{"id":98254,"date":"2026-08-31T15:16:59","date_gmt":"2026-08-31T07:16:59","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/98254.html"},"modified":"2026-08-31T15:16:59","modified_gmt":"2026-08-31T07:16:59","slug":"%e4%b8%80%e5%a4%9c%e5%8f%8c%e7%82%b8%ef%bc%9aqwen3-8-flash-%e5%92%8c-glm-5-3-flash%ef%bc%8cjava-%e7%a8%8b%e5%ba%8f%e5%91%98%e8%af%a5%e6%8e%a5%e5%93%aa%e6%a0%b9%e7%ba%bf","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/98254.html","title":{"rendered":"\u4e00\u591c\u53cc\u70b8\uff1aQwen3.8-Flash \u548c GLM-5.3-Flash\uff0cJava \u7a0b\u5e8f\u5458\u8be5\u63a5\u54ea\u6839\u7ebf"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260831071657-6a952a6940e8a.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u672c\u6587\u57fa\u4e8e Qwen3.8-Flash \/ Qwen3.8-Flash-Next \u4e0e GLM-5.3-Flash&#xff08;\u5747\u53d1\u5e03\u4e8e 2026-08-26&#xff09;\u3001Spring AI 2.0.1&#xff08;\u5f53\u524d\u7a33\u5b9a\u7248&#xff09;\u4e0e LangChain4j 1.19.0&#xff08;\u4e8b\u5b9e\u6838\u67e5\u4e8e 2026-08-31&#xff09;\u7f16\u5199&#xff0c;\u4e8b\u5b9e\u6765\u6e90\u5305\u62ec GitHub \u5b98\u65b9\u4ed3\u5e93&#xff08;QwenLM\/Qwen3.8-Flash-Next&#xff09;\u3001\u963f\u91cc\u4e91\u767e\u70bc\u5b98\u65b9\u6a21\u578b\u9875\u3001\u667a\u8c31\u5b98\u65b9\u53d1\u5e03\u4fe1\u606f\u4e0e\u591a\u5bb6\u5a92\u4f53\u4ea4\u53c9\u62a5\u9053\u3002\u6587\u4e2d\u4ef7\u683c\u5747\u4e3a\u53d1\u5e03\u65f6\u53e3\u5f84&#xff08;GLM \u4fc3\u9500\u4ef7\u622a\u81f3 2026-09-09&#xff09;&#xff0c;\u8be5\u9886\u57df\u8fed\u4ee3\u6781\u5feb&#xff0c;\u8bf7\u4ee5\u5b98\u65b9\u6587\u6863\u4e3a\u51c6\u3002\u4e0a\u4e00\u7bc7&#xff1a;Spring AI 2.0 vs LangChain4j 1.19&#xff1a;MCP \u65b0\u89c4\u8303\u7ade\u901f&#xff0c;Spring AI \u6162\u5728\u54ea\u3002\u8fd8\u5728 Spring AI 1.x \u7684\u8bfb\u8005&#xff0c;\u5efa\u8bae\u5148\u8fc7\u4e00\u904d\u5347\u7ea7\u5b9e\u6218\u3002<\/p>\n<h3>\u5f00\u7bc7&#xff1a;8 \u6708 26 \u65e5&#xff0c;\u6df1\u591c\u4e24\u58f0\u70b8\u54cd<\/h3>\n<p>\u5148\u770b\u65f6\u95f4\u7ebf&#xff0c;\u6bd4\u6a21\u578b\u672c\u8eab\u8fd8\u6709\u620f\u5267\u6027&#xff1a;<\/p>\n<ul>\n<li>8 \u6708 17 \u65e5&#xff0c;DeepSeek \u65b0 API \u4ef7\u683c\u751f\u6548&#xff1a;V4 \u5168\u7cfb\u542f\u7528\u5cf0\u8c37\u5206\u65f6\u8ba1\u8d39&#xff0c;\u7b2c\u4e09\u65b9\u6838\u7b97\u663e\u793a\u9ad8\u5cf0\u65f6\u6bb5\u8f93\u51fa\u4ef7\u683c\u6700\u9ad8\u6da8\u81f3\u65e7\u4ef7\u7684 4.7 \u500d\u3002\u5927\u6a21\u578b\u884c\u4e1a\u4e24\u5e74\u7684&#034;\u4ef7\u683c\u4e0b\u884c\u66f2\u7ebf&#034;&#xff0c;\u5728\u8fd9\u4e2a\u590f\u5929\u96c6\u4f53\u6389\u5934\u3002<\/li>\n<li>8 \u6708 26 \u65e5\u665a&#xff0c;\u963f\u91cc\u53d1\u5e03\u5e76\u540c\u6b65\u5f00\u6e90 