{"id":5108,"date":"2025-08-20T17:28:47","date_gmt":"2025-08-20T09:28:47","guid":{"rendered":"https:\/\/gcboytw.synology.me\/blog\/?p=5108"},"modified":"2025-08-20T23:16:16","modified_gmt":"2025-08-20T15:16:16","slug":"llm-token-expensive","status":"publish","type":"post","link":"https:\/\/gcboytw.synology.me\/blog\/books\/llm-token-expensive\/","title":{"rendered":"LLM\u7684\u56da\u5f92\u56f0\u5883"},"content":{"rendered":"\n<p>\u610f\u5916\u5728<a href=\"https:\/\/mailchi.mp\/manny-li\/063-17459715?e=c8ebc03049\" target=\"_blank\" rel=\"noreferrer noopener\">\u66fc\u5831<\/a>\u4e2d\u767c\u73fe\u6709\u8da3\u7684\u6587\u7ae0\uff1a<a href=\"https:\/\/ethanding.substack.com\/p\/ai-subscriptions-get-short-squeezed\" target=\"_blank\" rel=\"noreferrer noopener\">tokens are getting more expensive<\/a>\u8207<a href=\"https:\/\/ethanding.substack.com\/p\/openai-burns-the-boats\" target=\"_blank\" rel=\"noreferrer noopener\">openai burns the boats<\/a><br>\u78b0\u5de7\u6700\u8fd1\u6b63\u5728\u601d\u8003\u4e4b\u5f8c\u5982\u679c\u8981\u4f7f\u7528AI\u670d\u52d9\u7684\u8a71\uff0c\u8a72\u63a1\u8a02\u95b1\u5236\u6216\u662f\u4ee5\u91cf\u8a08\u50f9\u7684\u65b9\u5f0f<\/p>\n\n\n\n<!--more-->\n\n\n\n<p>tokens are getting more expensive\u9019\u7bc7\u63d0\u51fa\u4e00\u500b\u81ea\u5df1\u904e\u53bb\u7684\u601d\u8003\u76f2\u9ede\uff1a\u6210\u672c\u6703\u96a8\u8457\u79d1\u6280\u767c\u5c55\u800c\u905e\u6e1b\uff0c\u4e4d\u807d\u4e4b\u4e0b\u597d\u50cf\u6c92\u4ec0\u9ebc\u554f\u984c\uff0c\u5de5\u696d\u5316\u4e0b\u7684\u793e\u6703\u5c31\u662f\u5982\u6b64\uff0c\u65b0\u7522\u54c1\u5728\u4e0a\u5e02\u7684\u6642\u5019\u7e3d\u662f\u6bd4\u8f03\u8cb4\uff0c\u7b49\u5230\u5927\u91cf\u751f\u7522\u4e4b\u5f8c\u5c31\u6703\u51fa\u73fe\u552e\u50f9\u8b8a\u4f4e<\/p>\n\n\n\n<p>\u9019\u6a23\u7684\u908f\u8f2f\u5957\u7528\u5728AI\u4e0a\u4f3c\u4e4e\u6709\u9ede\u884c\u4e0d\u901a\uff0c\u539f\u672c\u7684\u6708\u79df\u5b9a\u50f9\u908f\u8f2f\u662f<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u4f60\u77e5\u9053\u6d88\u8cbb\u8005\u6bcf\u6708\u6700\u591a\u53ea\u9858\u610f\u652f\u4ed8 20 \u7f8e\u5143\u3002\u4f60\u89ba\u5f97\u6c92\u95dc\u4fc2\uff0c\u9019\u662f\u7d93\u5178\u7684 