{"id":12565,"date":"2024-11-21T14:06:54","date_gmt":"2024-11-21T06:06:54","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12565"},"modified":"2025-07-04T07:43:55","modified_gmt":"2025-07-03T23:43:55","slug":"aie-speculative-decoding","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12565-aie-speculative-decoding","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 OpenAI \u8ddf Cursor \u90fd\u5728\u7528\u7684\u52a0\u901f\u6280\u8853 Speculative Decoding \u00a0#19"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/s.teachifycdn.com\/image\/width=3840,quality=80\/course\/cover_photo\/a9784f31-c1b5-4416-b6cd-91b3d969dd4d\/547aeea0-53ee-48fe-826a-75da8847a8d9.png\" alt=\"https:\/\/live.gaiconf.com\/courses\/cursorlive?affcode=ihower\"\/><\/figure>\n\n\n\n<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b<\/p>\n\n\n\n<p>\u6211\u662f ihower\uff0c\u611f\u8b1d\u5927\u5bb6\u518d\u6b21\u95b1\u8b80\u9019\u671f\u96fb\u5b50\u5831\uff01\u5929\u6c23\u6f38\u6dbc\u4e86\uff0c\u5927\u5bb6\u6ce8\u610f\u4fdd\u6696 \u2744\ufe0f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd1d <a href=\"https:\/\/platform.openai.com\/docs\/guides\/predicted-outputs\">OpenAI Predicted Outputs<\/a><\/h3>\n\n\n\n<p>OpenAI \u65b0\u63a8\u51fa\u4e86\u4e00\u9805\u4ee4\u4eba\u795e\u5947\u7684\u529f\u80fd Predicted Outputs: \u5982\u679c\u8f38\u51fa\u5927\u90e8\u5206\u7684\u5167\u5bb9\u4f60\u5df2\u7d93\u77e5\u9053\uff0c\u5247\u53ef\u4ee5\u5927\u5e45\u589e\u52a0\u8f38\u51fa\u7684\u901f\u5ea6\u3002\u9019\u529f\u80fd\u7279\u5225\u9069\u5408\u61c9\u7528\u65bc\u9700\u8981\u91cd\u65b0\u751f\u6210\u6587\u5b57\u6216\u7a0b\u5f0f\u78bc\uff0c\u4f46\u53ea\u6709\u5c0f\u5e45\u4fee\u6539\u7684\u5834\u666f\u3002<\/p>\n\n\n\n<p>\u7531\u65bc\u975e\u5e38\u597d\u5947\u5176\u80cc\u5f8c\u7684\u539f\u7406\uff0c\u627e\u5230\u674e\u5b8f\u6bc5\u8001\u5e2b\u5728\u8ab2\u5802\u4e2d\u5c0d\u9019\u9805\u6280\u8853 Speculative Decoding \u7684\u8a73\u7d30\u89e3\u91cb: <a href=\"https:\/\/www.youtube.com\/watch?v=MAbGgsWKrg8&amp;list=PLJV_el3uVTsPz6CTopeRp2L2t4aL_KgiI&amp;index=19\">\u674e\u5b8f\u6bc5\u8001\u5e2b\u7684\u8ab2\u7a0b<\/a>\uff0c\u975e\u5e38\u63a8\u85a6\u89c0\u770b\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<p>\u900f\u904e\u9810\u5148\u63d0\u4f9b predicted tokens\uff0c\u8b93 LLM \u80fd\u5920\u5e73\u884c\u9810\u6e2c\u591a\u500b