c\u7ba1\u7dda\u8655\u7406\u5ef6\u9072\u4efb\u52d9\u3002<\/p>\n \u5145\u5206\u5229\u7528\u6fc0\u9032\u7684\u63d0\u793a\u5feb\u53d6\u8207\u6279\u6b21 API<\/h3>\n \u63d0\u793a\u5feb\u53d6\u5141\u8a31\u4f60\u628a\u9f90\u5927\u4e14\u7a69\u5b9a\u7684\u8108\u7d61\u76f4\u63a5\u5132\u5b58\u5728\u670d\u52d9\u5546\u7684\u4f3a\u670d\u5668\u4e0a\u3002\u4f60\u53ea\u9700\u9001\u51fa\u4e00\u6b21\u6838\u5fc3\u6307\u4ee4\uff0c\u5f8c\u7e8c\u8acb\u6c42\u5373\u53ef\u91cd\u8907\u4f7f\u7528\u9019\u4e9b\u5df2\u5132\u5b58\u7684\u524d\u7db4\u3002Anthropic \u5c0d\u9996\u6b21\u5beb\u5165\u5feb\u53d6\u6703\u6536\u53d6\u5c11\u91cf\u6ea2\u50f9\uff0c\u4f46\u5f8c\u7e8c\u7684\u5feb\u53d6\u8b80\u53d6\u5728\u8f38\u5165\u7aef\u50f9\u683c\u4e0a\u53ef\u4fbf\u5b9c 90%\u3002OpenAI \u6703\u81ea\u52d5\u5feb\u53d6\u8f38\u5165\u524d\u7db4\uff0c\u5f9e\u800c\u5c07\u5feb\u53d6 token \u6210\u672c\u964d\u4f4e 50%\u3002\u5728\u9ad8\u4f75\u767c\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0c\u5c0d\u56fa\u5b9a\u524d\u7db4\u4f7f\u7528\u6298\u6263\u53ef\u4ee5\u628a\u8f38\u5165\u6210\u672c\u6700\u591a\u964d\u4f4e 90%\u3002<\/p>\n \u4f60\u53ef\u4ee5\u5c07\u4e0d\u7dca\u6025\u7684\u4efb\u52d9\u8def\u7531\u5230\u975e\u540c\u6b65\u6279\u6b21\u7aef\u9ede\u3002\u5c0d\u65bc\u9019\u985e\u53ef\u4ee5\u63a5\u53d7\u6700\u9577 24 \u5c0f\u6642\u8655\u7406\u5ef6\u9072\u7684\u8ca0\u8f09\uff0c\u670d\u52d9\u5546\u901a\u5e38\u6703\u5c0d\u8f38\u5165\u8207\u8f38\u51fa tokens \u63d0\u4f9b 50% \u7684\u7d71\u4e00\u6298\u6263\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u8a02\u50f9\u9078\u9805<\/th>\n \u76f8\u5c0d\u6a19\u6e96\u50f9\u7684\u8f38\u5165\u7bc0\u7701<\/th>\n \u6700\u9069\u7528\u5834\u666f<\/th>\n<\/tr>\n \u63d0\u793a\u5feb\u53d6\u8b80\u53d6<\/td>\n \u6700\u9ad8\u53ef\u7bc0\u7701 90%<\/td>\n \u91cd\u8907\u7684\u7cfb\u7d71\u63d0\u793a\u8207\u56fa\u5b9a\u6587\u4ef6<\/td>\n<\/tr>\n \u6279\u6b21 API \u8655\u7406<\/td>\n \u7d71\u4e00\u4e94\u6298\u512a\u60e0<\/td>\n \u96e2\u7dda\u6458\u8981\u3001\u62bd\u53d6\u8207\u8a55\u4f30\u4efb\u52d9<\/td>\n<\/tr>\n \u5feb\u53d6 + \u6279\u6b21\u806f\u5408\u4f7f\u7528<\/td>\n \u7e3d\u6298\u6263\u6700\u9ad8\u53ef\u9054 75%<\/td>\n \u5e36\u56fa\u5b9a\u6307\u4ee4\u524d\u7db4\u7684\u5927\u6279\u91cf\u80cc\u666f\u4efb\u52d9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5c07\u6279\u6b21\u7aef\u9ede\u8207\u63d0\u793a\u5feb\u53d6\u758a\u52a0\u4f7f\u7528\uff0c\u53ef\u4ee5\u9032\u4e00\u6b65\u58d3\u4f4e\u4f60\u7684\u6709\u6548\u8f38\u5165\u6210\u672c\u3002\u4f60\u53ea\u9700\u628a\u4e0d\u8b8a\u7684\u7cfb\u7d71\u63d0\u793a\u653e\u5728\u8acb\u6c42\u5167\u6587\u7684\u6700\u524d\u7aef\uff0c\u6a21\u578b\u4fbf\u53ef\u5f9e\u5feb\u53d6\u4e2d\u8b80\u53d6\u524d\u7db4\uff0c\u4e26\u4ee5\u6279\u6b21\u50f9\u8655\u7406\u8f38\u51fa\u3002<\/p>\n \u6700\u4f73\u5316 Agent \u7684\u8a18\u61b6\u67b6\u69cb<\/h3>\n \u81ea\u4e3b Agent \u5f80\u5f80\u6703\u5c07\u6574\u6bb5\u5c0d\u8a71\u6b77\u53f2\u5168\u90e8\u6ce8\u5165\u8108\u7d61\u8996\u7a97\uff0c\u5f9e\u800c\u62c9\u9ad8 token \u6d88\u8017\u3002\u4f60\u53ef\u4ee5\u7528\u57fa\u65bc\u6aa2\u7d22\u7684\u8a18\u61b6\u67b6\u69cb\u53d6\u4ee3\u9019\u7a2e\u300c\u751f\u786c\u9810\u8f09\u300d\u65b9\u5f0f\u3002\u5728 2026 \u5e74\u7684\u4e00\u9805 Mem0 \u5be6\u9a57\u4e2d\uff0c\u4e00\u500b Hermes Agent \u5c07\u6bcf\u6b21\u63d0\u793a\u7684 tokens \u5f9e 594 \u964d\u4f4e\u5230 166\uff0c\u53ea\u9760\u8a18\u61b6\u7cfb\u7d71\u7be9\u9078\u76f8\u95dc\u8108\u7d61\u9019\u4e00\u9805\uff0c\u5c31\u5be6\u73fe\u4e86 72% \u7684 token \u6e1b\u5c11\u3002<\/p>\n \u6f38\u9032\u5f0f\u63ed\u9732\uff08Progressive Disclosure\uff09\u900f\u904e\u300c\u6309\u9700\u8f09\u5165\u6587\u4ef6\u7d30\u7bc0\u300d\u800c\u975e\u4e00\u6b21\u6027\u8f09\u5165\u5168\u90e8\u5167\u5bb9\uff0c\u8207\u55ae\u7d14\u7684 RAG\uff08\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff09\u76f8\u6bd4\uff0c\u5927\u7d04\u53ef\u4ee5\u7bc0\u7701 10 \u500d\u5de6\u53f3\u7684 tokens\u3002<\/p>\n \u4f60\u53ef\u4ee5\u5c07 Agent \u7684\u8a18\u61b6\u5c64\u7d44\u7e54\u6210\u4e09\u500b\u4e0d\u540c\u7684\u7d50\u69cb\u5143\u4ef6\uff1a<\/p>\n \n \u4f7f\u7528\u300c\u60c5\u7bc0\u5132\u5b58\u300d\uff08episodic store\uff09\u5c0d\u8fd1\u671f\u5c0d\u8a71\u9032\u884c\u76f8\u4f3c\u5ea6\u6aa2\u7d22\u3002<\/li>\n \u4f7f\u7528\u300c\u5716\u5132\u5b58\u300d\uff08graph store\uff09\u5c0d\u8a9e\u610f\u95dc\u4fc2\u548c\u591a\u8df3\u5be6\u9ad4\u4e8b\u5be6\u5efa\u69cb\u95dc\u806f\u5716\u3002<\/li>\n \u4f7f\u7528\u300c\u4ea4\u6613\u5132\u5b58\u300d\uff08transactional store\uff09\u4fdd\u5b58\u57f7\u884c\u968e\u6bb5\u7684\u6d3b\u52d5\u72c0\u614b\u8b8a\u6578\u3002<\/li>\n<\/ul>\n \u9019\u7a2e\u6df7\u5408\u5132\u5b58\u6a21\u578b\u53ef\u4ee5\u9632\u6b62 Agent \u628a\u539f\u59cb\u6a94\u6848\u6574\u500b\u4e1f\u9032\u5411\u91cf\u8cc7\u6599\u5eab\u3002\u7cfb\u7d71\u6703\u5148\u8b80\u53d6\u8f15\u91cf\u7d1a\u7684\u6a94\u6848\u4e2d\u4ecb\u8cc7\u6599\uff0850-100 