Qwen3.8-Flash&#xff1a;\u591a\u6a21\u6001 MoE&#xff0c;\u4e3b\u6a21\u578b 125B\u3001\u6bcf token \u4ec5\u6fc0\u6d3b 6B&#xff0c;\u5b98\u65b9\u79f0\u4ee5 6B \u7684\u6fc0\u6d3b\u53c2\u6570\u83b7\u5f97\u8d85\u8d8a Claude Opus 4.6 \u7684\u6027\u80fd&#xff0c;API \u4ef7\u683c\u8f93\u5165 1 \u5143\u3001\u8f93\u51fa 3 \u5143&#xff08;\u6bcf\u767e\u4e07 token&#xff0c;\u4e0b\u540c&#xff09;\u3002<\/li>\n<li>\u540c\u591c&#xff0c;\u66f4\u6df1\u591c&#xff0c;\u667a\u8c31\u4e0a\u7ebf\u5e76\u5f00\u6e90 GLM-5.3-Flash&#xff08;320B-A18B&#xff09;&#xff1a;GLM-5 \u7cfb\u5217\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b&#xff0c;\u603b\u53c2\u6570 320B\u3001\u6fc0\u6d3b 18B&#xff0c;\u5728\u5168\u7403\u6743\u5a01\u7684 Artificial Analysis \u7efc\u5408\u667a\u80fd\u6307\u6570&#xff08;AA \u6307\u6570&#xff09;\u4e2d\u62ff\u5230 57 \u5206\u2014\u2014\u4e0e Anthropic \u6700\u65b0\u7684 Claude Opus 4.8 \u6301\u5e73&#xff0c;\u5b9a\u4ef7\u5374\u662f Opus 4.8 \u7684\u96f6\u5934\u3002<\/li>\n<li>\u5f69\u86cb&#xff1a;GLM \u8fd9\u9897\u70b8\u5f39\u5176\u5b9e\u63d0\u524d\u70b8\u8fc7\u4e00\u6b21\u3002\u53d1\u5e03\u524d&#xff0c;\u667a\u8c31\u628a\u5b83\u4ee5 ox-alpha \u7684\u533f\u540d\u4ee3\u53f7\u6295\u653e\u5230 OpenRouter \u548c OpenCode \u4e0a\u505a\u76f2\u6d4b&#xff0c;\u4e0a\u7ebf\u5373\u767b\u9876 OpenRouter \u8c03\u7528\u91cf\u699c\u3001\u5237\u65b0\u5355\u65e5 tokens \u7528\u91cf\u7eaa\u5f55&#xff08;\u5a92\u4f53\u62a5\u9053&#xff09;&#xff0c;\u88ab\u7f51\u53cb\u620f\u79f0\u4e3a&#034;\u725b\u6765\u6a21\u578b&#034;\u2014\u2014\u76f4\u5230 8 \u6708 26 \u65e5\u6df1\u591c\u624d\u88ab\u5b98\u65b9\u8ba4\u9886\u3002\u76f2\u6d4b\u6d41\u91cf\u5168\u7a0b\u8dd1\u5728\u56fd\u4ea7 AI \u82af\u7247\u4e0a&#xff08;\u6469\u5c14\u7ebf\u7a0b\u3001\u5546\u6c64\u7b49\u5382\u5546\u968f\u540e\u5b98\u5ba3\u9002\u914d&#xff0c;\u636e\u5a92\u4f53\u62a5\u9053&#xff09;\u3002<\/li>\n<\/ul>\n<p>\u4e00\u8fb9\u662f\u884c\u4e1a\u6da8\u4ef7\u6f6e&#xff0c;\u4e00\u8fb9\u662f\u4e24\u5bb6\u56fd\u4ea7\u5382\u5546\u540c\u591c\u628a&#034;Opus \u7ea7\u80fd\u529b&#034;\u6253\u5230\u4e8c\u5341\u5206\u4e4b\u4e00\u7684\u4ef7\u683c\u3002\u8fd9\u4e0d\u662f\u5de7\u5408&#xff0c;\u662f\u4fe1\u53f7&#xff1a;&#034;\u5bf9\u6807 Opus&#034;\u6b63\u5728\u4ece\u65d7\u8230\u6a21\u578b\u7684\u4e13\u5229&#xff0c;\u53d8\u6210 Flash&#xff08;\u8f7b\u91cf&#xff09;\u6863\u7684\u6807\u914d\u3002<\/p>\n<p>\u4f46\u5bf9\u505a\u5e94\u7528\u7684 Java \u5de5\u7a0b\u5e08\u6765\u8bf4&#xff0c;\u70ed\u95f9\u4e4b\u540e\u662f\u5b9e\u9645\u95ee\u9898&#xff1a;\u4e24\u5bb6\u90fd\u58f0\u79f0&#034;\u5bf9\u6807 Opus&#034;&#xff0c;\u90fd\u662f MoE \u4f4e\u6fc0\u6d3b\u3001\u90fd\u662f 1M \u4e0a\u4e0b\u6587\u3001\u90fd\u5f00\u6e90\u3001\u90fd\u517c\u5bb9 OpenAI \u534f\u8bae\u2014\u2014**\u90a3\u5230\u5e95\u63a5\u54ea\u6839\u7ebf&#xff1f;**\u8fd9\u7bc7\u6587\u7ae0\u628a\u89c4\u683c\u3001\u67b6\u6784\u3001\u8d26\u5355\u3001\u63a5\u5165\u4ee3\u7801\u4e00\u6b21\u8bb2\u900f&#xff0c;\u6700\u540e\u7ed9\u4e00\u68f5\u51b3\u7b56\u6811\u3002<\/p>\n<h3>\u4e00\u3001\u89c4\u683c\u786c\u78b0\u786c&#xff1a;\u5148\u6446\u4e8b\u5b9e<\/h3>\n<table>\n<tr>\u7ef4\u5ea6Qwen3.8-Flash&#xff08;\u963f\u91cc&#xff09;GLM-5.3-Flash&#xff08;\u667a\u8c31&#xff09;<\/tr>\n<tbody>\n<tr>\n<td>\u603b\u53c2\u6570<\/td>\n<td>125B&#xff08;&#043;51B N-gram Embedding&#xff09;<\/td>\n<td>320B<\/td>\n<\/tr>\n<tr>\n<td>\u6bcf token \u6fc0\u6d3b<\/td>\n<td>6B<\/td>\n<td>18B<\/td>\n<\/tr>\n<tr>\n<td>\u67b6\u6784<\/td>\n<td>MoE &#043; GDN &#043; \u7a00\u758f\u6ce8\u610f\u529b<\/td>\n<td>MoE &#043; \u7ebf\u6027\u6ce8\u610f\u529b &#043; \u7a00\u758f\u6ce8\u610f\u529b &#043; mHC<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587<\/td>\n<td>API \u7248\u9ed8\u8ba4 1M&#xff1b;\u5f00\u6e90\u6743\u91cd\u90e8\u7f72\u793a\u4f8b 256K<\/td>\n<td>1M<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u6a21\u6001<\/td>\n<td>\u539f\u751f&#xff08;\u56fe\u50cf\u7406\u89e3\u4e0e\u751f\u6210&#xff09;<\/td>\n<td>\u539f\u751f&#xff08;\u56fe\u7247\u3001\u89c6\u9891\u3001\u6587\u4ef6\u8f93\u5165&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u57fa\u51c6\u53e3\u5f84<\/td>\n<td>\u5b98\u65b9\u79f0 6B \u6fc0\u6d3b\u8d85\u8d8a Claude Opus 4.6<\/td>\n<td>AA \u6307\u6570 57 \u5206 &#061; Claude Opus 4.8<\/td>\n<\/tr>\n<tr>\n<td>API \u4ef7\u683c&#xff08;\u6bcf M token&#xff09;<\/td>\n<td>\u8f93\u5165 \u00a51 \/ \u8f93\u51fa \u00a53<\/td>\n<td>\u8f93\u5165 $0.15 \/ \u8f93\u51fa $0.50 \/ \u7f13\u5b58 $0.03<\/td>\n<\/tr>\n<tr>\n<td>\u5bf9\u6807\u6a21\u578b\u4ef7\u683c<\/td>\n<td>\u2014<\/td>\n<td>Opus 4.8 \u4e3a $5 \/ $25&#xff0c;GLM \u8f93\u5165\u7ea6\u4e3a\u5176 1\/33<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u6e90<\/td>\n<td>Qwen3.8-Flash-Next&#xff08;Qwen4 \u67b6\u6784\u9884\u89c8&#xff09;<\/td>\n<td>MIT \u534f\u8bae&#xff0c;\u6743\u91cd\u5168\u91cf\u5f00\u653e&#xff08;zai-org\/GLM-5.3-Flash&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u672c\u5730\u90e8\u7f72\u95e8\u69db<\/td>\n<td>\u53cb\u597d&#xff1a;llama.cpp GGUF\u3001MLX\u3001\u5d4c\u5165\u8868\u53ef\u5378\u8f7d\u4e3b\u673a\u5185\u5b58<\/td>\n<td>\u9ad8&#xff1a;320B \u6743\u91cd 8bit \u91cf\u5316\u540e\u4ecd\u9700 300GB \u7ea7\u663e\u5b58<\/td>\n<\/tr>\n<tr>\n<td>\u534f\u8bae\u517c\u5bb9<\/td>\n<td>OpenAI &#043; Anthropic \u53cc\u534f\u8bae&#xff08;\u5b98\u65b9\u58f0\u660e\u53ef\u63a5 Claude Code\u3001Codex&#xff09;<\/td>\n<td>OpenAI &#043; Anthropic \u53cc\u534f\u8bae&#xff08;\u5df2\u63a5\u5165 ZCode\u3001\u6e05\u8a00\u3001GLM Coding Plan&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u601d\u8003\u6a21\u5f0f<\/td>\n<td>Qwen3 \u7cfb Flash \u4f20\u7edf\u652f\u6301\u601d\u8003\/\u975e\u601d\u8003\u5207\u6362&#xff08;\u4ee5\u767e\u70bc\u6587\u6863\u4e3a\u51c6&#xff09;<\/td>\n<td>\u4ec5 enabled&#xff0c;\u4e0d\u53ef\u5173\u95ed&#xff08;reasoning_effort \u53ef\u8c03\u6863&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u8bad\u7ec3\u6210\u672c<\/td>\n<td>\u7ea6\u4e3a Qwen3.7-Plus \u7684 1\/9&#xff08;\u5b98\u65b9\u53e3\u5f84&#xff09;<\/td>\n<td>\u672a\u62ab\u9732&#xff1b;\u57fa\u4e8e\u91cd\u65b0\u8bad\u7ec3\u7684\u72ec\u7acb\u57fa\u5ea7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u51e0\u4e2a\u5bb9\u6613\u8e29\u7684\u8fa8\u6790&#xff0c;\u5148\u9489\u6b7b&#xff1a;<\/p>\n<p>1. Qwen \u7684&#034;\u4e24\u4e2a\u540d\u5b57&#034;\u4e0d\u662f\u7b14\u8bef\u3002 \u516c\u5f00\u6743\u91cd\u53eb Qwen3.8-Flash-Next&#xff08;GitHub: QwenLM\/Qwen3.8-Flash-Next&#xff09;&#xff0c;\u662f&#034;Qwen4 \u67b6\u6784\u7684\u65e9\u671f\u9884\u89c8&#034;&#xff0c;\u90e8\u7f72\u793a\u4f8b\u4e0a\u4e0b\u6587 262144&#xff1b;\u800c API \u4e0a\u7684 Qwen3.8-Flash&#xff08;\u767e\u70bc\/QwenCloud&#xff09;\u662f\u57fa\u4e8e Flash-Next \u7684\u751f\u4ea7\u7248\u672c&#xff0c;\u9ed8\u8ba4 1M \u4e0a\u4e0b\u6587\u5e76\u5e26\u5b98\u65b9\u5185\u7f6e\u5de5\u5177&#xff08;\u963f\u91cc\u4e91\u5b98\u65b9\u6a21\u578b\u9875&#xff09;\u3002\u9009\u578b\u65f6\u522b\u6df7&#xff1a;\u770b\u8bba\u6587\u9009 Next&#xff0c;\u8dd1\u4e1a\u52a1\u9009 API \u7248\u3002<\/p>\n<p>2. GLM-5.3-Flash \u4e0d\u662f GLM-5.3 \u7684\u52a0\u901f\u7248\u3002 GLM-5.3&#xff08;8 \u6708 14 \u65e5\u53d1\u5e03&#xff09;\u6cbf\u7528\u7684\u662f GLM-5.2 \u7684\u57fa\u5ea7\u3001\u9760\u540e\u8bad\u7ec3\u63d0\u5347&#xff1b;\u800c Flash \u662f\u91cd\u65b0\u8bad\u7ec3\u7684\u72ec\u7acb\u57fa\u5ea7&#xff08;30T token \u591a\u6a21\u6001\u9884\u8bad\u7ec3&#xff09;\u3002\u5b98\u65b9\u535a\u5ba2\u5bf9\u5b83\u7684\u5b9a\u4f4d\u4e00\u53e5\u8bdd&#xff1a;\u201cFrontier Intelligence, Flash Cost\u201d\u2014\u2014\u524d\u6cbf\u667a\u80fd&#xff0c;Flash \u4ef7\u683c\u3002<\/p>\n<p>3. \u4e24\u5bb6\u5bf9\u6807\u7684 Opus \u4e0d\u662f\u4e00\u4ee3\u3002 Qwen \u5bf9\u6807 Opus 4.6&#xff0c;GLM \u5bf9\u6807 Opus 4.8\u3002\u522b\u76f4\u63a5\u62ff\u4e24\u53e5\u5ba3\u4f20\u8bed\u4e92\u76f8\u6bd4\u2014\u2014\u4e0b\u6587\u57fa\u51c6\u4e00\u8282\u5355\u72ec\u8bf4\u600e\u4e48\u8bfb\u3002<\/p>\n<h3>\u4e8c\u3001&#034;\u6fc0\u6d3b 