{"id":14669,"date":"2026-08-21T16:00:00","date_gmt":"2026-08-21T08:00:00","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=14669"},"modified":"2026-08-21T00:50:24","modified_gmt":"2026-08-20T16:50:24","slug":"qwen3-8-enterprise-guide","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/qwen3-8-enterprise-guide","title":{"rendered":"Qwen3.8 \u5b8c\u6574\u89e3\u6790\uff1a2.4 \u5146\u53c3\u6578\u300195B \u6d3b\u8e8d\uff0c\u53f0\u7063\u4f01\u696d\u8a72\u9078 Max API \u9084\u662f 27B \u5730\u7aef\u90e8\u7f72\uff1f"},"content":{"rendered":"<style>table{border-collapse:collapse;width:100%;margin:1em 0}th,td{border:1px solid #ddd;padding:8px 12px;text-align:left}th{background-color:#f5f5f5;font-weight:bold}tr:nth-child(even){background-color:#fafafa}figure{margin:1.5em 0}figure img{width:100%;height:auto}<\/style>\n<p><strong>2026 \u5e74 8 \u6708 3 \u65e5\uff0c\u963f\u91cc\u5df4\u5df4 Qwen \u5718\u968a\u6b63\u5f0f\u767c\u5e03 Qwen3.8-Max\u3002<\/strong>\u9019\u6b3e\u65d7\u8266\u6a21\u578b\u63a1\u7528 2.4 \u5146\u7e3d\u53c3\u6578\u3001\u6bcf\u6b21\u63a8\u8ad6\u555f\u7528 950 \u5104\u53c3\u6578\u7684\u7a00\u758f\u6df7\u5408\u5c08\u5bb6\u67b6\u69cb\uff0c\u652f\u63f4\u6700\u9577 100 \u842c Token \u7684\u4e0a\u4e0b\u6587\uff0c\u4ee5\u53ca\u6587\u5b57\u3001\u5716\u7247\u8207\u5f71\u7247\u8f38\u5165\u30028 \u6708 12 \u65e5\u8207 14 \u65e5\uff0cQwen \u53c8\u9678\u7e8c\u91cb\u51fa 2.4T-A95B \u8207 27B \u958b\u653e\u6b0a\u91cd\u6a21\u578b\uff0c\u8b93\u4f01\u696d\u7b2c\u4e00\u6b21\u540c\u6642\u9762\u5c0d\u4e09\u7a2e\u4e0d\u540c\u7684\u5c0e\u5165\u8def\u5f91\uff1a\u76f4\u63a5\u4f7f\u7528 Max API\u3001\u81ea\u5efa\u8d85\u5927\u578b MoE \u53e2\u96c6\uff0c\u6216\u4ee5 27B \u6a21\u578b\u9032\u884c\u8f03\u52d9\u5be6\u7684\u5730\u7aef\u90e8\u7f72\u3002<\/p>\n<p>\u9019\u6b21\u767c\u5e03\u503c\u5f97\u53f0\u7063\u4f01\u696d\u6ce8\u610f\uff0c\u539f\u56e0\u4e0d\u5728\u300c\u53c3\u6578\u53c8\u8b8a\u5927\u300d\uff0c\u800c\u662f\u4e09\u500b\u66f4\u5be6\u969b\u7684\u6539\u8b8a\u3002\u7b2c\u4e00\uff0cQwen \u9996\u5ea6\u958b\u653e Max \u7b49\u7d1a\u6a21\u578b\u7684\u6b0a\u91cd\uff1b\u7b2c\u4e8c\uff0c\u6a21\u578b\u8a55\u6e2c\u5f9e\u55ae\u8f2a\u554f\u7b54\u8f49\u5411\u7a0b\u5f0f\u958b\u767c\u3001\u5de5\u5177\u64cd\u4f5c\u8207\u9577\u6642\u9593\u4efb\u52d9\uff1b\u7b2c\u4e09\uff0c\u540c\u4e00\u500b Qwen3.8 \u540d\u7a31\u4e0b\uff0c\u96f2\u7aef\u7248\u8207\u958b\u653e\u6b0a\u91cd\u7248\u7684\u529f\u80fd\u4e26\u4e0d\u76f8\u540c\u3002\u82e5\u6c92\u6709\u5148\u5206\u6e05\u695a\u7248\u672c\uff0c\u4f01\u696d\u5f88\u5bb9\u6613\u7528\u932f benchmark\u3001\u4f4e\u4f30\u786c\u9ad4\u9700\u6c42\uff0c\u6216\u628a\u96f2\u7aef\u7248\u7684\u591a\u6a21\u614b\u80fd\u529b\u8aa4\u8a8d\u70ba\u5730\u7aef\u7248\u4e5f\u5b8c\u6574\u5177\u5099\u3002<\/p>\n<figure>\n<img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/08\/qwen3-8-deployment-paths-6c507b3c.jpg?quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"Qwen3.8 \u7684\u4e09\u7a2e\u4f01\u696d\u5c0e\u5165\u8def\u5f91\uff1a\u96f2\u7aef API\u3001\u5927\u578b GPU \u53e2\u96c6\u8207\u5730\u7aef\u4f3a\u670d\u5668\" \/><figcaption aria-hidden=\"true\">Qwen3.8 \u7684\u4e09\u7a2e\u4f01\u696d\u5c0e\u5165\u8def\u5f91\uff1a\u96f2\u7aef API\u3001\u5927\u578b GPU \u53e2\u96c6\u8207\u5730\u7aef\u4f3a\u670d\u5668<\/figcaption><\/figure>\n<h2 id=\"\u4e00\u7248\u672c\u5148\u770b\u61c2qwen3.8-max2.4t-a95b-\u8207-27b-\u4e0d\u662f\u540c\u4e00\u9805\u7522\u54c1\">\u4e00\u3001\u7248\u672c\u5148\u770b\u61c2\uff1aQwen3.8-Max\u30012.4T-A95B \u8207 27B \u4e0d\u662f\u540c\u4e00\u9805\u7522\u54c1<\/h2>\n<p>\u4f9d\u64da <a href=\"https:\/\/qwen.ai\/blog?id=qwen3.8\" target=\"_blank\" rel=\"noopener\">Qwen \u5b98\u65b9\u767c\u5e03\u8aaa\u660e<\/a>\u8207 <a href=\"https:\/\/www.alibabagroup.com\/en-US\/document-2021044032125272064\" target=\"_blank\" rel=\"noopener\">Alibaba Group \u516c\u544a<\/a>\uff0cQwen3.8-Max \u662f 8 \u6708 3 \u65e5\u5148\u4e0a\u7dda\u7684\u96f2\u7aef\u65d7\u8266\u670d\u52d9\uff1b\u5f8c\u7e8c\u91cb\u51fa\u7684 Qwen3.8-2.4T-A95B\uff0c\u5247\u662f\u5176\u958b\u653e\u6b0a\u91cd\u57fa\u790e\u7248\u672c\u3002Qwen3.8-27B \u7684\u5b9a\u4f4d\u53c8\u4e0d\u540c\uff0c\u5b83\u72a7\u7272\u4e00\u90e8\u5206\u65d7\u8266\u898f\u6a21\uff0c\u63db\u53d6\u55ae\u6a5f\u6216\u5c0f\u578b\u4f3a\u670d\u5668\u90e8\u7f72\u7684\u53ef\u884c\u6027\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 25%\" \/>\n<col style=\"width: 25%\" \/>\n<col style=\"width: 25%\" \/>\n<col style=\"width: 25%\" \/>\n<\/colgroup>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>Qwen3.8-Max API<\/th>\n<th>Qwen3.8-2.4T-A95B<\/th>\n<th>Qwen3.8-27B<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u53d6\u5f97\u65b9\u5f0f<\/td>\n<td>QwenCloud\uff0fAlibaba Cloud API<\/td>\n<td>\u958b\u653e\u6b0a\u91cd\u3001\u81ea\u884c\u90e8\u7f72<\/td>\n<td>\u958b\u653e\u6b0a\u91cd\u3001\u81ea\u884c\u90e8\u7f72<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u898f\u6a21<\/td>\n<td>2.4T \u7e3d\u53c3\u6578\u300195B \u6d3b\u8e8d<\/td>\n<td>2.4T \u7e3d\u53c3\u6578\u300195B \u6d3b\u8e8d<\/td>\n<td>27B Dense<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u8981\u8f38\u5165<\/td>\n<td>\u6587\u5b57\u3001\u5716\u7247\u3001\u5f71\u7247<\/td>\n<td>\u6587\u5b57<\/td>\n<td>\u6587\u5b57\u3001\u5716\u7247\u3001\u5f71\u7247<\/td>\n<\/tr>\n<tr>\n<td>\u539f\u751f\u4e0a\u4e0b\u6587<\/td>\n<td>1M Token<\/td>\n<td>262K Token\uff0c\u53ef\u5ef6\u4f38\u81f3\u7d04 1M<\/td>\n<td>262K Token\uff0c\u53ef\u5ef6\u4f38\u81f3\u7d04 1M<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u7406\u6a21\u5f0f<\/td>\n<td>Thinking\uff0fNon-thinking<\/td>\n<td>\u4ee5 Thinking \u70ba\u4e3b<\/td>\n<td>\u53ef\u4f9d\u8acb\u6c42\u63a7\u5236 Thinking<\/td>\n<\/tr>\n<tr>\n<td>\u5167\u5efa\u5de5\u5177<\/td>\n<td>\u641c\u5c0b\u3001\u7a0b\u5f0f\u57f7\u884c\u3001\u7db2\u9801\u64f7\u53d6\u7b49<\/td>\n<td>\u7531\u90e8\u7f72\u65b9\u81ea\u884c\u6574\u5408<\/td>\n<td>\u7531\u90e8\u7f72\u65b9\u81ea\u884c\u6574\u5408<\/td>\n<\/tr>\n<tr>\n<td>\u9069\u5408\u5c0d\u8c61<\/td>\n<td>\u5feb\u901f PoC\u3001\u9577\u6587\u4ef6\u3001\u591a\u6a21\u614b Agent<\/td>\n<td>\u5927\u578b AI \u57fa\u790e\u8a2d\u65bd\u5718\u968a<\/td>\n<td>\u8cc7\u6599\u654f\u611f\u3001\u5730\u7aef Agent\u3001\u958b\u767c\u6e2c\u8a66<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8868\u683c\u4e2d\u6700\u91cd\u8981\u7684\u4e00\u5217\u662f\u300c\u53d6\u5f97\u65b9\u5f0f\u300d\u3002Max API \u5305\u542b\u6a21\u578b\u3001\u63a8\u8ad6\u670d\u52d9\u3001\u5feb\u53d6\u3001\u5de5\u5177\u8207\u64f4\u5145\u529f\u80fd\uff1b\u958b\u653e\u6b0a\u91cd\u7248\u53ea\u63d0\u4f9b\u6a21\u578b\u672c\u8eab\u3002\u4f01\u696d\u81ea\u884c\u90e8\u7f72\u6642\uff0c\u9084\u8981\u88dc\u4e0a\u63a8\u8ad6\u5f15\u64ce\u3001\u6b0a\u9650\u63a7\u7ba1\u3001\u65e5\u8a8c\u3001\u76e3\u63a7\u3001\u5de5\u5177\u6c99\u7bb1\u8207\u7248\u672c\u7ba1\u7406\u3002\ud83d\udd17 \u9019\u4e5f\u662f\u6211\u5011\u5728 <a href=\"https:\/\/ai-stack.ai\/zh-hant\/ai-agent-development\">AI Agent \u958b\u767c\u5be6\u52d9<\/a>\u4e2d\u53cd\u8986\u63d0\u9192\u7684\u5dee\u7570\uff1a\u6a21\u578b\u53ea\u662f Agent \u7cfb\u7d71\u7684\u4e00\u90e8\u5206\uff0c\u771f\u6b63\u5f71\u97ff\u7a69\u5b9a\u5ea6\u7684\u5f80\u5f80\u662f\u5916\u90e8\u57f7\u884c\u74b0\u5883\u3002<\/p>\n<h2 id=\"\u4e8c\u67b6\u69cb\u89e3\u8b802.4-\u5146\u53c3\u6578\u4e0d\u7b49\u65bc\u6bcf\u6b21\u90fd\u8dd1-2.4-\u5146\">\u4e8c\u3001\u67b6\u69cb\u89e3\u8b80\uff1a2.4 \u5146\u53c3\u6578\u4e0d\u7b49\u65bc\u6bcf\u6b21\u90fd\u8dd1 2.4 \u5146<\/h2>\n<p>Qwen3.8-Max \u63a1\u7528\u7a00\u758f Mixture-of-Experts\uff08MoE\uff09\u8207\u6df7\u5408\u6ce8\u610f\u529b\u67b6\u69cb\u3002\u6a21\u578b\u96d6\u6709 2.4 \u5146\u7e3d\u53c3\u6578\uff0c\u4f46\u6bcf\u500b Token \u53ea\u555f\u7528\u7d04 950 \u5104\u53c3\u6578\u3002\u9019\u8b93\u6a21\u578b\u53ef\u4ee5\u628a\u5927\u91cf\u77e5\u8b58\u8207\u80fd\u529b\u5206\u6563\u5230\u4e0d\u540c\u5c08\u5bb6\u6a21\u7d44\uff0c\u540c\u6642\u907f\u514d\u6bcf\u6b21\u63a8\u8ad6\u90fd\u4f7f\u7528\u5b8c\u6574\u53c3\u6578\u91cf\u3002<\/p>\n<p>\u6839\u64da\u958b\u653e\u6b0a\u91cd\u6a21\u578b\u5361\uff0c2.4T-A95B \u5171\u6709 92 \u5c64\u3001512 \u500b\u5c08\u5bb6\uff0c\u6bcf\u500b Token \u6703\u8def\u7531\u81f3 10 \u500b\u5c08\u5bb6\uff0c\u53e6\u52a0 1 \u500b\u5171\u4eab\u5c08\u5bb6\u3002\u6ce8\u610f\u529b\u5c64\u5247\u4ea4\u932f\u4f7f\u7528 Gated DeltaNet \u8207 Gated Attention\uff1b\u524d\u8005\u964d\u4f4e\u9577\u4e0a\u4e0b\u6587\u8a08\u7b97\u8ca0\u64d4\uff0c\u5f8c\u8005\u4fdd\u7559\u9700\u8981\u7cbe\u78ba\u6ce8\u610f\u529b\u6642\u7684\u80fd\u529b\u3002\u6a21\u578b\u4e5f\u4f7f\u7528 Multi-Token Prediction\uff0c\u4e00\u6b21\u9810\u6e2c\u591a\u500b\u5019\u9078 Token\uff0c\u4ee5\u63d0\u9ad8\u63a8\u8ad6\u541e\u5410\u91cf\u3002<\/p>\n<p>\u5c0d\u4f01\u696d\u800c\u8a00\uff0c\u9019\u5957\u67b6\u69cb\u6709\u4e09\u500b\u76f4\u63a5\u5f71\u97ff\uff1a<\/p>\n<ol type=\"1\">\n<li><strong>\u6d3b\u8e8d\u53c3\u6578\u5f71\u97ff\u904b\u7b97\u901f\u5ea6\uff0c\u7e3d\u53c3\u6578\u5f71\u97ff\u5132\u5b58\u8207\u8a18\u61b6\u9ad4\u3002<\/strong>950 \u5104\u6d3b\u8e8d\u53c3\u6578\u6709\u52a9\u65bc\u63a7\u5236\u55ae\u6b21\u63a8\u8ad6\u6210\u672c\uff0c\u4f46 2.4 \u5146\u6b0a\u91cd\u4ecd\u9808\u5e38\u99d0\u5728\u591a\u5f35 GPU \u6216\u5206\u6563\u5f0f\u8a18\u61b6\u9ad4\u4e2d\u3002<\/li>\n<li><strong>\u9577\u4e0a\u4e0b\u6587\u4e0d\u662f\u514d\u8cbb\u529f\u80fd\u3002<\/strong>\u4e0a\u4e0b\u6587\u5f9e 32K \u589e\u52a0\u81f3 262K \u6216 1M \u6642\uff0cKV cache\u3001\u9996\u5b57\u5ef6\u9072\u8207\u6574\u9ad4\u8cbb\u7528\u90fd\u6703\u4e0a\u5347\u3002\u4f01\u696d\u4e0d\u61c9\u628a\u300c\u53ef\u652f\u63f4 1M\u300d\u76f4\u63a5\u7b49\u540c\u65bc\u300c\u6bcf\u6b21\u90fd\u61c9\u4f7f\u7528 1M\u300d\u3002<\/li>\n<li><strong>MoE \u66f4\u4f9d\u8cf4\u53e2\u96c6\u8207\u901a\u8a0a\u54c1\u8cea\u3002<\/strong>\u5c08\u5bb6\u8def\u7531\u6703\u589e\u52a0\u8de8 GPU \u8cc7\u6599\u4ea4\u63db\uff0c\u5be6\u969b\u541e\u5410\u91cf\u53d6\u6c7a\u65bc\u63a8\u8ad6\u5f15\u64ce\u3001GPU \u4e92\u9023\u8207\u6279\u6b21\u8abf\u5ea6\uff0c\u800c\u4e0d\u53ea\u53d6\u6c7a\u65bc\u986f\u5361\u578b\u865f\u3002<\/li>\n<\/ol>\n<p>\ud83d\udd17 \u82e5\u4f01\u696d\u6b63\u8a55\u4f30\u5982\u4f55\u63d0\u9ad8\u73fe\u6709\u53e2\u96c6\u6548\u76ca\uff0c\u53ef\u5148\u53c3\u8003 <a href=\"https:\/\/ai-stack.ai\/zh-hant\/how-to-increase-gpu-utilization\">\u63d0\u9ad8 GPU \u4f7f\u7528\u7387\u7684\u5be6\u52d9\u65b9\u6cd5<\/a>\u3002\u5c0d MoE \u6a21\u578b\u800c\u8a00\uff0cGPU \u662f\u5426\u88ab\u6709\u6548\u6392\u7a0b\uff0c\u5f80\u5f80\u6bd4\u55ae\u5f35 GPU \u7684\u7406\u8ad6\u5cf0\u503c\u66f4\u63a5\u8fd1\u5be6\u969b\u6210\u672c\u7b54\u6848\u3002<\/p>\n<h2 id=\"\u4e09benchmark-\u600e\u9ebc\u770bqwen3.8-\u5f88\u5f37\u4f46\u4e0d\u80fd\u53ea\u6284\u5b98\u65b9\u6392\u884c\u699c\">\u4e09\u3001Benchmark \u600e\u9ebc\u770b\uff1aQwen3.8 \u5f88\u5f37\uff0c\u4f46\u4e0d\u80fd\u53ea\u6284\u5b98\u65b9\u6392\u884c\u699c<\/h2>\n<p>Qwen \u516c\u5e03\u7684\u8a55\u6e2c\u6a6b\u8de8\u7a0b\u5f0f\u958b\u767c\u3001\u684c\u9762\u64cd\u4f5c\u3001\u7814\u7a76\u3001\u5de5\u5177\u4f7f\u7528\u3001\u6587\u4ef6\u8207\u5f71\u7247\u7406\u89e3\u3002\u5e7e\u9805\u8207\u4f01\u696d\u5de5\u4f5c\u8ca0\u8f09\u8f03\u76f8\u95dc\u7684\u6210\u7e3e\u5982\u4e0b\uff1a<\/p>\n<table style=\"width:100%;\">\n<colgroup>\n<col style=\"width: 23%\" \/>\n<col style=\"width: 30%\" \/>\n<col style=\"width: 23%\" \/>\n<col style=\"width: 23%\" \/>\n<\/colgroup>\n<thead>\n<tr>\n<th>\u8a55\u6e2c<\/th>\n<th style=\"text-align: right;\">Qwen3.8-Max \u5b98\u65b9\u6210\u7e3e<\/th>\n<th>\u6e2c\u8a66\u91cd\u9ede<\/th>\n<th>\u89e3\u8b80\u9650\u5236<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Terminal-Bench 