VC\u5287\u672c\u2014\u2014\u4ee5\u6210\u672c\u50f9\u6536\u8cbb\uff0c\u72a7\u7272\u5229\u6f64\u4f86\u63db\u53d6\u6210\u9577\uff0c\u7b49\u5230\u660e\u5e74\u6a21\u578b\u6210\u672c\u4fbf\u5b9c 10 \u500d\u6642\u5c31\u53ef\u4ee5\u6709\u8d85\u984d\u5831\u916c<\/mark>\uff0c\u4f46\u5be6\u969b\u72c0\u6cc1\u770b\u8d77\u4f86\u4e0d\u662f\u9019\u6a23\uff0c\u4f5c\u8005\u63d0\u51fa\u4e00\u500b\u91cd\u8981\u7684\u89c0\u9ede\uff1a<strong>nobody wants yesterday&#8217;s newspaper<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-black-color\">\u2014\u2014<\/mark>\u6c92\u4eba\u60f3\u8981\u6628\u5929\u7684\u5831\u7d19<\/strong><\/p>\n\n\n\n<p>\u964d\u4f4e10\u500d\u7684\u6210\u672c\u662f\u771f\u5be6\u5b58\u5728\u7684\uff0c\u53ea\u662f\u5c0d\u65bc\u300c\u6700\u4f73\u8a9e\u8a00\u6a21\u578b\u300d\u7684\u9700\u6c42\uff0c\u6709\u66f4\u597d\u7684\u9078\u64c7\u4e0b\uff0c\u81ea\u7136\u4e0d\u6703\u60f3\u8981\u4e00\u500b\u6bd4\u8f03\u300c\u843d\u5f8c\u300d\u7684\u7522\u54c1\uff0c\u5c24\u5176\u662f\u7576\u65b0\u7522\u54c1\u7684\u5b9a\u50f9\u8207\u539f\u672c\u5728\u4f7f\u7528\u7684\u50f9\u683c\u76f8\u5dee\u7121\u5e7e\u7684\u72c0\u6cc1\u4e0b\uff0c\u63db\u8a00\u4e4b\uff0c\u5c0d\u65bc\u4f7f\u7528\u8005\u4f86\u8aaa\uff0c\u4ed6\u9858\u610f\u752820\u9382\/\u6708\u7684\u6210\u672c\u4f86\u63db\u53d6\u4f7f\u7528\u65b0\u8a9e\u8a00\u6a21\u578b\uff0c\u800c\u5c0dOpenAI\u4f86\u8aaa\uff0c\u65b0\u7522\u54c1\u7684\u5b9a\u50f9\u5bb9\u6613\u6709\u5929\u82b1\u677f\u9650\u5236\uff0c\u4e14\u6210\u672c\u964d\u4f4e\u7684\u820a\u7522\u54c1\uff0c\u9858\u610f\u4f7f\u7528\u7684\u4eba\u4e5f\u4e0d\u591a\uff0c\u81ea\u7136\u96e3\u4ee5\u8cfa\u5230\u8d85\u984d\u7684\u5831\u916c<\/p>\n\n\n\n<p>\u8209\u4f8b\u4f86\u8aaa\uff0cOpanAI\u7684gpt-3.5\u6a21\u578b\u7684\u6210\u672c\u5df2\u7d93\u6bd4\u767c\u884c\u7684\u6642\u5019\u4f4e10\u500d\uff0c\u4f46\u662f\u516c\u53f8\u4e26\u6c92\u6709\u56e0\u6b64\u6709\u5927\u8cfa\u7684\u60c5\u6cc1<sub>\uff08\u96d6\u7136\u9084\u662f\u6709\u8cfa\u9322\uff0c\u4f46\u662f\u8ddf\u6210\u672c\u4f4e10\u500d\u4f86\u8aaa\uff0c\u9084\u662f\u5dee\u5f88\u591a\uff09<\/sub>\uff0c\u5176\u6700\u91cd\u8981\u7684\u539f\u56e0\u5c31\u662f\u4f5c\u8005\u63d0\u5230\u7684<strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-black-color\">\u2014\u2014<\/mark>nobody