6B&#034;\u5230\u5e95\u7701\u5728\u54ea&#xff1a;\u7ed9 Java \u5de5\u7a0b\u5e08\u7684 MoE \u901f\u6210<\/h3>\n<p>\u4e0d\u7406\u89e3&#034;\u6fc0\u6d3b\u53c2\u6570&#034;&#xff0c;\u5c31\u770b\u4e0d\u61c2\u8fd9\u4e00\u591c\u4e24\u70b8\u7684\u6280\u672f\u542b\u91d1\u91cf\u3002\u7528 Java \u540c\u884c\u719f\u6089\u7684\u65b9\u5f0f\u8bb2&#xff1a;<\/p>\n<p>\u4f20\u7edf\u7a20\u5bc6&#xff08;Dense&#xff09;\u6a21\u578b\u50cf\u4e00\u4e2a\u5168\u5458\u5927\u4f1a&#xff1a;\u6a21\u578b\u6709 125B \u53c2\u6570&#xff0c;\u6bcf\u4e2a token \u8fdb\u6765\u90fd\u8981\u8fc7\u5168\u90e8 125B \u53c2\u6570\u7684\u8ba1\u7b97\u2014\u2014\u76f8\u5f53\u4e8e\u516c\u53f8 200 \u4eba\u5168\u8fdb\u4f1a\u8bae\u5ba4\u8ba8\u8bba\u6bcf\u4e00\u5c01\u90ae\u4ef6&#xff0c;\u4e0d\u7ba1\u90ae\u4ef6\u662f\u5173\u4e8e\u8d22\u52a1\u8fd8\u662f\u98df\u5802\u83dc\u5355\u3002<\/p>\n<p>MoE&#xff08;Mixture of Experts&#xff09;\u6a21\u578b\u50cf\u4e00\u5957\u6309\u9700\u70b9\u540d\u7684\u4e13\u5bb6\u5236\u5ea6&#xff1a;\u53c2\u6570\u5206\u6210\u82e5\u5e72&#034;\u4e13\u5bb6&#034;&#xff08;Expert&#xff09;\u7f51\u7edc&#xff0c;\u6bcf\u4e2a token \u5230\u6765\u65f6\u7531\u8def\u7531\u5668&#xff08;Router\/\u95e8\u63a7&#xff09;\u53ea\u70b9\u540d\u5c11\u6570\u51e0\u4e2a\u76f8\u5173\u4e13\u5bb6\u53c2\u4e0e\u8ba1\u7b97&#xff0c;\u5176\u4f59\u53c2\u6570\u539f\u5730\u4e0d\u52a8\u3002\u8ba1\u7b97\u6210\u672c\u8fd1\u4f3c\u6b63\u6bd4\u4e8e\u6fc0\u6d3b\u53c2\u6570&#xff0c;\u800c\u4e0d\u662f\u603b\u53c2\u6570\u3002<\/p>\n<p>\u6240\u4ee5 Qwen3.8-Flash \u662f&#034;125B \u7684\u8eab\u6750&#xff0c;6B \u7684\u996d\u91cf&#034;&#xff1a;\u77e5\u8bc6\u5bb9\u91cf\u6309\u603b\u53c2\u6570\u5b58&#xff08;\u5b58\u8fdb\u663e\u5b58&#xff09;&#xff0c;\u63a8\u7406\u6210\u672c\u6309\u6fc0\u6d3b\u53c2\u6570\u7b97&#xff08;\u7b97\u529b\u3001\u65f6\u95f4\u3001\u7535\u8d39&#xff09;\u3002\u8fd9\u4e5f\u662f\u5b83\u80fd\u628a API \u4ef7\u683c\u6253\u5230 1 \u5143\/\u767e\u4e07\u8f93\u5165\u7684\u7ed3\u6784\u6027\u539f\u56e0\u2014\u2014\u4fbf\u5b9c\u4e0d\u662f\u8865\u8d34\u51fa\u6765\u7684&#xff0c;\u662f\u67b6\u6784\u7701\u51fa\u6765\u7684\u3002<\/p>\n<p>GLM-5.3-Flash \u540c\u7406&#xff0c;\u53ea\u662f\u914d\u65b9\u4e0d\u540c&#xff1a;320B \u8eab\u6750\u300118B \u996d\u91cf\u3002\u996d\u91cf\u662f Qwen \u7684 3 \u500d&#xff0c;\u4f46\u6362\u6765\u7684\u77e5\u8bc6\u5bb9\u91cf\u548c\u667a\u80fd\u4e0a\u9650\u66f4\u63a5\u8fd1\u524d\u6cbf\u65d7\u8230\u2014\u2014\u8fd9\u662f\u4e24\u5bb6\u54f2\u5b66\u5206\u91ce\u7684\u6839\u6e90&#xff0c;\u4e0b\u4e00\u8282\u5c55\u5f00\u3002<\/p>\n<p>\u4e24\u5bb6\u8fd8\u5404\u81ea\u628a&#034;\u7701&#034;\u5377\u5230\u4e86\u6ce8\u610f\u529b\u5c42&#xff1a;<\/p>\n<ul>\n<li>Qwen \u7684 GDN &#043; QSA&#xff1a;Gated DeltaNet \u9ad8\u6548\u538b\u7f29\u5386\u53f2\u4fe1\u606f&#xff0c;Qwen Sparse Attention&#xff08;QSA&#xff09;\u5728\u5fae\u5757&#xff08;micro-block&#xff09;\u7c92\u5ea6\u4e0a\u7528\u8f7b\u91cf\u7d22\u5f15\u5668\u7b5b\u6389\u4e0d\u91cd\u8981\u7684\u4e0a\u4e0b\u6587\u2014\u2014\u957f\u5e8f\u5217\u6ce8\u610f\u529b\u7684\u8ba1\u7b97\u91cf\u5927\u5e45\u4e0b\u964d\u30021M \u4e0a\u4e0b\u6587\u80fd\u6309\u8fd9\u4e2a\u4ef7\u683c\u5356&#xff0c;\u6ce8\u610f\u529b\u7a00\u758f\u5316\u662f\u524d\u63d0\u3002<\/li>\n<li>GLM \u7684\u7ebf\u6027 &#043; \u7a00\u758f\u4ea4\u66ff&#xff1a;\u4e09\u5c42\u7ebf\u6027\u6ce8\u610f\u529b\u4e0e\u4e00\u5c42\u7a00\u758f\u6ce8\u610f\u529b\u4ea4\u66ff\u5806\u53e0&#xff0c;IndexPool \u628a 4 \u7ec4 Indexer Key \u52a0\u6743\u538b\u7f29\u6210 1 \u7ec4\u2014\u2014\u540c\u6837\u662f\u5728&#034;\u6ce8\u610f\u529b\u6210\u672c&#034;\u4e0a\u52a8\u5200\u3002<\/li>\n<li>Qwen \u8fd8\u6709\u4e00\u4e2a\u5de7\u62db&#xff1a;N-gram Embedding&#xff08;51B&#xff09;\u3002\u8fd9\u5757\u5d4c\u5165\u8868\u4e0d\u8d70 GPU \u4e3b\u8ba1\u7b97&#xff0c;\u53ef\u4ee5\u5378\u8f7d\u5230\u4e3b\u673a\u5185\u5b58\u3001\u7528\u5f02\u6b65\u9884\u53d6\u4e0e\u6a21\u578b\u8ba1\u7b97\u91cd\u53e0\u2014\u2014\u76f8\u5f53\u4e8e\u628a\u4e00\u4e2a 51B \u7684\u8d44\u6599\u67dc\u653e\u5728\u5ba2\u5385&#xff0c;\u4e0d\u5360\u53a8\u623f\u7684\u64cd\u4f5c\u53f0&#xff0c;\u7528\u65f6\u63d0\u524d\u53d6\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\u603b\u7ed3&#xff1a;\u8fd9\u4e00\u591c\u4e24\u5bb6\u90fd\u5728\u544a\u8bc9\u884c\u4e1a\u2014\u2014\u957f\u4e0a\u4e0b\u6587\u7684\u6210\u672c\u95ee\u9898&#xff0c;\u6b63\u5728\u88ab\u67b6\u6784\u7ea7\u521b\u65b0\u6b63\u9762\u62c6\u89e3&#xff0c;\u800c\u4e0d\u662f\u9760\u5806\u5361\u786c\u625b\u3002<\/p>\n<h3>\u4e09\u3001\u57fa\u51c6\u600e\u4e48\u8bfb&#xff1a;57 \u5206\u30016B \u8d85 Opus&#xff0c;\u4e0e&#034;\u8bc4\u6d4b\u53cb\u597d&#034;\u7684\u5dee\u8ddd<\/h3>\n<p>\u5148\u770b GLM-5.3-Flash \u5b98\u65b9\u7ed9\u51fa\u7684\u516d\u9879 Coding\/Agent \u8bc4\u6d4b&#xff08;\u5bf9\u6bd4 GLM-5.2 \u4e0e Claude Opus 4.8&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u8bc4\u6d4bGLM-5.3-FlashGLM-5.2Claude Opus 4.8<\/tr>\n<tbody>\n<tr>\n<td>Terminal Bench 2.1<\/td>\n<td>84.3<\/td>\n<td>81.0<\/td>\n<td>85.0<\/td>\n<\/tr>\n<tr>\n<td>DeepSWE v1.1<\/td>\n<td>63.4<\/td>\n<td>46.2<\/td>\n<td>58.0<\/td>\n<\/tr>\n<tr>\n<td>Agents\u2019 Last Exam<\/td>\n<td>26.3<\/td>\n<td>20.4<\/td>\n<td>27.0<\/td>\n<\/tr>\n<tr>\n<td>AutomationBench<\/td>\n<td>48.8<\/td>\n<td>26.2<\/td>\n<td>41.0<\/td>\n<\/tr>\n<tr>\n<td>HLE