tokens\uff0c\u5f9e\u800c\u5927\u5e45\u63d0\u5347\u901f\u5ea6\u3002\u4e0d\u904e\u8981\u6ce8\u610f\u7684\u662f\uff0c\u672a\u88ab\u63a1\u7528\u7684 predicted tokens \u6703\u88ab\u984d\u5916\u6536\u8cbb\u3002\u56e0\u6b64\u96d6\u7136\u901f\u5ea6\u8b8a\u5feb\uff0c\u4f46\u6210\u672c\u4e5f\u662f\u6703\u589e\u52a0\u7684\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u6211\u5617\u8a66\u767d\u8a71\u8aaa\u660e\u539f\u7406(\u770b\u4e0d\u61c2\u5c31\u53bb\u770b\u674e\u5b8f\u6bc5\u8001\u5e2b\u7684\u8b1b\u89e3\u66f4\u6e05\u695a\u56c9)<\/p>\n\n\n\n<p>LLM \u9084\u662f\u9700\u8981\u6bcf\u500b tokens \u90fd\u751f\u6210\uff0c\u53ea\u662f\u539f\u5148\u662f\u4e00\u500b token \u4e00\u500b token \u4f9d\u5e8f\u9810\u6e2c\u3002\u9019\u62db\u5247\u662f\u4f60\u6703\u7d66 predicted tokens\uff0c\u8b93 LLM \u53ef\u4e00\u6b21\u5e73\u884c\u540c\u6642\u9810\u6e2c\u591a\u500b tokens\uff0cLLM \u8dd1\u51fa\u4f86\u4e4b\u5f8c\u518d\u6aa2\u67e5\u7d50\u679c\u662f\u5426\u548c predicted tokens \u4e00\u6a23\uff0c\u5982\u679c\u9810\u6e2c\u7684 tokens \u5927\u90e8\u5206\u90fd\u6b63\u78ba\uff0c\u90a3\u6574\u500b\u6642\u9593\u5c31\u7bc0\u7701\u4e0b\u4f86\u4e86\u3002<\/p>\n\n\n\n<p>\u6211\u8209\u500b\u7c21\u55ae\u7684\u4f8b\u5b50:<\/p>\n\n\n\n<p>\u5047\u8a2d\u8f38\u5165 a\uff0c\u5e0c\u671b\u8f38\u51fa\u7684\u6b63\u78ba\u7b54\u6848\u662f b c d e\u3002\u800c\u4f60\u7d66\u7684\u9810\u6e2c tokens \u662f a b c x y z<\/p>\n\n\n\n<p>\u5728\u6c92\u6709\u6b64\u6a5f\u5236\u6642\uff0cLLM \u9700\u8981\u4f9d\u5e8f 4 \u500b\u6b65\u9a5f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>a \u27a1\ufe0f a b<\/li>\n\n\n\n<li>a b \u27a1\ufe0f c<\/li>\n\n\n\n<li>a b c \u27a1\ufe0f d<\/li>\n\n\n\n<li>a b c d \u27a1\ufe0f e<\/li>\n<\/ol>\n\n\n\n<p>\u6709\u4e86 Speculative Decoding \u4e4b\u5f8c\uff0c\u6211\u5011\u518d\u5047\u8a2d LLM \u80fd\u5920\u5e73\u884c\u8dd1 3 \u500b tokens \u9810\u6e2c\u3002\u90a3\u9ebc\u7b2c 1 \u6b65\u53ef\u4ee5\u6839\u64da\u4f60\u7d66\u7684\u9810\u6e2c tokens\uff0c\u5047\u8a2d b \u8ddf c \u5c31\u662f\u6b63\u78ba\u7684\uff0c\u76f4\u63a5\u5e73\u884c\u9810\u6e2c\u63a5\u4e0b\u4f86\u7684\u4e09\u500b tokens\uff0c\u5206\u5225\u662f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>a \u27a1\ufe0f b (\u8ddf\u9810\u6e2c\u7684\u4e00\u81f4)<\/li>\n\n\n\n<li>a b \u27a1\ufe0f c (\u8ddf\u9810\u6e2c\u7684\u4e00\u81f4)<\/li>\n\n\n\n<li>a b c \u27a1\ufe0f d (\u8ddf\u9810\u6e2c\u7684\u4e0d\u4e00\u81f4\uff0c\u9810\u6e2c\u7684 x \u662f\u932f\u7684)<\/li>\n<\/ul>\n\n\n\n<p>\u6b64\u6642\u6211\u5011\u767c\u73fe\u9810\u6e2c\u7684 b, c \u8ddf\u5be6\u969b\u8dd1\u51fa\u4f86\u4e00\u81f4\u662f\u6b63\u78ba\u7684\uff0c\u4f46\u9810\u6e2c\u7684 x \u4e0d\u5c0d\u3002\u56e0\u6b64\u7b2c\u4e8c\u6b65\u8981\u5f9e\u6b63\u78ba\u7684 a b c d \u958b\u59cb:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>a b c d \u27a1\ufe0f e<\/li>\n<\/ul>\n\n\n\n<p>\u4f60\u6703\u767c\u73fe\u672c\u4f86\u9700\u8981\u56db\u6b65\uff0c\u6709\u4e86 Speculative Decoding \u4e4b\u5f8c\u53ea\u9700\u8981\u5169\u6b65\uff0c\u901f\u5ea6\u4e0d\u5c31\u5feb\u4e00\u500d\u4e86\u55ce\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfaf <a href=\"https:\/\/www.youtube.com\/watch?v=vdqH9ugtvZY\">Cursor \u5718\u968a\u8a2a\u8ac7\u9304\u5f71<\/a><\/h3>\n\n\n\n<p>\u6700\u8fd1\u7528 <a href=\"https:\/\/www.cursor.com\/\">Cursor<\/a> \u4f86\u5beb code \u975e\u5e38\u71b1\u9580\uff0c\u4e5f\u662f\u6211\u6700\u8fd1\u611b\u7528\u7684\u7a0b\u5f0f\u78bc\u7de8\u8f2f\u5668\u3002\u9019\u662f\u4ed6\u5011\u5718\u968a\u7684\u8a2a\u8ac7\uff0c<a href=\"https:\/\/lexfridman.com\/cursor-team-transcript\">\u9010\u5b57\u7a3f\u53ef\u67e5\u770b\u9019\u88e1<\/a>(\u82f1\u6587)<br>\u8a0e\u8ad6\u5167\u5bb9\u5305\u62ec Cursor \u7684\u8a95\u751f\u3001\u6280\u8853\u7d30\u7bc0\u3001\u5c0d AI coding \u7684\u770b\u6cd5\u4ee5\u53ca\u672a\u4f86\u767c\u5c55\u65b9\u5411\u3002\u6458\u8981\u53ef\u4ee5\u53c3\u8003 <a href=\"https:\/\/mp.weixin.qq.com\/s\/EKzhtkfZa0Bml0WBHVKsiQ\">1<\/a> \u548c <a href=\"https:\/\/mp.weixin.qq.com\/s\/WHXjJNLp7JvxhR5xHPrDnA\">2<\/a> \u9019\u5169\u4efd\u7c21\u9ad4\u6574\u7406\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\u4e5f\u63a8\u85a6\u4ed8\u8cbb\u8cfc\u8cb7 <a href=\"https:\/\/live.gaiconf.com\/courses\/cursorlive?affcode=ihower\">Cursor \u7684 2 \u865f\u54e1\u5de5 Ian Huang \u7684\u76f4\u64ad\u56de\u653e<\/a>\u4f86\u770b(\u9019\u662f\u89aa\u5207\u7684\u53f0\u7063\u4e2d\u6587)\uff0c\u4e0d\u53ea\u662f\u8a2a\u8ac7\u4e5f\u6709 Cursor \u7684 live demo\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udc4d <a href=\"https:\/\/blog.getbind.co\/2024\/10\/02\/how-cursor-ai-implemented-instant-apply-file-editing-at-1000-tokens-per-second\/\">Cursor \u7684 instant apply<\/a><\/h3>\n\n\n\n<p>Cursor \u7de8\u8f2f\u5668\u5c31\u6709\u7528\u5230\u4e0a\u8ff0 Speculative Decoding \u6280\u8853\uff0c\u4e26\u91dd\u5c0d\u6b64\u958b\u767c\u4e86\u5c08\u9580\u7684\u5c0f\u6a21\u578b\u3002\u5be6\u73fe\u4e86\u9a5a\u4eba\u7684 