wants yesterday&#8217;s newspaper<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>LLM\u7684\u56da\u5f92\u56f0\u5883<\/p>\n<cite>\u6240\u6709\u4eba\u90fd\u63a1\u7528\u6309\u7528\u91cf\u8a08\u50f9 \u2192 \u7522\u696d\u53ef\u6301\u7e8c\u767c\u5c55<br>\u6240\u6709\u4eba\u90fd\u63a1\u7528\u56fa\u5b9a\u6708\u8cbb \u2192 \u9677\u5165\u60e1\u6027\u7af6\u722d<br>\u4f60\u63a1\u7528\u6309\u7528\u91cf\u8a08\u50f9\uff0c\u5176\u4ed6\u4eba\u7528\u56fa\u5b9a\u6708\u8cbb \u2192 \u4f60\u7368\u81ea\u6ec5\u4ea1<br>\u4f60\u63a1\u7528\u56fa\u5b9a\u6708\u8cbb\uff0c\u5176\u4ed6\u4eba\u7528\u6309\u7528\u91cf\u8a08\u50f9 \u2192 \u4f60\u7372\u52dd\uff08\u7136\u5f8c\u665a\u9ede\u518d\u6b7b\uff09<\/cite><\/blockquote>\n\n\n\n<p>\u7576\u524d\u516c\u53f8\u9047\u5230\u7684\u56f0\u5883\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u958b\u767c\u65b0\u7684\u6a21\u578b\u6703\u7528\u5230\u6bd4\u904e\u53bb\u9084\u8981\u591a\u7684\u6210\u672c\uff0c\u4e14\u70ba\u4e86\u56e0\u61c9\u591a\u91cd\u7684\u4f7f\u7528\u7fd2\u6027\uff0c\u8017\u8cbb\u7684token\u6578\u6703\u6bd4\u4ee5\u5f80\u591a\u5f88\u591a\uff0c\u6216\u8a31\u6bcf\u500btoken\u7684\u6210\u672c\u8b8a\u4f4e\u4e86\uff0c\u4f46\u662f\u76f8\u540c\u7684\u554f\u984c\u5728\u65b0\u6a21\u578b\u4e0a\uff0c\u537b\u82b1\u8cbb\u4e86\u66f4\u591atoken\u4f86\u8655\u7406<\/li>\n\n\n\n<li>\u4f7f\u7528\u8005\u958b\u59cb\u5236\u5b9a\u66f4\u591a\u81ea\u52d5\u5316\u7684\u4f5c\u696d\uff0c\u64f4\u5927\u4f7f\u7528\u91cf<\/li>\n<\/ul>\n\n\n\n<p>\u73fe\u7528\u7684\u5b9a\u50f9\u65b9\u5f0f\u96e3\u4ee5\u7372\u5229+\u4f7f\u7528\u8005\u5927\u91cf\u4f7f\u7528\uff0c\u8b93\u516c\u53f8\u9677\u5165\u6210\u672c\u9ad8\u5c45\u4e0d\u4e0b\u7684\u56f0\u5883\uff0c\u773c\u4e0b\u7684\u6a21\u578b\u516c\u53f8\u5e7e\u4e4e\u90fd\u662f\u628a\u6210\u9577\u653e\u512a\u5148<\/p>\n\n\n\n<p>\u4f5c\u8005\u5f9e3\u500b\u89d2\u5ea6\u4f86\u8a0e\u8ad6\u5982\u4f55\u9003\u51fa\u56f0\u5883\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63a1\u53d6\u4ee5\u91cf\u8a08\u50f9\uff1a\u9019\u500b\u53ea\u5b58\u5728\u7406\u8ad6\u4e2d\uff0c\u4f7f\u7528\u8005\u60c5\u9858\u70ba\u300c\u7121\u9650\u91cf\u300d\u4ed8\u51fa\u9ad8\u984d\u6210\u672c\uff0c\u4e5f\u4e0d\u9858\u4ee5\u91cf\u8a08\u50f9\u9019\u7a2e\u5145\u6eff\u523a\u6fc0\u611f\u7684\u5e33\u55ae<\/li>\n\n\n\n<li>\u900f\u904e\u9ad8\u6602\u7684\u8f49\u63db\u6210\u672c\u4f86\u5275\u9020\u9ad8\u5229\u6f64\uff1a\u60f3\u8fa6\u6cd5\u628a\u670d\u52d9\u585e\u5230\u7279\u5b9a\u5c0d\u8c61\u4e0a\uff0c\u904e\u7a0b\u96d6\u7136\u8271\u8f9b\uff0c\u4e00\u65e6\u5c08\u6848\u6210\u529f\uff0c\u5c31\u6210\u529f\u6253\u5165\u5b98\u50da\u9ad4\u7cfb\uff0c\u9ad8\u6602\u7684\u8f49\u63db\u6210\u672c\u5c31\u6703\u8b8a\u6210\u672a\u4f86\u7372\u5229\u7684\u4f86\u6e90<\/li>\n\n\n\n<li>\u5782\u76f4\u6574\u5408\uff0c\u5f9e\u57fa\u790e\u8a2d\u65bd\u8cfa\u9322\uff1a\u628a\u61c9\u7528\u7a0b\u5f0f\u8a17\u7ba1\u3001\u8cc7\u6599\u5eab\u7ba1\u7406\u3001\u90e8\u7f72\u76e3\u63a7\u3001\u65e5\u8a8c\u8a18\u9304\u7b49\u529f\u80fd\u6346\u7d81\u5728\u4e00\u8d77\uff0c\u96d6\u7136\u5728\u6bcf\u500b\u4ee3\u5e63\u4e0a\u90fd\u5728\u8667\u9322\uff0c\u4f46\u662f\u6574\u9ad4\u6703\u8cfa\u9322\uff0c\u5fae\u8edf\u8ddfAWS\u76ee\u524d\u5c31\u662f\u9019\u500b\u8def\u7dda<\/li>\n<\/ol>\n\n\n\n<p>\u5df2\u7d93\u7fd2\u6163\u4f7f\u7528AI\u4f86\u89e3\u6c7a\u4e00\u4e9b\u751f\u6d3b\u4e0a\u7684\u5c0f\u554f\u984c\uff0c\u4e5f\u6703\u7528AI\u4f86\u66ff\u81ea\u5df1\u6574\u7406\u8cc7\u6599\u3001\u7ffb\u8b6f\u6587\u4ef6\uff0c\u5e38\u7528\u7684Perplexity AI\u662f\u9760\u53f0\u7063\u5927\u54e5\u5927\u7684\u5e33\u55ae\u63db\u4f86\u7684\uff0c\u53ea\u6709\u4e00\u5e74\u7684\u4f7f\u7528\u671f\u9650\uff0c\u6240\u4ee5\u73fe\u5728\u958b\u59cb\u627e\u6bd4\u8f03\u7b26\u5408\u81ea\u5df1\u671f\u5f85\u7684\u8a08\u50f9\u65b9\u5f0f<\/p>\n\n\n\n<p>\u539f\u672c\u89ba\u5f97\u63a1\u53d6\u91cf\u8a08\u50f9\u7684API\u662f\u500b\u7a69\u59a5\u7684\u9078\u64c7\uff0c\u4f46\u5be6\u969b\u4f7f\u7528\u624d\u77e5\u9053\uff0c\u6839\u672c\u5f88\u96e3\u63a7\u5236\u8a9e\u8a00\u6a21\u578b\u56de\u61c9\u6642\u7684token\u6578\u91cf\uff0c\u4e4b\u524d\u5617\u8a66Vibe