tokens\uff09\uff0c\u53ea\u6709\u5728\u78ba\u6709\u9700\u8981\u6642\u624d\u6293\u53d6\u5b8c\u6574\u6587\u5b57\u5340\u584a\uff08<\/s>500-1000 tokens\uff09\u3002\u540c\u6642\uff0c\u88c1\u526a\u4f4e\u50f9\u503c\u7684\u5de5\u5177\u8f38\u51fa\u3001\u79fb\u9664\u5df2\u88ab\u53d6\u4ee3\u7684\u8a08\u756b\u6b65\u9a5f\uff0c\u901a\u5e38\u80fd\u5728\u4fdd\u7559\u95dc\u9375\u56de\u61b6\u80fd\u529b\u7684\u524d\u63d0\u4e0b\uff0c\u5c07\u6d3b\u52d5\u8108\u7d61\u5927\u5c0f\u7e2e\u6e1b 70\u201385%\u3002<\/p>\n \u9032\u968e\u8def\u7531\u8207\u672c\u6a5f\u8f38\u51fa\u5feb\u53d6<\/strong><\/h2>\n \u90e8\u7f72\u52d5\u614b\u6a21\u578b\u8def\u7531\u5668<\/h3>\n \u81ea\u52d5\u5316\u6a21\u578b\u8def\u7531\u6703\u5728\u8acb\u6c42\u62b5\u9054\u65d7\u8266\u6a21\u578b\u4e4b\u524d\uff0c\u5148\u5c0d\u9032\u5165\u7cfb\u7d71\u7684\u4f7f\u7528\u8005\u67e5\u8a62\u9032\u884c\u8a55\u4f30\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u8f15\u91cf\u7d1a\u5206\u985e\u5668\uff08\u4f8b\u5982 DeBERTa-v3-small \u591a\u982d\u8def\u7531\u5668\u6216 ModernBERT \u8a9e\u610f\u8def\u7531\u5668\uff09\u4f86\u5224\u65b7\u67e5\u8a62\u96e3\u5ea6\u3002\u5206\u985e\u5668\u6703\u6839\u64da\u6587\u5b57\u9577\u5ea6\u3001\u5b57\u8a5e\u7a00\u6709\u5ea6\u6216\u6240\u9700\u63a8\u7406\u6df1\u5ea6\u6253\u51fa\u8907\u96dc\u5ea6\u5206\u6578\u3002\u7c21\u55ae\u4efb\u52d9\u6703\u88ab\u4e0b\u6d3e\u7d66\u66f4\u5c0f\u3001\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\uff0c\u800c\u771f\u6b63\u8907\u96dc\u7684\u63a8\u7406\u8acb\u6c42\u624d\u6703\u88ab\u5347\u7d1a\u5230\u65d7\u8266\u6a21\u578b\u3002<\/p>\n \u8207\u55ae\u4e00\u6a21\u578b\u7cfb\u7d71\u76f8\u6bd4\uff0c\u52d5\u614b\u6a21\u578b\u8def\u7531\u53ef\u4ee5\u7bc0\u7701 27\u201385% \u7684\u751f\u7522\u6210\u672c\u3002RouteLLM \u7684 BERT \u5206\u985e\u5668\u5728\u7dad\u6301 95% GPT-4 \u54c1\u8cea\u7684\u540c\u6642\uff0c\u5c07\u57fa\u6e96\u6e2c\u8a66\u6210\u672c\u964d\u4f4e\u4e86 85% \u4ee5\u4e0a\u3002\u628a\u9069\u5408\u7684\u4f01\u696d\u8acb\u6c42\u5f9e\u65d7\u8266\u6a21\u578b\u9077\u79fb\u51fa\u53bb\uff0c\u66fe\u5728\u771f\u5be6\u5834\u666f\u4e2d\u5c07\u6bcf\u6708\u63a8\u7406\u958b\u92b7\u5f9e 2,706 \u7f8e\u5143\u964d\u81f3 636 \u7f8e\u5143\u3002\u898f\u5247\u578b\u8def\u7531\u5668\u7684\u984d\u5916\u5ef6\u9072\u901a\u5e38\u4f4e\u65bc 1ms\uff0c\u800c\u6a5f\u5668\u5b78\u7fd2\u8def\u7531\u5668\u7684\u5ef6\u9072\u5927\u7d04\u5728 