2.1<\/td>\n<td style=\"text-align: right;\">86.6<\/td>\n<td>\u7d42\u7aef\u6a5f\u8207\u74b0\u5883\u64cd\u4f5c<\/td>\n<td>Harness\u3001\u5de5\u5177\u6b0a\u9650\u6703\u5f71\u97ff\u7d50\u679c<\/td>\n<\/tr>\n<tr>\n<td>SWE-bench Pro<\/td>\n<td style=\"text-align: right;\">67.7<\/td>\n<td>\u771f\u5be6\u7a0b\u5f0f\u5eab\u554f\u984c\u4fee\u5fa9<\/td>\n<td>\u4e0d\u4ee3\u8868\u6240\u6709\u8a9e\u8a00\u8207\u5167\u90e8\u7a0b\u5f0f\u5eab<\/td>\n<\/tr>\n<tr>\n<td>PaperBench<\/td>\n<td style=\"text-align: right;\">93.0<\/td>\n<td>\u91cd\u73fe\u7814\u7a76\u8ad6\u6587\u8207\u5be6\u9a57<\/td>\n<td>\u4f7f\u7528\u6a21\u578b\u88c1\u5224\uff0c\u4e14\u6709\u6642\u9593\u4e0a\u9650<\/td>\n<\/tr>\n<tr>\n<td>OSWorld-Verified<\/td>\n<td style=\"text-align: right;\">86.1<\/td>\n<td>\u684c\u9762\u8edf\u9ad4\u64cd\u4f5c<\/td>\n<td>\u4ecd\u9700\u6aa2\u67e5\u5be6\u969b\u4f01\u696d\u61c9\u7528\u76f8\u5bb9\u6027<\/td>\n<\/tr>\n<tr>\n<td>Toolathlon-Verified<\/td>\n<td style=\"text-align: right;\">72.5<\/td>\n<td>\u591a\u5de5\u5177\u5354\u4f5c<\/td>\n<td>\u5b98\u65b9\u6bd4\u8f03\u8868\u4e2d\u4ecd\u6709\u5176\u4ed6\u6a21\u578b\u9818\u5148<\/td>\n<\/tr>\n<tr>\n<td>WebArena-Verified<\/td>\n<td style=\"text-align: right;\">66.8<\/td>\n<td>\u7db2\u9801\u4efb\u52d9\u57f7\u884c<\/td>\n<td>\u7db2\u7ad9\u8b8a\u52d5\u8207\u5b89\u5168\u653f\u7b56\u6703\u6539\u8b8a\u7d50\u679c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9019\u4e9b\u6578\u5b57\u4f86\u81ea Qwen \u7684\u767c\u5e03\u8cc7\u6599\uff0c\u4e0d\u662f\u6240\u6709\u9805\u76ee\u90fd\u7531\u540c\u4e00\u500b\u7368\u7acb\u6a5f\u69cb\u91cd\u8dd1\u3002\u7b2c\u4e09\u65b9\u6574\u7406\u9801\u4e5f\u7279\u5225\u628a\u5b83\u5011\u6a19\u793a\u70ba <strong>provider-reported<\/strong>\uff1b<a href=\"https:\/\/evolink.ai\/blog\/qwen3-8-benchmark\" target=\"_blank\" rel=\"noopener\">EvoLink \u7684\u8a55\u6e2c\u89e3\u8b80<\/a>\u6307\u51fa\uff0c\u76f8\u540c\u6a21\u578b\u63db\u5230\u4e0d\u540c Harness\u3001\u5de5\u5177\u653f\u7b56\u6216\u63a8\u7406\u9810\u7b97\u5f8c\uff0c\u7d50\u679c\u4e0d\u4e00\u5b9a\u80fd\u76f4\u63a5\u91cd\u73fe\u3002<a href=\"https:\/\/www.benchlm.ai\/models\/qwen3-8-max\" target=\"_blank\" rel=\"noopener\">BenchLM \u7684\u8cc7\u6599\u9801<\/a>\u4e5f\u986f\u793a Qwen3.8-Max \u4e26\u975e\u6bcf\u9805\u6e2c\u8a66\u90fd\u9818\u5148\uff0c\u4f8b\u5982 Toolathlon\u3001HLE \u8207\u90e8\u5206\u684c\u9762\u4efb\u52d9\u4ecd\u6709\u660e\u986f\u5dee\u8ddd\u3002<\/p>\n<p>\u4f01\u696d\u9078\u578b\u6642\uff0c\u5efa\u8b70\u5c07\u516c\u958b benchmark \u5206\u6210\u4e09\u5c64\uff1a<\/p>\n<ul>\n<li>\u7b2c\u4e00\u5c64\u770b\u80fd\u529b\u65b9\u5411\uff1a\u6a21\u578b\u662f\u5426\u5177\u5099 Coding\u3001\u5de5\u5177\u4f7f\u7528\u3001\u591a\u6a21\u614b\u6216\u9577\u6587\u4ef6\u80fd\u529b\u3002<\/li>\n<li>\u7b2c\u4e8c\u5c64\u770b\u6e2c\u8a66\u689d\u4ef6\uff1aHarness\u3001\u63a8\u7406\u5f37\u5ea6\u3001\u5de5\u5177\u3001Token \u9810\u7b97\u8207\u88c1\u5224\u6a21\u578b\u662f\u5426\u4e00\u81f4\u3002<\/li>\n<li>\u7b2c\u4e09\u5c64\u8dd1\u81ea\u5df1\u7684\u9ec3\u91d1\u6e2c\u8a66\u96c6\uff1a\u7528 20 \u81f3 50 \u500b\u771f\u5be6\u4efb\u52d9\u6bd4\u8f03\u6210\u529f\u7387\u3001\u4eba\u5de5\u4fee\u6b63\u6642\u9593\u3001\u5ef6\u9072\u8207\u5b8c\u6574\u6210\u672c\u3002<\/li>\n<\/ul>\n<p>\ud83d\udd17 <a href=\"https:\/\/ai-stack.ai\/zh-hant\/mcp-ai-agents\">MCP \u8207 AI Agent \u7684\u6574\u5408\u65b9\u5f0f<\/a>\u4e5f\u503c\u5f97\u7d0d\u5165\u6e2c\u8a66\uff0c\u56e0\u70ba\u4f01\u696d\u6700\u5f8c\u63a1\u8cfc\u7684\u901a\u5e38\u4e0d\u662f\u300c\u4e00\u500b\u6703\u7b54\u984c\u7684\u6a21\u578b\u300d\uff0c\u800c\u662f\u4e00\u5957\u80fd\u5b89\u5168\u9023\u63a5\u8cc7\u6599\u8207\u5de5\u5177\u7684\u57f7\u884c\u7cfb\u7d71\u3002<\/p>\n<h2 id=\"\u56db\u96f2\u7aef\u6210\u672c\u6bcf\u767e\u842c-token-\u53ea\u662f\u8d77\u9ede\u4e0d\u662f\u5b8c\u6574\u5e33\u55ae\">\u56db\u3001\u96f2\u7aef\u6210\u672c\uff1a\u6bcf\u767e\u842c