1000 tokens\/\u79d2\u8655\u7406\u901f\u5ea6\uff0c\u6bd4\u4e00\u822c Llama-3-70b \u5feb\u7d04 13 \u500d\u3002\u9019\u9805\u6280\u8853\u8b93\u5927\u898f\u6a21\u7a0b\u5f0f\u78bc\u7de8\u8f2f\u8b8a\u5f97\u975e\u5e38\u6d41\u66a2\uff0c\u662f\u8b93 Cursor \u597d\u7528\u7684\u95dc\u9375\u6280\u8853\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde0 <a href=\"https:\/\/platform.openai.com\/docs\/guides\/prompt-generation\">OpenAI Prompt generation<\/a><\/h3>\n\n\n\n<p>OpenAI API \u5728\u5f8c\u53f0 Playground \u63d0\u4f9b\u4e86 Generate \u6309\u9215\uff0c\u53ef\u4ee5\u57fa\u65bc\u4f60\u7684\u63cf\u8ff0\u5feb\u901f\u751f\u6210 prompt\uff0c\u4ee5\u53ca function calling \u548c structured output \u7528\u7684 json schema\u3002<\/p>\n\n\n\n<p>\u9019\u4efd\u6587\u4ef6\u5206\u4eab\u4e86 OpenAI \u662f\u600e\u9ebc\u505a\u51fa\u4f86\u7684\uff0c\u529f\u80fd\u4f7f\u7528\u7684 meta-prompt \u9577\u600e\u6a23\u3002\u6211\u63a8\u85a6\u5927\u5bb6\u90fd\u63a1\u7528 meta-prompt \u7684\u65b9\u5f0f\u4f86\u751f\u6210 prompt\uff0c\u4e0d\u50c5\u80fd\u7bc0\u7701\u624b\u52d5\u64b0\u5beb\u7684\u6642\u9593\uff0c\u7522\u51fa\u7684\u82f1\u6587 prompt \u4e5f\u6bd4\u624b\u5beb\u4e2d\u6587 prompt \u6548\u679c\u597d\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u9019\u4efd\u6587\u4ef6\u9084\u63d0\u53ca\u672a\u4f86\u8a08\u5283\u6574\u5408\u66f4\u9032\u968e\u7684\u6280\u8853\u5982 DSPy \u548c Gradient Descent \u7b49 prompt \u81ea\u52d5\u6700\u4f73\u5316\u65b9\u5f0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf1f <a href=\"https:\/\/developers.googleblog.com\/en\/gemini-is-now-accessible-from-the-openai-library\/\">Gemini \u652f\u63f4 OpenAI API \u683c\u5f0f<\/a><\/h3>\n\n\n\n<p>\u883b\u7279\u5225\u7684\u6d88\u606f\uff0cGoogle \u5ba3\u5e03 Gemini \u652f\u63f4 OpenAI API \u683c\u5f0f\u4f86\u547c\u53eb\uff0c\u56e0\u6b64\u53ef\u900f\u904e OpenAI \u7684<a href=\"https:\/\/github.com\/openai\/openai-python\">\u5b98\u65b9\u51fd\u5f0f\u5eab<\/a>\u9032\u884c\u547c\u53eb\uff0c\u521d\u671f\u652f\u63f4 Chat Completions API \u548c Embeddings API\u3002\u53ea\u9700\u66f4\u6539 API endpoint \u5373\u53ef\u4f7f\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcda <a href=\"https:\/\/www.willowtreeapps.com\/guides\/advanced-rag-techniques\">15 Advanced RAG Techniques from Pre-Retrieval to Generation<\/a><\/h3>\n\n\n\n<p>\u6578\u4f4d\u7522\u54c1\u9867\u554f\u516c\u53f8 