50\u2013100ms\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u8def\u7531\u6a5f\u5236<\/th>\n \u8907\u96dc\u5ea6\u8a0a\u865f<\/th>\n \u5c0d\u6210\u672c\u8207\u5ef6\u9072\u7684\u5f71\u97ff<\/th>\n<\/tr>\n \u57fa\u65bc\u898f\u5247\u7684\u555f\u767c\u5f0f\u8def\u7531<\/td>\n \u4f9d\u67e5\u8a62\u9577\u5ea6\u8207\u95dc\u9375\u5b57<\/td>\n \u984d\u5916\u5ef6\u9072\u4f4e\u65bc 1ms\uff1b\u5feb\u901f\u5206\u6d3e\u7c21\u55ae\u4efb\u52d9<\/td>\n<\/tr>\n ML \u5206\u985e\u5668\uff08BERT\/DeBERTa\uff09<\/td>\n \u4f9d\u504f\u597d\u8cc7\u6599\u8207\u96e3\u5ea6\u8a55\u5206<\/td>\n \u589e\u52a0\u7d04 50\u2013100ms \u5ef6\u9072\uff1b\u6210\u672c\u6700\u591a\u53ef\u964d 85%<\/td>\n<\/tr>\n \u8a9e\u610f\u5206\u985e\u5668<\/td>\n \u4f9d\u610f\u5716\u8207\u63a8\u7406\u9700\u6c42<\/td>\n \u6d88\u9664\u4e0d\u5fc5\u8981\u7684\u601d\u8def\u93c8\u958b\u92b7\uff1btokens \u6e1b\u5c11\u7d04 50%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u672c\u6a5f\u5132\u5b58 AI \u8f38\u51fa\u4ee5\u907f\u514d\u91cd\u8907\u958b\u92b7<\/h3>\n \u4f60\u53ef\u4ee5\u900f\u904e\u672c\u6a5f\u5132\u5b58\u6a21\u578b\u7522\u751f\u7684\u7d50\u679c\uff0c\u907f\u514d\u89f8\u767c\u91cd\u8907\u7684 API \u8acb\u6c42\u3002\u7d04\u6709 31% \u7684\u4f01\u696d\u7d1a LLM \u67e5\u8a62\u5305\u542b\u67d0\u7a2e\u5f62\u5f0f\u7684\u91cd\u8907\u5167\u5bb9\u3002\u8a9e\u610f\u5feb\u53d6\u6703\u5c07\u8f38\u5165\u63d0\u793a\u8f49\u63db\u70ba\u5411\u91cf\uff0c\u4e26\u67e5\u627e\u662f\u5426\u5b58\u5728\u8a9e\u610f\u7b49\u50f9\u7684\u6b77\u53f2\u7b54\u6848\u3002\u4e00\u65e6\u547d\u4e2d\uff0c\u4f60\u5c31\u53ef\u4ee5\u76f4\u63a5\u8fd4\u56de\u5df2\u5132\u5b58\u7684\u7d50\u679c\uff0c\u800c\u7121\u9700\u518d\u6b21\u547c\u53eb\u6a21\u578b\u3002\u672c\u6a5f\u8207\u8a9e\u610f\u8f38\u51fa\u5feb\u53d6\uff0c\u5c0d\u65bc\u91cd\u8907\u5ea6\u8f03\u9ad8\u7684\u5de5\u4f5c\u8ca0\u8f09\uff0c\u53ef\u5e36\u4f86 30\u201370% \u7684\u6210\u672c\u4e0b\u964d\u3002<\/p>\n \u7576\u67e5\u8a62\u91cd\u8907\u7387\u4e26\u4e0d\u7b97\u9ad8\u6642\uff0c\u5b8c\u5168\u5339\u914d\u5feb\u53d6\uff08exact-match caching\uff09\u6548\u679c\u66f4\u4f73\uff0c\u56e0\u70ba\u5b83\u53ef\u4ee5\u907f\u514d\u984d\u5916\u7684\u5411\u91cf\u5d4c\u5165\u8a08\u7b97\u3002\u5728\u9ad8\u4f75\u767c\u5834\u666f\u4e0b\uff0c\u8acb\u6c42\u5408\u4f75\uff08request coalescing\uff09\u6703\u5c07\u77ed\u6642\u9593\u5167\u591a\u6b21\u51fa\u73fe\u7684\u76f8\u540c\u8acb\u6c42\u6298\u758a\u70ba\u4e00\u6b21 API \u547c\u53eb\uff0c\u5f9e\u800c\u7bc0\u7701 8\u201312% \u7684\u6210\u672c\u3002\u5c0d\u65bc\u4e00\u500b\u65e5\u8acb\u6c42\u91cf\u7d04 10,000 \u6b21\u3001\u5feb\u53d6\u547d\u4e2d\u7387 40% \u7684\u4e2d\u7b49\u898f\u6a21\u61c9\u7528\uff0c\u6bcf\u6708\u5927\u7d04\u53ef\u4ee5\u7bc0\u7701 40,500 \u7f8e\u5143\u3002\u900f\u904e\u672c\u6a5f\u5132\u5b58\u56de\u61c9\uff0c\u4f60\u65e2\u80fd\u7bc0\u7701 AI tokens\uff0c\u53c8\u80fd\u70ba\u4f7f\u7528\u8005\u63d0\u4f9b\u63a5\u8fd1\u5373\u6642\u7684\u7b54\u8986\u3002<\/p>\n 2026 \u5e74\u53ef\u7acb\u5373\u843d\u5730\u7684\u5be6\u65bd\u6e05\u55ae<\/strong><\/h2>\n \u4f60\u9700\u8981\u7acb\u523b\u7a3d\u6838\u73fe\u6709\u7684\u8edf\u9ad4\u67b6\u69cb\u3002Faros AI \u5728\u5169\u5e74\u6642\u9593\u88e1\u5206\u6790\u4e86 4,000 \u500b\u5718\u968a\u7684 22,000 \u540d\u958b\u767c\u8005\u3002\u7814\u7a76\u767c\u73fe\uff1a\u5927\u91cf\u4f7f\u7528 AI \u96d6\u7136\u8b93\u4efb\u52d9\u5b8c\u6210\u7387\u63d0\u9ad8\u4e86 34%\uff0c\u4f46\u6bcf\u540d\u958b\u767c\u8005\u7522\u751f\u7684\u7f3a\u9677\u6578\u589e\u52a0\u4e86 54%\uff0c\u7a0b\u5f0f\u78bc churn \u98c6\u5347\u4e86 861%\u3002\u5982\u679c\u4e0d\u5c0d API \u6d88\u8017\u9032\u884c\u7ba1\u7406\uff0c\u5c31\u6703\u5728\u4e0d\u63d0\u9ad8\u6700\u7d42\u8edf\u9ad4\u54c1\u8cea\u7684\u524d\u63d0\u4e0b\u7522\u751f\u9245\u984d\u6d6a\u8cbb\u3002\u4f60\u9700\u8981\u4e00\u4efd\u6709\u7d50\u69cb\u7684\u90e8\u7f72\u8a08\u756b\uff0c\u5728\u63a7\u5236 token \u5e33\u55ae\u7684\u540c\u6642\u7dad\u6301\u9ad8\u6548\u80fd\u7cfb\u7d71\u3002<\/p>\n \u4f9d\u7167\u4ee5\u4e0b\u9806\u5e8f\u6e05\u55ae\u5347\u7d1a\u4f60\u7684\u751f\u7522\u74b0\u5883\uff1a<\/p>\n \n \u7a3d\u6838\u63d0\u793a\u8108\u7d61\u8996\u7a97<\/strong>\uff1a\u5be6\u4f5c\u6ed1\u52d5\u8996\u7a97\u88c1\u526a\uff08sliding-window pruning\uff09\uff0c\u5c07\u6d3b\u52d5\u8108\u7d61\u5927\u5c0f\u58d3\u7e2e 40\u201360%\u3002\u90e8\u7f72\u5411\u91cf\u6aa2\u7d22\u7cfb\u7d71\uff0c\u4ee5\u4fbf\u5728\u8f38\u5165\u8cc7\u6599\u5c64\u9762\u7bc0\u7701 70\u201390% \u7684\u5197\u9918\u8cc7\u8a0a\u3002<\/li>\n \u90e8\u7f72\u63d0\u793a\u5feb\u53d6\u8207\u6280\u80fd\u767b\u9304\u8868<\/strong>\uff1a\u4e0d\u8981\u5728\u6bcf\u6b21\u547c\u53eb API \u6642\u90fd\u91cd\u65b0\u50b3\u9001\u9ad4\u91cf\u9ad8\u9054 150,000+ tokens \u7684\u7cfb\u7d71\u63d0\u793a\u3002\u4f7f\u7528\u8f15\u91cf\u7d1a\u6280\u80fd\u767b\u9304\u8868\uff08skills