Coding\u7684\u6642\u5019\uff0c\u6709\u5f88\u5927\u7684\u6a5f\u7387\u662f\u8981\u300c\u8a66\u932f\u300d\uff0c\u53ef\u80fd\u8981\u7d93\u904e\u591a\u6b21prompt\u8abf\u6574\uff0c\u624d\u53ef\u4ee5\u5f97\u5230\u81ea\u5df1\u6eff\u610f\u7684\u7d50\u679c\uff0c\u7167\u9019\u6a23\u7684\u4f7f\u7528\u65b9\u5f0f\uff0c\u5c31\u6703\u6d6a\u8cbb\u8a31\u591atoken\uff1b\u518d\u8005\u5c31\u5982\u540c\u6587\u4e2d\u63d0\u53ca\uff0c\u65b0\u7684\u8a9e\u8a00\u6a21\u578b\u6d88\u8017token\u7684\u901f\u5ea6\u5f88\u5feb\uff0c\u6240\u4ee5\u53ef\u80fd\u81ea\u5df1\u7684\u554f\u984c\u9084\u6c92\u89e3\u6c7a\uff0c\u5c31\u5df2\u7d93\u628a\u5132\u503c\u7684\u8cbb\u7528\u82b1\u5149\u4e86\uff0c\u9019\u6a23\u6bd4\u8f03\u8d77\u4f86\uff0c\u8a02\u95b1\u53ef\u80fd\u9084\u6bd4\u8f03\u5212\u7b97<\/p>\n\n\n\n<!--nextpage-->\n\n\n\n<p>\u53e6\u4e00\u7bc7openai burns the boats\u4e3b\u8981\u662f\u5728\u63a2\u8a0e\u5169\u5927\u8a9e\u8a00\u6a21\u578b\u516c\u53f8Anthropic\u8207OpenAI\u9593\u4e0d\u540c\u7684\u7d93\u71df\u65b9\u5f0f\uff0cAnthropic\u662f\u5c11\u6578\u53ef\u4ee5\u9760\u8457\u8a9e\u8a00\u6a21\u578b\u8cfa\u9322\u7684\u516c\u53f8\uff0c\u8ddfOpenAI\u7684GPT\u3001Google\u7684Gemini\u3001Meta\u7684Llama\u7684\u5c08\u6ce8\u65b9\u5411\u4e0d\u540c\uff0cAnthropic\u628a\u8a9e\u8a00\u6a21\u578b\u5c08\u6ce8\u5728\u7121\u804a\u7684\u7a0b\u5f0f\u78bc\u7de8\u5beb\u9818\u57df\uff0c\u7528\u9ad8\u7de8\u78bc\u5e02\u5360\u7387\u53d6\u5f97\u5b9a\u50f9\u6b0a<\/p>\n\n\n\n<p>\u539f\u672cOpenAI\u5728\u7a0b\u5f0f\u78bc\u7de8\u5beb\u4e5f\u662f\u6709\u4e00\u5b9a\u7684\u5730\u4f4d\uff0c\u4f46\u4e26\u6c92\u6709\u7e7c\u7e8c\u7dad\u6301\uff0c\u73fe\u5728OpenAI\u628a\u6230\u5834\u5c0e\u5411\u53e6\u4e00\u500b\u9818\u57df\uff0cOpenAI\u7684\u8a02\u95b1\u6536\u5165\u4f54\u71df\u6536\u7684\u5927\u90e8\u5206\uff0c\u4e0d\u904e\u5b83\u66f4\u60f3\u8d70\u9032\u66f4\u5927\u7684\u5e02\u5834&#8211;\u5ee3\u544a\uff0c\u6700\u8fd1OpenAI\u63a8\u51faGPT-5\u6a21\u578b\uff0c\u5c31\u88ab\u5916\u5a92\u8a55\u65b7\u9019\u53ef\u80fd\u662f\u89e3\u6c7aOpenAI\u5546\u696d\u6a21\u5f0f\u56f0\u5883\uff0c\u9081\u5411\u5ee3\u544a\u696d\u52d9\u7684\u91cd\u8981\u4e00\u6b65<\/p>\n\n\n\n<p>\u5f9e\u7db2\u8def\u8cfa\u9322\u6709\u5e7e\u7a2e\u65b9\u6cd5\uff1a1.\u5ee3\u544a\u30012.\u57fa\u790e\u96f2\u7aef\u670d\u52d9\uff08AWS\u3001Azure\u3001GCP\uff09\u30013.\u8cc7\u6599\u5eab\u7cfb\u7d71\u7d00\u9304\uff08Salesforce\u3001Oracle\u3001SAP\uff09\u30014.\u751f\u7522\u529b\uff08Microsoft 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