Token \u53ea\u662f\u8d77\u9ede\uff0c\u4e0d\u662f\u5b8c\u6574\u5e33\u55ae<\/h2>\n<p>\u622a\u81f3 2026 \u5e74 8 \u6708 19 \u65e5\uff0c<a href=\"https:\/\/www.qwencloud.com\/models\/qwen3.8-max\" target=\"_blank\" rel=\"noopener\">QwenCloud \u5b98\u65b9\u5b9a\u50f9<\/a>\u5982\u4e0b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>Token \u985e\u578b<\/th>\n<th style=\"text-align: right;\">Qwen3.8-Max \u50f9\u683c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8f38\u5165<\/td>\n<td style=\"text-align: right;\">US$2\uff0f\u767e\u842c Token<\/td>\n<\/tr>\n<tr>\n<td>\u8f38\u51fa<\/td>\n<td style=\"text-align: right;\">US$6\uff0f\u767e\u842c Token<\/td>\n<\/tr>\n<tr>\n<td>\u96b1\u5f0f\u5feb\u53d6\u8f38\u5165<\/td>\n<td style=\"text-align: right;\">US$0.25\uff0f\u767e\u842c Token<\/td>\n<\/tr>\n<tr>\n<td>\u986f\u5f0f\u5feb\u53d6\u5efa\u7acb<\/td>\n<td style=\"text-align: right;\">US$2.50\uff0f\u767e\u842c Token<\/td>\n<\/tr>\n<tr>\n<td>\u986f\u5f0f\u5feb\u53d6\u8b80\u53d6<\/td>\n<td style=\"text-align: right;\">US$0.17\uff0f\u767e\u842c Token<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9019\u7d44\u50f9\u683c\u5c0d\u9577\u6587\u4ef6\u8207\u91cd\u8907\u63d0\u793a\u7279\u5225\u6709\u5438\u5f15\u529b\uff0c\u4f46\u4f01\u696d\u4ecd\u61c9\u53e6\u5916\u8a08\u7b97\u56db\u9805\u6210\u672c\uff1a\u63a8\u7406\u6a21\u5f0f\u7522\u751f\u7684\u96b1\u85cf Token\u3001\u641c\u5c0b\u8207\u7a0b\u5f0f\u57f7\u884c\u7b49\u5de5\u5177\u8cbb\u7528\u3001\u5931\u6557\u91cd\u8a66\uff0c\u4ee5\u53ca\u4eba\u54e1\u9a57\u8b49\u7d50\u679c\u7684\u6642\u9593\u3002\u82e5 Agent \u4e00\u6b21\u8dd1\u6578\u5341\u5206\u9418\u4e26\u547c\u53eb\u591a\u500b\u5916\u90e8\u7cfb\u7d71\uff0c\u8f38\u5165\uff0f\u8f38\u51fa Token \u901a\u5e38\u53ea\u5360\u7e3d\u6210\u672c\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u5feb\u53d6\u4e5f\u4e0d\u662f\u300c\u6253\u958b\u5c31\u7701\u9322\u300d\u3002\u53ea\u6709\u5927\u91cf\u8acb\u6c42\u5171\u4eab\u76f8\u540c\u524d\u7db4\uff0c\u4f8b\u5982\u56fa\u5b9a\u653f\u7b56\u3001\u7522\u54c1\u624b\u518a\u6216\u7a0b\u5f0f\u5eab\u80cc\u666f\uff0c\u5feb\u53d6\u624d\u5bb9\u6613\u547d\u4e2d\u3002\u82e5\u6bcf\u6b21\u4efb\u52d9\u90fd\u5e36\u5165\u5b8c\u5168\u4e0d\u540c\u7684\u6587\u4ef6\uff0c\u5e33\u9762\u4e0a\u7684 US$0.17 \u5feb\u53d6\u8b80\u53d6\u50f9\u683c\u4fbf\u6c92\u6709\u592a\u5927\u610f\u7fa9\u3002<\/p>\n<p>\ud83d\udd17 \u5c0d\u5c1a\u672a\u6c7a\u5b9a\u4f7f\u7528\u96f2\u7aef API \u6216\u81ea\u884c\u63a1\u8cfc GPU \u7684\u5718\u968a\uff0c\u53ef\u4ee5\u642d\u914d <a href=\"https:\/\/ai-stack.ai\/zh-hant\/cloud-or-on-premises\">\u96f2\u7aef\u8207\u5730\u7aef\u90e8\u7f72\u6bd4\u8f03<\/a>\u5efa\u7acb\u4e09\u5e74\u671f\u7e3d\u6301\u6709\u6210\u672c\uff0c\u800c\u4e0d\u662f\u53ea\u6bd4\u8f03\u55ae\u6b21 API \u55ae\u50f9\u3002<\/p>\n<h2 id=\"\u4e94\u5730\u7aef\u90e8\u7f7227b-\u662f\u52d9\u5be6\u8d77\u9ede2.4t-\u662f\u57fa\u790e\u8a2d\u65bd\u5c08\u6848\">\u4e94\u3001\u5730\u7aef\u90e8\u7f72\uff1a27B \u662f\u52d9\u5be6\u8d77\u9ede\uff0c2.4T \u662f\u57fa\u790e\u8a2d\u65bd\u5c08\u6848<\/h2>\n<p>Qwen3.8-27B \u63a1 Dense \u67b6\u69cb\uff0c\u539f\u59cb BF16 \u6b0a\u91cd\u7d04\u9700 54GB \u8a18\u61b6\u9ad4\uff1bFP8 \u7d04 27GB\uff0c4-bit \u91cf\u5316\u5247\u7d04 14GB\uff0c\u9084\u8981\u53e6\u7559 KV cache\u3001\u5f71\u50cf\u7de8\u78bc\u5668\u8207\u63a8\u8ad6\u6846\u67b6\u7a7a\u9593\u3002\u56e0\u6b64\uff0c16GB \u986f\u793a\u8a18\u61b6\u9ad4\u96d6\u53ef\u80fd\u5728\u4f4e\u91cf\u5316\u8207\u77ed\u4e0a\u4e0b\u6587\u4e0b\u555f\u52d5\u6a21\u578b\uff0c\u4f46\u4e0d\u9069\u5408\u4f5c\u70ba\u4f01\u696d\u6b63\u5f0f\u5bb9\u91cf\u898f\u756b\u300224GB \u81f3 32GB GPU \u8f03\u9069\u5408\u9032\u884c\u55ae\u4f7f\u7528\u8005\u3001\u6709\u9650\u4e0a\u4e0b\u6587\u7684 PoC\uff1b\u5b8c\u6574 262K \u4e0a\u4e0b\u6587\u8207\u591a\u4eba\u4e26\u884c\u670d\u52d9\uff0c\u4ecd\u9700\u8981\u66f4\u591a\u8a18\u61b6\u9ad4\u6216\u591a