registry\uff09\uff0c\u8b93\u7cfb\u7d71\u6309\u9700\u8f09\u5165\u7279\u5b9a\u6280\u80fd\u3002\u5feb\u53d6\u7a69\u5b9a\u7684\u63d0\u793a\u524d\u7db4\uff0c\u8b93\u6a21\u578b\u81ea\u52d5\u91cd\u7528\u975c\u614b\u653f\u7b56\u6587\u4ef6\u3002<\/li>\n \u5efa\u7f6e\u6279\u6b21\u8655\u7406\u7ba1\u7dda<\/strong>\uff1a\u5c07 100 \u500b\u5305\u542b 50 tokens \u7684\u7368\u7acb\u8acb\u6c42\u5408\u4f75\u6210\u7d50\u69cb\u5316\u7684\u6279\u6b21\u4f5c\u696d\u3002\u6279\u6b21\u8655\u7406\u53ef\u4ee5\u628a\u7cfb\u7d71\u958b\u92b7 tokens \u5f9e 200,000 \u964d\u5230\u7d04 7,000\uff0c\u7bc0\u7701\u7d04 96.5%\u3002<\/li>\n \u8a2d\u5b9a\u52d5\u614b\u6a21\u578b\u8def\u7531<\/strong>\uff1a\u5c07\u65e5\u5e38\u7684\u5206\u985e\u3001\u8cc7\u8a0a\u62bd\u53d6\u548c\u6458\u8981\u4efb\u52d9\u4ea4\u7d66\u5c0f\u6a21\u578b\uff0c\u8b93\u6602\u8cb4\u7684\u9802\u7d1a\u63a8\u7406\u6a21\u578b\u53ea\u8655\u7406\u771f\u6b63\u9700\u8981\u6df1\u5ea6\u63a8\u7406\u7684\u8acb\u6c42\u3002<\/li>\n \u5efa\u7acb\u9810\u7b97\u6cbb\u7406\u8207\u95dc\u9375\u6307\u6a19<\/strong>\uff1a\u5728\u9054\u5230\u6bcf\u6708\u9810\u7b97 50% \u6642\u81ea\u52d5\u9810\u8b66\uff1b\u5728 80% \u6642\u9650\u6d41\u975e\u95dc\u9375\u8ca0\u8f09\uff1b\u5728 90% \u6642\u4e0b\u8abf\u6a21\u578b\u7b49\u7d1a\uff1b\u5728 100% \u6642\u6514\u622a\u65b0\u7684\u672a\u6388\u6b0a\u8acb\u6c42\u3002<\/li>\n<\/ol>\n \u76e1\u91cf\u4ee5\u300c\u6bcf\u500b\u5b8c\u6210\u4efb\u52d9\u7684\u6210\u672c\u300d\u4f86\u8861\u91cf\uff0c\u800c\u4e0d\u662f\u53ea\u76ef\u8457\u7e3d tokens \u6d88\u8017\u3002\u53ea\u6709\u628a\u6ce8\u610f\u529b\u653e\u5728\u771f\u5be6\u5546\u696d\u6210\u679c\u4e0a\uff0c\u800c\u975e\u539f\u59cb\u8cc7\u6e90\u7528\u91cf\uff0c\u4f60\u624d\u80fd\u771f\u6b63\u6709\u6548\u5730\u7bc0\u7701 AI tokens\u3002<\/p>\n \u7acb\u5373\u5728\u751f\u7522\u74b0\u5883\u4e2d\u90e8\u7f72\u6301\u7e8c\u76e3\u63a7\u3002\u5c07\u63d0\u793a\u5feb\u53d6\u547d\u4e2d\u7387\u76ee\u6a19\u8a2d\u5b9a\u70ba 60% \u4ee5\u4e0a\uff0c\u4e26\u5c07\u6a21\u578b\u8def\u7531\u6e96\u78ba\u7387\u7dad\u6301\u5728 90% \u4ee5\u4e0a\u3002\u628a\u6574\u9ad4 API \u91cd\u8a66\u7387\u63a7\u5236\u5728 5% \u4ee5\u4e0b\uff0c\u4e26\u5c07\u8f38\u51fa tokens \u7684\u6d6a\u8cbb\u9650\u5236\u5728 10% \u4ee5\u5167\u3002<\/p>\n \n <\/div>\n<\/div>\n \u5728 2026 \u5e74\uff0c\u4f60\u5fc5\u9808\u5f9e\u300c\u88ab\u52d5\u6d88\u8017\u300d\u8f49\u5411\u300c\u4e3b\u52d5\u6cbb\u7406 