WillowTree \u767c\u5e03\u4e86\u4e00\u672c\u514d\u8cbb\u4e0b\u8f09\u7684\u5c0f PDF \u96fb\u5b50\u66f8\uff0c\u4ecb\u7d39\u4e86 15 \u7a2e\u9032\u968e RAG \u6280\u8853\uff0c\u8b1b\u89e3\u9084\u4e0d\u932f\u6e05\u6670\uff0c\u53c8\u6c92\u6709\u4ec0\u9ebc\u7522\u54c1\u696d\u914d\uff0c\u63a8\u85a6\u4e00\u770b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10161594473638971\">\u5c0d\u65bc\u958b\u6e90\u6a21\u578b\u63a1\u7528\u8da8\u52e2\u7684\u8a0e\u8ad6<\/a><\/h3>\n\n\n\n<p>\u9019\u5834\u7531 Swyx \u5c0d Braintrust (\u505a LLMOps \u7684\u4e00\u5bb6\u516c\u53f8) \u5275\u8fa6\u4eba Ankur Goyal \u7684<a href=\"https:\/\/www.latent.space\/p\/braintrust\">Podcast \u8a2a\u8ac7<\/a>\u4e2d\uff0c\u6709\u5169\u500b\u89c0\u9ede\u4ee4\u6211\u65e2\u611f\u5230\u610f\u6599\u4e4b\u5916\uff0c\u53c8\u5728\u60c5\u7406\u4e4b\u4e2d \ud83d\ude32<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u696d\u754c\u5c0d\u958b\u6e90\u6a21\u578b\u7684\u63a1\u7528\u7387\u4e0d\u5230 5%\uff0c\u4e14\u5448\u73fe\u4e0b\u964d\u8da8\u52e2 \ud83d\udcc9\u3002\u5e7e\u4e4e\u6c92\u6709 Braintrust \u7684\u5ba2\u6236\u6703\u56e0\u70ba\u6210\u672c\u3001\u6709\u66f4\u591a\u63a7\u5236\u6b0a\u6216\u96b1\u79c1\u554f\u984c\u800c\u9078\u64c7\u5fae\u8abf\u958b\u6e90\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ankur \u8a8d\u70ba\u5be6\u969b\u4e0a\u7528\u6236\u66f4\u91cd\u8996\u7684\u662f\u6a21\u578b\u7684\u53ef\u7528\u6027\u548c\u7a69\u5b9a\u6027<\/li>\n\n\n\n<li>\u96d6\u7136\u958b\u6e90\u6a21\u578b\u7684\u7406\u5ff5\u5f88\u6709\u5438\u5f15\u529b\uff0c\u4f46\u5728\u73fe\u5be6\u4e2d\u4e26\u4e0d\u5be6\u7528\uff0c\u7279\u5225\u662f\u7576\u516c\u53f8\u9700\u8981\u5feb\u901f\u524d\u9032\u4e26\u96a8\u6642\u9069\u61c9\u8b8a\u5316\u7684\u74b0\u5883\u6642\uff0c\u958b\u6e90\u6a21\u578b\u7684\u63a8\u8ad6\u57fa\u790e\u8a2d\u65bd\u4e26\u4e0d\u50cf OpenAI \u7684 API \u5e73\u53f0\u90a3\u6a23\u6210\u719f<\/li>\n\n\n\n<li>\u76f8\u6bd4 OpenAI \u4ee5\u53ca Claude \u5718\u968a\u5728\u6a21\u578b\u54c1\u8cea\u3001\u670d\u52d9\u57fa\u790e\u8a2d\u65bd\u3001API\u3001\u6587\u4ef6\u3001\u5b9a\u50f9\u548c\u6e9d\u901a\u65b9\u9762\u7684\u8868\u73fe\u975e\u5e38\u51fa\u8272\uff0c\u958b\u6e90\u6a21\u578b\u96e3\u4ee5\u7af6\u722d<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u900f\u904e\u96f2\u7aef\u5408\u4f5c\u5925\u4f34\u63a1\u7528\u5927\u6a21\u578b\u7684\u6bd4\u4f8b\u4f4e\u5f88\u591a \ud83c\udf00 \u4f8b\u5982\u900f\u904e AWS \u4f7f\u7528 Claude \u6216\u900f\u904e Azure \u4f7f\u7528 OpenAI\uff0c\u66f4\u591a\u7528\u6236\u559c\u6b61\u76f4\u63a5\u547c\u53eb\u539f\u5ee0 API<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u76f4\u63a5\u900f\u904e\u516c\u6709\u96f2\u4f86\u53d6\u5f97\u9019\u4e9b\u6a21\u578b\u4e26\u4e0d\u662f\u90a3\u9ebc\u9806\u5229\uff0c\u96d6\u7136\u9019\u7a2e\u72c0\u6cc1\u6b63\u5728\u6539\u8b8a\u4e26\u9010\u6b65\u8ffd\u8d95\uff0c\u4f46\u6574\u9ad4\u904e\u7a0b\u4e26\u975e\u5b8c\u5168\u6d41\u66a2<\/li>\n\n\n\n<li>\u6709\u4e9b\u554f\u984c\u662f\u76f4\u63a5\u4f7f\u7528 OpenAI \u6642\u4e0d\u5fc5\u8003\u616e\u7684\uff0c\u4f46\u7576\u4f60\u900f\u904e\u5176\u4ed6\u96f2\u7aef\u5408\u4f5c\u5925\u4f34\u9032\u884c\u90e8\u7f72\u6642\uff0c\u537b\u5fc5\u9808\u61c9\u5c0d\u9019\u4e9b\u6311\u6230<\/li>\n\n\n\n<li>\u4f8b\u5982\u6a21\u578b\u7684 load balancing \u8ca0\u8f09\u5e73\u8861(\u7576\u6709\u5927\u6d41\u91cf\u6642)\u3001\u5373\u6642\u53d6\u5f97\u6700\u65b0\u63a8\u51fa\u7684\u6a21\u578b\u548c\u529f\u80fd\u7b49\u7b49<\/li>\n<\/ul>\n\n\n\n<p>\u7576\u7136\uff0c\u9019\u662f Braintrust \u7684\u89c0\u5bdf\uff0c\u6703\u63a1\u7528 SaaS \u670d\u52d9\u7684\u5ba2\u6236\u672c\u4f86\u5c31\u6c92\u6709\u4e00\u5b9a\u8981\u7528\u5730\u7aef\u6a21\u578b\u7684\u9650\u5236\u3002\u4f46\u5c31\u6211\u6700\u8fd1\u770b\u5230\u7684\u6848\u4f8b\uff0c\u7528\u5730\u7aef\u6a21\u578b\u57fa\u672c\u4e0a\u53ef\u8aaa\u662f\u4e8b\u500d\u529f\u534a\u7121\u8aa4 \ud83c\udfcb\ufe0f\u200d\u2642\ufe0f\ud83c\udfcb\ufe0f\u200d\u2642\ufe0f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcca <a href=\"https:\/\/www.sequoiacap.com\/article\/generative-ais-act-o1\/\">\u7d05\u886b\u8cc7\u672c\u7684 Generative AI\u2019s Act o1 \u5831\u544a<\/a><\/h3>\n\n\n\n<p>\u7d05\u886b\u8cc7\u672c\u7684\u9019\u4efd Generative AI \u5831\u544a\uff0c\u7e3d\u7d50\u4e86\u6700\u8fd1\u4e86\u4e00\u4e9b\u91cd\u5927\u767c\u5c55\u548c\u672a\u4f86\u9810\u6e2c\uff0c\u9084\u4e0d\u932f\u770b\u3002\u91cd\u9ede\u5305\u62ec<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI o1 \u6a21\u578b\u5e36\u4f86\u65b0\u7684 scaling law: \u901a\u904e\u589e\u52a0\u63a8\u7406\u6642\u9593\uff0c\u6211\u5011\u53ef\u4ee5\u7e7c\u7e8c\u589e\u5f37\u6a21\u578b\u63a8\u7406\u80fd\u529b<\/li>\n\n\n\n<li>AI \u61c9\u7528\u4e0d\u518d\u53ea\u662f\u5957\u6bbc(wrapper)\uff0c\u800c\u662f\u958b\u767c\u7d30\u5206\u9818\u57df\u7684\u8a8d\u77e5\u67b6\u69cb: \u60a8\u7684\u7cfb\u7d71\u5982\u4f55\u601d\u8003\uff0c\u5982\u4f55\u8655\u7406\u7528\u6236\u8f38\u5165\u548c\u6a21\u578b\u4e92\u52d5<\/li>\n\n\n\n<li>SaaS \u7684\u91cd\u65b0\u5b9a\u7fa9: SaaS \u5c07\u5f9e Software as a Service \u8f49\u5411 Service as a Software<\/li>\n<\/ul>\n\n\n\n<p>\u6458\u8981\u53ef\u4ee5\u53c3\u8003 <a href=\"https:\/\/mp.weixin.qq.com\/s\/xnjhiJ8UdRp9tPzVBnFADw\">1<\/a> \u548c <a href=\"https:\/\/mp.weixin.qq.com\/s\/L6kjwzkycW_KEsvH46xDkg\">2<\/a> \u9019\u5169\u4efd\u7c21\u9ad4\u6574\u7406\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6700\u5f8c\uff0c\u518d\u6b21\u63a8\u85a6\u8cfc\u8cb7\u9019\u5834 <a href=\"https:\/\/live.gaiconf.com\/courses\/cursorlive?affcode=ihower\">Cursor \u7684 2 \u865f\u54e1\u5de5 Ian Huang \u7684\u76f4\u64ad\u56de\u653e<\/a> (\u4e0d\u53ea\u63a8\u85a6\u4e5f\u662f\u696d\u914d\u5566\uff0c\u55ae\u7d14\u652f\u6301\u672c\u96fb\u5b50\u5831\u4e5f\u53ef\u8cb7!)<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/s.teachifycdn.com\/image\/width=3840,quality=80\/course\/cover_photo\/a9784f31-c1b5-4416-b6cd-91b3d969dd4d\/547aeea0-53ee-48fe-826a-75da8847a8d9.png\" alt=\"https:\/\/live.gaiconf.com\/courses\/cursorlive?affcode=ihower\"\/><\/figure>\n\n\n\n<p>\u2013 ihower<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b \u6211\u662f ihower\uff0c\u611f\u8b1d\u5927\u5bb6\u518d\u6b21\u95b1\u8b80\u9019\u671f\u96fb\u5b50\u5831\uff01\u5929\u6c23\u6f38\u6dbc\u4e86\uff0c\u5927\u5bb6\u6ce8 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/12565-aie-speculative-decoding\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 OpenAI \u8ddf Cursor \u90fd\u5728\u7528\u7684\u52a0\u901f\u6280\u8853 Speculative Decoding \u00a0#19\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[91],"tags":[],"class_list":["post-12565","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3gF","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12565","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=12565"}],"version-history":[{"count":6,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12565\/revisions"}],"predecessor-version":[{"id":12580,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12565\/revisions\/12580"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12565"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12565"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12565"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}