GPU \u914d\u7f6e\u3002<\/p>\n<p>2.4T-A95B \u5247\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u7b49\u7d1a\u3002\u5373\u4f7f\u4f7f\u7528 4-bit \u91cf\u5316\uff0c\u5149\u6b0a\u91cd\u5c31\u63a5\u8fd1 1.2TB\uff0c\u9084\u6c92\u6709\u8a08\u5165\u57f7\u884c\u968e\u6bb5\u8a18\u61b6\u9ad4\u3001KV cache\u3001\u5099\u63f4\u8207\u7db2\u8def\u4ea4\u63db\u3002\u9019\u4e0d\u662f\u300c\u4e0b\u8f09\u6a21\u578b\u5f8c\u555f\u52d5 vLLM\u300d\u7684\u55ae\u6a5f\u5de5\u4f5c\uff0c\u800c\u662f\u5305\u542b\u9ad8\u901f\u4e92\u9023\u3001\u5132\u5b58\u3001\u6392\u7a0b\u3001\u76e3\u63a7\u53ca\u5bb9\u91cf\u898f\u756b\u7684 AI \u57fa\u790e\u8a2d\u65bd\u5c08\u6848\u3002<\/p>\n<p>\u4f01\u696d\u53ef\u4ee5\u7528\u4ee5\u4e0b\u65b9\u5f0f\u9078\u64c7\u8d77\u9ede\uff1a<\/p>\n<table>\n<colgroup>\n<col style=\"width: 33%\" \/>\n<col style=\"width: 33%\" \/>\n<col style=\"width: 33%\" \/>\n<\/colgroup>\n<thead>\n<tr>\n<th>\u60c5\u5883<\/th>\n<th>\u5efa\u8b70\u8d77\u9ede<\/th>\n<th>\u539f\u56e0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u60f3\u5728\u5169\u9031\u5167\u9a57\u8b49\u6a21\u578b\u80fd\u529b<\/td>\n<td>Qwen3.8-Max API<\/td>\n<td>\u4e0d\u5fc5\u5148\u5efa\u7f6e\u63a8\u8ad6\u53e2\u96c6<\/td>\n<\/tr>\n<tr>\n<td>\u6587\u4ef6\u6216\u5f71\u50cf\u4efb\u52d9\uff0c\u9700\u8981 1M context<\/td>\n<td>Qwen3.8-Max API<\/td>\n<td>\u96f2\u7aef\u7248\u529f\u80fd\u6700\u5b8c\u6574<\/td>\n<\/tr>\n<tr>\n<td>\u539f\u59cb\u78bc\u3001\u88fd\u7a0b\u6216\u5ba2\u6236\u8cc7\u6599\u4e0d\u5f97\u96e2\u958b\u5167\u7db2<\/td>\n<td>Qwen3.8-27B<\/td>\n<td>\u5730\u7aef\u90e8\u7f72\u9580\u6abb\u76f8\u5c0d\u53ef\u63a7<\/td>\n<\/tr>\n<tr>\n<td>\u5df2\u6709\u591a\u7bc0\u9ede GPU \u53e2\u96c6\u8207\u63a8\u8ad6\u5718\u968a<\/td>\n<td>\u5148 Max API\uff0c\u518d\u8a55\u4f30 2.4T-A95B<\/td>\n<td>\u5148\u78ba\u5b9a\u5de5\u4f5c\u8ca0\u8f09\u503c\u5f97\u6295\u5165<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u591a\u6a21\u578b\u5f48\u6027\u8207\u90e8\u9580\u8a08\u8cbb<\/td>\n<td>MaaS\uff0f\u5171\u4eab\u63a8\u8ad6\u5e73\u53f0<\/td>\n<td>\u907f\u514d\u6bcf\u500b\u90e8\u9580\u5404\u5efa\u4e00\u5957<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\ud83d\udd17 <a href=\"https:\/\/ai-stack.ai\/zh-hant\/whats-maas\">MaaS \u7684\u4f01\u696d\u5c0e\u5165\u65b9\u5f0f<\/a>\u63d0\u4f9b\u53e6\u4e00\u689d\u8def\uff1a\u4e0d\u5fc5\u628a\u6240\u6709\u9700\u6c42\u62bc\u5728\u55ae\u4e00\u6a21\u578b\u4e0a\uff0c\u800c\u662f\u8b93\u4e0d\u540c\u90e8\u9580\u4f9d\u4efb\u52d9\u9078\u64c7\u9069\u5408\u7684\u6a21\u578b\u8207\u786c\u9ad4\u914d\u7f6e\u3002<\/p>\n<h2 id=\"\u516d\u53f0\u7063\u4f01\u696d-poc\u56db\u9031\u5167\u56de\u7b54\u516d\u500b\u554f\u984c\">\u516d\u3001\u53f0\u7063\u4f01\u696d PoC\uff1a\u56db\u9031\u5167\u56de\u7b54\u516d\u500b\u554f\u984c<\/h2>\n<p>Qwen3.8 \u662f\u5426\u9069\u5408\u53f0\u7063\u4f01\u696d\uff0c\u4e0d\u80fd\u53ea\u9760\u82f1\u6587 benchmark \u5224\u65b7\u3002\u7e41\u9ad4\u4e2d\u6587\u3001\u53f0\u7063\u6cd5\u898f\u7528\u8a9e\u3001\u516c\u53f8\u5167\u90e8\u7e2e\u5beb\u8207\u7522\u696d\u6587\u4ef6\u683c\u5f0f\uff0c\u90fd\u53ef\u80fd\u6539\u8b8a\u5be6\u969b\u7d50\u679c\u3002\u5efa\u8b70 PoC \u63a7\u5236\u5728\u56db\u9031\uff0c\u4e26\u5728\u958b\u59cb\u524d\u5b9a\u7fa9\u516d\u9805\u53ef\u91cf\u5316\u6307\u6a19\u3002<\/p>\n<h3 id=\"\u7b2c\u4e00\u9031\u5efa\u7acb\u771f\u5be6\u4efb\u52d9\u96c6\">\u7b2c\u4e00\u9031\uff1a\u5efa\u7acb\u771f\u5be6\u4efb\u52d9\u96c6<\/h3>\n<p>\u6311\u9078 20 \u81f3 50 \u500b\u65e5\u5e38\u4efb\u52d9\uff0c\u6db5\u84cb\u7e41\u4e2d\u5ba2\u670d\u4fe1\u3001\u5167\u90e8\u898f\u7ae0\u3001\u6280\u8853\u6587\u4ef6\u3001Excel\uff0fPDF\u3001\u7a0b\u5f0f\u5eab\u8207\u9700\u8981\u5de5\u5177\u64cd\u4f5c\u7684\u6d41\u7a0b\u3002\u6bcf\u500b\u4efb\u52d9\u90fd\u8981\u6709\u53ef\u63a5\u53d7\u7b54\u6848\u3001\u7981\u6b62\u4e8b\u9805\u8207\u4eba\u5de5\u8a55\u5206\u6a19\u6e96\u3002<\/p>\n<h3 