tokens\u300d\u3002\u5982\u679c\u653e\u4efb\u63d0\u793a\u8a5e\u548c\u8108\u7d61\u4e0d\u7ba1\uff0c\u4f01\u696d\u9810\u7b97\u6703\u88ab\u8fc5\u901f\u69a8\u4e7e\u3002\u8070\u660e\u7684\u8108\u7d61\u7ba1\u7406\u80fd\u91cd\u65b0\u596a\u56de\u8ca1\u52d9\u63a7\u5236\u6b0a\u3002\u7cbe\u7c21\u80cc\u666f\u8cc7\u6599\u65e2\u53ef\u4ee5\u4fdd\u8b77\u4f60\u7684\u71df\u904b\u7372\u5229\uff0c\u53c8\u80fd\u7dad\u6301\u6a21\u578b\u7684\u667a\u6167\u8868\u73fe\u3002<\/p>\n \u524a\u6e1b\u63d0\u793a\u958b\u92b7\u9084\u80fd\u76f4\u63a5\u63d0\u5347\u61c9\u7528\u7684\u56de\u61c9\u901f\u5ea6\u3002\u66f4\u5c0f\u7684\u8108\u7d61\u8996\u7a97\u6703\u7e2e\u77ed\u8f38\u5165\u8655\u7406\u6642\u9593\uff0c\u5f9e\u800c\u964d\u4f4e\u6574\u9ad4\u7cfb\u7d71\u5ef6\u9072\u3002\u4f7f\u7528\u8005\u7372\u5f97\u66f4\u5feb\u7684\u56de\u61c9\u9ad4\u9a57\uff0c\u4ed6\u5011\u5728\u6240\u6709\u6578\u4f4d\u63a5\u89f8\u9ede\u4e0a\u7684\u6eff\u610f\u5ea6\u90fd\u6703\u96a8\u4e4b\u63d0\u5347\u3002<\/p>\n \u7acb\u523b\u638c\u63a7\u4f60\u7684\u57fa\u790e\u8a2d\u65bd\u3002\u5f9e\u73fe\u5728\u958b\u59cb\u7a3d\u6838\u63d0\u793a\u8108\u7d61\u8996\u7a97\u548c\u7cfb\u7d71\u67b6\u69cb\u3002\u900f\u904e\u5728\u6574\u500b\u61c9\u7528\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u90e8\u7f72\u52d5\u614b\u6a21\u578b\u8def\u7531\u3001\u63d0\u793a\u5feb\u53d6\u548c\u8108\u7d61\u88c1\u526a\uff0c\u4f60\u53ef\u4ee5\u99ac\u4e0a\u958b\u59cb\u7bc0\u7701 AI tokens\u3002<\/p>\n \u5e38\u898b\u554f\u7b54\uff08FAQ\uff09<\/strong><\/h2>\n \u63d0\u793a\u5feb\u53d6\u6700\u591a\u53ef\u4ee5\u5e6b\u6211\u7bc0\u7701\u591a\u5c11 API \u958b\u652f\uff1f<\/h3>\n \u5728 Anthropic \u6a21\u578b\u4e0a\uff0c\u63d0\u793a\u5feb\u53d6\u53ef\u4ee5\u8b93\u5df2\u5feb\u53d6\u524d\u7db4\u7684\u8f38\u5165\u6210\u672c\u6700\u591a\u964d\u4f4e 90%\u3002OpenAI \u6703\u81ea\u52d5\u5feb\u53d6\u4f60\u7684\u8f38\u5165\u524d\u7db4\uff0c\u5c07\u5feb\u53d6 token \u7684\u6210\u672c\u6e1b\u5c11\u4e00\u534a\u3002\u628a\u5197\u9577\u3001\u7a69\u5b9a\u7684\u6307\u4ee4\u5b58\u653e\u5728\u670d\u52d9\u5546\u4f3a\u670d\u5668\u4e0a\uff0c\u53ef\u4ee5\u907f\u514d\u5728\u91cd\u8907\u547c\u53eb\u6642\u652f\u4ed8\u5168\u50f9\u3002<\/p>\n \u628a\u8acb\u6c42\u8def\u7531\u5230\u66f4\u5c0f\u7684\u6a21\u578b\u6703\u4e0d\u6703\u5f71\u97ff\u56de\u7b54\u54c1\u8cea\uff1f<\/h3>\n \u52d5\u614b\u6a21\u578b\u8def\u7531\u5668\u6703\u5728\u5206\u6d3e\u8acb\u6c42\u524d\u5148\u8a55\u4f30\u67e5\u8a62\u8907\u96dc\u5ea6\uff0c\u5f9e\u800c\u4fdd\u969c\u8f38\u51fa\u54c1\u8cea\u3002\u5b83\u6703\u628a\u7c21\u55ae\u7684\u5206\u985e\u4efb\u52d9\u8f49\u4ea4\u7d66\u66f4\u5c0f\u3001\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\uff0c\u800c\u628a\u8907\u96dc\u63a8\u7406\u8acb\u6c42\u7559\u7d66\u65d7\u8266\u6a21\u578b\u3002\u4f8b\u5982 RouteLLM \u7684\u5206\u985e\u5668\u5728\u7dad\u6301 95% GPT-4 \u8f38\u51fa\u54c1\u8cea\u7684\u60c5\u6cc1\u4e0b\uff0c\u5c07\u6210\u672c\u964d\u4f4e\u4e86 85% \u4ee5\u4e0a\u3002<\/p>\n \u6279\u6b21 API \u662f\u5982\u4f55\u5728\u975e\u7dca\u6025\u4efb\u52d9\u4e0a\u7701\u9322\u7684\uff1f<\/h3>\n \u6279\u6b21 API \u901a\u5e38\u5c0d\u8f38\u5165\u8207\u8f38\u51fa tokens \u63d0\u4f9b\u7d71\u4e00\u4e94\u6298\u512a\u60e0\uff0c\u524d\u63d0\u662f\u9019\u4e9b\u8acb\u6c42\u53ef\u4ee5\u63a5\u53d7\u6700\u9577 24 \u5c0f\u6642\u7684\u8655\u7406\u5ef6\u9072\u3002\u4f60\u9084\u53ef\u4ee5\u5c07\u6279\u6b21\u7aef\u9ede\u8207\u63d0\u793a\u5feb\u53d6\u758a\u52a0\u4f7f\u7528\uff0c\u5728\u80cc\u666f\u5de5\u4f5c\u8ca0\u8f09\u4e0a\u6700\u591a\u7bc0\u7701 75% \u7684\u7d9c\u5408\u6210\u672c\u3002<\/p>\n \u70ba\u4ec0\u9ebc\u628a\u6587\u4ef6\u8f49\u63db\u6210 Markdown \u53ef\u4ee5\u964d\u4f4e token \u6578\uff1f<\/h3>\n PDF \u6216 HTML \u7b49\u539f\u59cb\u6587\u4ef6\u683c\u5f0f\u4e2d\uff0c\u5e38\u5e38\u5305\u542b\u5927\u91cf\u96b1\u85cf\u7684\u7d50\u69cb\u548c\u7248\u9762\u8cc7\u6599\u3002\u628a\u6587\u5b57\u578b PDF \u8f49\u6210\u4e7e\u6de8\u7684 Markdown\uff0c\u53ef\u4ee5\u5728\u4fdd\u7559\u4e3b\u8981\u6587\u5b57\u5167\u5bb9\u7684\u540c\u6642\u53bb\u6389\u591a\u9918\u7248\u9762\u8cc7\u8a0a\u3002\u9019\u500b\u7c21\u55ae\u7684\u8cc7\u6599\u8f49\u63db\u52d5\u4f5c\uff0c\u5c31\u80fd\u5728\u4e0d\u640d\u5bb3\u6a21\u578b\u7406\u89e3\u80fd\u529b\u7684\u524d\u63d0\u4e0b\uff0c\u5c07 token \u4f7f\u7528\u91cf\u964d\u4f4e 40\u201365%\u3002<\/p>\n","protected":false},"excerpt":{"rendered":" \u5230\u4e86 2026 \u5e74\uff0c\u4f60\u7684 AI API \u5e33\u55ae\u6b63\u5728\u98c6\u5347\u3002\u6a21\u578b\u5728 2024 \u5e74\u521d\u9084\u53ea\u652f\u63f4 128K tokens\uff0c […]<\/p>\n Read More…<\/a><\/p>\n","protected":false},"author":2,"featured_media":34069,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[61],"tags":[12794,12795,12796,12797,259],"class_list":["post-34072","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hong-kong-dedicated-server-tc","tag-save-ai-tokens","tag-reduce-ai-api-costs","tag-prompt-caching","tag-dynamic-model-routing","tag-259"],"acf":[],"yoast_head":"\n