id=\"\u7b2c\u4e8c\u9031\u540c\u6642\u6e2c-api-\u8207-27b\">\u7b2c\u4e8c\u9031\uff1a\u540c\u6642\u6e2c API \u8207 27B<\/h3>\n<p>Max API \u7528\u4f86\u6e2c\u80fd\u529b\u4e0a\u9650\uff0c27B \u7528\u4f86\u6e2c\u5730\u7aef\u53ef\u884c\u6027\u3002\u5169\u8005\u4f7f\u7528\u76f8\u540c\u8cc7\u6599\uff0c\u4f46\u5fc5\u9808\u8a18\u9304\u4e0d\u540c\u7684 context\u3001thinking \u8a2d\u5b9a\u3001\u5de5\u5177\u8207\u91cf\u5316\u65b9\u5f0f\uff0c\u907f\u514d\u628a\u4e0d\u4e00\u81f4\u7684\u6e2c\u8a66\u689d\u4ef6\u6df7\u6210\u55ae\u4e00\u6392\u884c\u699c\u3002<\/p>\n<h3 id=\"\u7b2c\u4e09\u9031\u52a0\u5165\u6b0a\u9650\u8207\u5931\u6557\u60c5\u5883\">\u7b2c\u4e09\u9031\uff1a\u52a0\u5165\u6b0a\u9650\u8207\u5931\u6557\u60c5\u5883<\/h3>\n<p>\u523b\u610f\u653e\u5165\u904e\u671f\u6587\u4ef6\u3001\u77db\u76fe\u6307\u4ee4\u3001\u683c\u5f0f\u932f\u8aa4\u3001\u5de5\u5177\u903e\u6642\u8207\u6b0a\u9650\u4e0d\u8db3\u3002\u4f01\u696d\u771f\u6b63\u9700\u8981\u77e5\u9053\u7684\u4e0d\u662f\u6a21\u578b\u5728\u9806\u5229\u60c5\u6cc1\u4e0b\u80fd\u505a\u4ec0\u9ebc\uff0c\u800c\u662f\u5b83\u9047\u5230\u4e0d\u78ba\u5b9a\u6642\u6703\u505c\u4e0b\u4f86\u3001\u4e82\u731c\uff0c\u9084\u662f\u7e7c\u7e8c\u64cd\u4f5c\u3002<\/p>\n<h3 id=\"\u7b2c\u56db\u9031\u8a08\u7b97\u6bcf\u500b\u6210\u529f\u4efb\u52d9\u7684\u6210\u672c\">\u7b2c\u56db\u9031\uff1a\u8a08\u7b97\u6bcf\u500b\u300c\u6210\u529f\u4efb\u52d9\u300d\u7684\u6210\u672c<\/h3>\n<p>\u540c\u6642\u8a08\u5165 Token\u3001GPU \u6642\u6578\u3001\u5132\u5b58\u3001\u7dad\u904b\u3001\u91cd\u8a66\u8207\u4eba\u5de5\u8986\u6838\u3002\u6700\u5f8c\u6bd4\u8f03\u7684\u662f\u6bcf\u500b\u6210\u529f\u4efb\u52d9\u6210\u672c\uff0c\u800c\u4e0d\u662f\u6bcf\u767e\u842c Token \u55ae\u50f9\u6216\u6bcf\u79d2 Token \u6578\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4f01\u696d\u5728\u6b63\u5f0f\u5c0e\u5165\u524d\u4ecd\u9808\u78ba\u8a8d\u8cc7\u6599\u5132\u5b58\u5730\u9ede\u3001\u670d\u52d9\u689d\u6b3e\u3001\u65e5\u8a8c\u4fdd\u7559\u3001\u6a21\u578b\u66f4\u65b0\u901a\u77e5\u3001\u7b2c\u4e09\u65b9\u5de5\u5177\u6b0a\u9650\u8207\u9000\u51fa\u6a5f\u5236\u3002\u958b\u653e\u6b0a\u91cd\u80fd\u63d0\u9ad8\u81ea\u4e3b\u6027\uff0c\u4f46\u4e5f\u628a\u4fee\u88dc\u6f0f\u6d1e\u3001\u66f4\u65b0\u6a21\u578b\u8207\u7dad\u904b\u670d\u52d9\u7684\u8cac\u4efb\u4ea4\u56de\u4f01\u696d\u3002<\/p>\n<p>\ud83d\udd17 \u82e5\u73fe\u6709 GPU \u9700\u8981\u540c\u6642\u4f9b\u61c9\u8a13\u7df4\u3001\u63a8\u8ad6\u8207\u591a\u90e8\u9580 PoC\uff0c\u5efa\u8b70\u5148\u5efa\u7acb\u5171\u4eab\u8cc7\u6e90\u6c60\u8207\u6392\u7a0b\u653f\u7b56\uff0c\u518d\u64f4\u5927\u6a21\u578b\u898f\u6a21\u3002\u9019\u6bd4\u5148\u63a1\u8cfc\u66f4\u591a GPU\uff0c\u66f4\u80fd\u770b\u51fa\u771f\u6b63\u7684\u5bb9\u91cf\u7f3a\u53e3\u3002<\/p>\n<h2 id=\"\u4e03\u7d50\u8ad6qwen3.8-\u503c\u5f97\u6e2c\u4f46\u4e0d\u503c\u5f97\u4e00\u6b21\u62bc\u6eff\">\u4e03\u3001\u7d50\u8ad6\uff1aQwen3.8 \u503c\u5f97\u6e2c\uff0c\u4f46\u4e0d\u503c\u5f97\u4e00\u6b21\u62bc\u6eff<\/h2>\n<p>\u5f9e\u53f0\u7063\u4f01\u696d\u7684\u89d2\u5ea6\u770b\uff0cQwen3.8 \u5e36\u4f86\u56db\u500b\u7d50\u69cb\u6027\u6539\u8b8a\uff1a<\/p>\n<ol type=\"1\">\n<li><strong>Max \u7b49\u7d1a\u958b\u653e\u6b0a\u91cd\u6210\u70ba\u53ef\u9078\u9805\u3002<\/strong>\u4f01\u696d\u4e0d\u518d\u53ea\u80fd\u5728\u9ad8\u80fd\u529b\u8207\u81ea\u4e3b\u7ba1\u7406\u4e4b\u9593\u4e8c\u9078\u4e00\uff0c\u4f46 2.4T \u6a21\u578b\u7684\u90e8\u7f72\u9580\u6abb\u4ecd\u975e\u5e38\u9ad8\u3002<\/li>\n<li><strong>Agent \u80fd\u529b\u958b\u59cb\u53d6\u4ee3\u55ae\u8f2a\u7b54\u984c\uff0c\u6210\u70ba\u4e3b\u8981\u8a55\u6e2c\u5834\u666f\u3002<\/strong>\u6a21\u578b\u80fd\u5426\u6b63\u78ba\u4f7f\u7528\u5de5\u5177\u3001\u7dad\u6301\u9577\u4efb\u52d9\u8207\u7522\u51fa\u53ef\u9a57\u8b49\u6210\u679c\uff0c\u6bd4\u804a\u5929\u6d41\u66a2\u5ea6\u66f4\u91cd\u8981\u3002<\/li>\n<li><strong>\u96f2\u7aef\u7248\u8207\u958b\u653e\u6b0a\u91cd\u7248\u5fc5\u9808\u5206\u958b\u8a55\u4f30\u3002<\/strong>Max API \u7684 1M context\u3001\u591a\u6a21\u614b\u8207\u5167\u5efa\u5de5\u5177\uff0c\u4e0d\u61c9\u76f4\u63a5\u7576\u6210 2.4T-A95B \u5730\u7aef\u7248\u7684\u65e2\u6709\u529f\u80fd\u3002<\/li>\n<li><strong>27B \u662f\u591a\u6578\u4f01\u696d\u66f4\u5408\u7406\u7684\u81ea\u5efa\u5165\u53e3\u3002<\/strong>\u5b83\u672a\u5fc5\u4ee3\u8868\u6700\u9ad8\u80fd\u529b\uff0c\u4f46\u66f4\u9069\u5408\u9a57\u8b49\u8cc7\u6599\u4e0d\u51fa\u5167\u7db2\u3001\u6210\u672c\u53ef\u63a7\u8207\u591a\u6a21\u578b\u8abf\u5ea6\u7b49\u771f\u6b63\u7684\u4f01\u696d\u9700\u6c42\u3002<\/li>\n<\/ol>\n<p>\u56e0\u6b64\uff0c\u6211\u5011\u7684\u5efa\u8b70\u5f88\u660e\u78ba\uff1a\u5148\u7528 Qwen3.8-Max API \u5efa\u7acb\u80fd\u529b\u57fa\u6e96\uff0c\u518d\u7528 Qwen3.8-27B \u9a57\u8b49\u8cc7\u6599\u6cbb\u7406\u8207\u5730\u7aef\u6210\u672c\u3002\u53ea\u6709\u7576\u771f\u5be6\u4efb\u52d9\u8b49\u660e 27B \u80fd\u529b\u4e0d\u8db3\u3001Max API \u53c8\u7121\u6cd5\u6eff\u8db3\u8cc7\u6599\u6216\u670d\u52d9\u689d\u4ef6\u6642\uff0c\u624d\u503c\u5f97\u9032\u4e00\u6b65\u8a55\u4f30 2.4T-A95B \u53e2\u96c6\u3002<\/p>\n<p>\u6a21\u578b\u767c\u5e03\u53ea\u6709\u4e00\u5929\uff0c\u4f01\u696d\u7cfb\u7d71\u537b\u8981\u904b\u4f5c\u597d\u5e7e\u5e74\u3002Qwen3.8 \u7684\u50f9\u503c\uff0c\u4e0d\u5728\u65bc\u8b93\u4f01\u696d\u7acb\u523b\u66f4\u63db\u6240\u6709\u6a21\u578b\uff0c\u800c\u5728\u65bc\u591a\u4e86\u4e00\u5957\u53ef\u4ee5\u7528\u771f\u5be6\u5de5\u4f5c\u8ca0\u8f09\u9a57\u8b49\u7684\u65b0\u9078\u9805\u3002<\/p>\n<hr \/>\n<pre class=\"wp-block-verse has-text-align-center\"><div class=\"wp-block-button\"><\/div>\u5225\u8b93\u8da8\u52e2\u8dd1\u5728\u60a8\u524d\u9762\u3002\u52a0\u5165 7,000+ \u4f4d\u8a02\u95b1\u8005\u7684\u884c\u5217\uff0c\u5b9a\u671f\u6536\u5230\u7cbe\u9078\u5168\u7403\u95dc\u9375\u8da8\u52e2\uff01<br><div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-align-center wp-element-button\" href=\"https:\/\/www.infinitix.ai\/zh-hant\/subscription\/\" target=\"_blank\" rel=\"noopener\">\u514d\u8cbb\u8a02\u95b1\u96fb\u5b50\u5831<\/a><\/div><\/pre>\n<hr \/>\n","protected":false},"excerpt":{"rendered":"<p>Qwen3.8-Max \u4ee5 2.4 \u5146\u53c3\u6578\u300195B \u6d3b\u8e8d\u53c3\u6578\u8207 100 \u842c Token context \u767b\u5834\uff0c\u4e26\u540c\u6b65\u64f4\u5c55\u81f3 2.4T \u8207 27B \u958b\u653e\u6b0a\u91cd\u7248\u672c\u3002\u672c\u6587\u5f9e\u53f0\u7063\u4f01\u696d\u89d2\u5ea6\u89e3\u6790\u7248\u672c\u5dee\u7570\u3001benchmark\u3001API \u6210\u672c\u3001\u5730\u7aef\u786c\u9ad4\u8207\u56db\u9031 PoC \u65b9\u6cd5\u3002<\/p>\n","protected":false},"author":253372376,"featured_media":14713,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[96987580,96987573],"tags":[96987632,96988975],"class_list":["post-14669","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-news","category-featured-articles","tag-llm","tag-qwen"],"blocksy_meta":[],"acf":[],"jetpack_shortlink":"https:\/\/wp.me\/ph344V-3OB","jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/08\/qwen3-8-enterprise-guide-zh-7b928c3e.jpg?fit=1920%2C1080&quality=100&ct=202603031250&ssl=1","_links":{"self":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/14669","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/users\/253372376"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/comments?post=14669"}],"version-history":[{"count":1,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/14669\/revisions"}],"predecessor-version":[{"id":14675,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/14669\/revisions\/14675"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media\/14713"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media?parent=14669"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/categories?post=14669"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/tags?post=14669"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}