w\/ Tools<\/td>\n<td>55.3<\/td>\n<td>54.7<\/td>\n<td>57.9<\/td>\n<\/tr>\n<tr>\n<td>GDPval-AA v2<\/td>\n<td>1773<\/td>\n<td>1504<\/td>\n<td>1582<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>DeepSWE\u3001AutomationBench\u3001GDPval \u4e09\u9879\u53cd\u8d85 Opus 4.8&#xff0c;\u5176\u4f59\u8d34\u8eab\u8ddf\u968f\u2014\u2014\u8fd9\u662f&#034;AA \u6307\u6570 57 &#061; Opus 4.8&#034;\u7684\u5e95\u6c14\u3002\u4f46\u6ce8\u610f\u4e24\u4e2a\u6765\u81ea\u5b98\u65b9\u53e3\u5f84\u7684\u9650\u5b9a&#xff1a;<\/p>\n<ul>\n<li>Z.ai Code Bench \u7684 max \u6863\u4e0a&#xff0c;GLM-5.3-Flash \u6b63\u786e\u7387 29.0%&#xff08;\u903c\u8fd1 Opus 4.8 \u7684 29.5%&#xff09;&#xff0c;\u4f46\u5e73\u5747\u8f93\u51fa\u7ea6 14 \u4e07 token\u2014\u2014\u601d\u8003\u62c9\u6ee1\u7684\u6210\u672c\u4e0d\u5c0f&#xff1b;\u590d\u6742 Coding \u4e0a GLM-5.3 \u672c\u4f53&#xff08;34.5%&#xff09;\u4ecd\u66f4\u5f3a\u3002\u5b98\u65b9\u81ea\u5df1\u7ed9\u7684\u5b9a\u4f4d\u662f&#xff1a;Flash \u662f&#034;\u65e5\u5e38 Agent \u4efb\u52a1\u7684\u9ed8\u8ba4\u8d77\u70b9&#034;&#xff0c;\u6781\u96be\u4efb\u52a1&#xff08;\u4e00\u6b21\u5931\u8d25\u4ee3\u4ef7\u9ad8&#xff09;\u4ecd\u7136\u4e0a GLM-5.3 \u6216 Opus\u3002<\/li>\n<li>Qwen \u4fa7&#xff0c;&#034;6B \u6fc0\u6d3b\u8d85\u8d8a Opus 4.6&#034;\u662f\u5b98\u65b9\u5ba3\u4f20\u53e3\u5f84&#xff08;\u5a92\u4f53\u62a5\u9053\u4e00\u81f4&#xff09;&#xff0c;\u5f00\u6e90\u6280\u672f\u62a5\u544a\u786e\u8ba4\u4e86\u5728\u7f16\u7801\u4e0e\u529e\u516c\u4efb\u52a1\u4e0a\u5f3a\u4e8e Qwen3.7-Plus\u3002\u7ec6\u8282\u6570\u636e\u4ee5\u5b98\u65b9\u535a\u5ba2\u4e0e tech_report \u4e3a\u51c6\u3002<\/li>\n<\/ul>\n<p>\u7ed9 Java \u5de5\u7a0b\u5e08\u7684\u8bfb\u6cd5&#xff08;\u672c\u535a\u5ba2\u4e00\u8d2f\u7684\u7eaa\u5f8b&#xff09;&#xff1a;<\/p>\n<li>\u699c\u5355\u5206\u6570\u662f\u5165\u573a\u5238&#xff0c;\u4e0d\u662f\u9a8c\u6536\u5355\u3002Terminal Bench 84.3 \u548c 85.0 \u7684\u5dee\u8ddd&#xff0c;\u5728\u4f60\u7684\u4e1a\u52a1\u6570\u636e\u4e0a\u53ef\u80fd\u662f\u53e6\u4e00\u79cd\u5206\u5e03\u3002<\/li>\n<li>\u6362\u6a21\u578b\u524d&#xff0c;\u5148\u6709\u8bc4\u6d4b\u57fa\u7ebf\u3002\u6ca1\u6709\u81ea\u5df1\u7684\u56de\u5f52\u96c6&#xff0c;\u4efb\u4f55&#034;\u5bf9\u6807 Opus&#034;\u90fd\u4e0e\u4f60\u65e0\u5173\u2014\u2014\u8fd9\u662f\u63a5\u4e0b\u6765\u300a\u6d4b\u4e0d\u4f4f\u7684 Agent \u4e0a\u4e0d\u4e86\u7ebf\u300b\u8981\u4e13\u95e8\u5c55\u5f00\u7684\u3002<\/li>\n<li>\u6ce8\u610f\u8bc4\u6d4b\u53e3\u5f84\u91cc\u7684&#034;\u6210\u672c&#034;\u7ef4\u5ea6\u3002AA \u6307\u6570\u540c\u5206\u7684\u60c5\u51b5\u4e0b&#xff0c;GLM \u4fc3\u9500\u4ef7\u4e0b\u6bcf\u4efb\u52a1\u6210\u672c\u7ea6 $0.045\u2014\u2014&#034;\u540c\u5206\u66f4\u4fbf\u5b9c&#034;\u6bd4&#034;\u66f4\u9ad8\u5206&#034;\u5bf9\u540e\u7aef\u670d\u52a1\u5f80\u5f80\u66f4\u503c\u94b1\u3002<\/li>\n<h3>\u56db\u3001\u6210\u672c\u8d26&#xff1a;\u4e00\u4e2a Java Agent \u670d\u52a1\u7684\u6708\u8d26\u5355\u6a21\u62df<\/h3>\n<p>\u62ff\u4e00\u4e2a\u5178\u578b\u573a\u666f\u7b97\u8d26&#xff1a;\u67d0 Java \u540e\u7aef\u7684\u6587\u6863\u95ee\u7b54 &#043; \u5ba2\u670d Agent&#xff0c;\u65e5\u5747 50 \u4e07\u8f93\u5165 token&#xff08;\u591a\u8f6e\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u91cd\u653e\u5360\u5927\u5934&#xff09;\u30015 \u4e07\u8f93\u51fa token&#xff0c;\u6309 30 \u5929\u8ba1\u2014\u2014\u6708\u8f93\u5165 1500 \u4e07\u3001\u8f93\u51fa 150 \u4e07\u3002<\/p>\n<table>\n<tr>\u6a21\u578b\u8f93\u5165\u5355\u4ef7\u8f93\u51fa\u5355\u4ef7\u6708\u8d26\u5355&#xff08;\u672c\u573a\u666f&#xff09;<\/tr>\n<tbody>\n<tr>\n<td>Qwen3.8-Flash<\/td>\n<td>\u00a51\/M<\/td>\n<td>\u00a53\/M<\/td>\n<td>\u00a515 &#043; \u00a54.5 \u2248 \u00a519.5<\/td>\n<\/tr>\n<tr>\n<td>GLM-5.3-Flash \u6807\u51c6\u4ef7<\/td>\n<td>$0.15\/M<\/td>\n<td>$0.50\/M<\/td>\n<td>$2.25 &#043; $0.75 &#061; $3&#xff08;\u6298\u5408\u7ea6 \u00a522&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>GLM \u4fc3\u9500\u4ef7&#xff08;\u81f3 09-09&#xff09;<\/td>\n<td>$0.075\/M<\/td>\n<td>$0.25\/M<\/td>\n<td>$1.5<\/td>\n<\/tr>\n<tr>\n<td>Claude Opus 4.8<\/td>\n<td>$5\/M<\/td>\n<td>$25\/M<\/td>\n<td>$75 &#043; $37.5 &#061; $112.5&#xff08;\u6298\u5408\u7ea6 \u00a5810&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u5bb6\u4ef7\u683c\u53e3\u5f84\u4e0d\u540c\u5e01\u79cd&#xff0c;\u6298\u7b97\u4ec5\u4f5c\u91cf\u7ea7\u793a\u610f\u3002\u4f46\u7ed3\u8bba\u975e\u5e38\u6e05\u6670&#xff1a;<\/p>\n<ul>\n<li>\u4e24\u5bb6 Flash \u6708\u8d26\u5355\u90fd\u5728 20 \u5143\u91cf\u7ea7&#xff0c;Opus \u5728 800 \u5143\u91cf\u7ea7&#xff0c;\u5dee\u7ea6 40 \u500d&#xff1b;<\/li>\n<li>GLM \u7684\u7f13\u5b58\u8f93\u5165 $0.03\/M \u503c\u5f97\u4e13\u95e8\u8bbe\u8ba1&#xff1a;\u591a\u8f6e Agent \u4f1a\u8bdd\u91cc\u7cfb\u7edf\u63d0\u793a\u8bcd &#043; \u5de5\u5177\u63cf\u8ff0 &#043; \u524d\u51e0\u8f6e\u5386\u53f2\u53cd\u590d\u91cd\u653e&#xff0c;\u7f13\u5b58\u547d\u4e2d\u80fd\u628a\u8fd9\u4e9b\u7684\u8fb9\u9645\u6210\u672c\u6253\u5230 1\/5&#xff1b;<\/li>\n<li>\u63d0\u9192\u4e00\u53e5\u73b0\u5b9e&#xff1a;DeepSeek V4 \u7684\u5cf0\u8c37\u5206\u65f6\u8ba1\u8d39&#xff08;\u9ad8\u5cf0\u8f93\u51fa\u4ef7\u6700\u9ad8\u6da8\u81f3\u65e7\u4ef7 4.7 \u500d&#xff09;\u8bf4\u660e\u4f4e\u4ef7\u4e0d\u4fdd\u8bc1\u6c38\u4e45&#xff0c;\u4ef7\u683c\u6838\u7b97\u8981\u7559\u7f13\u51b2&#xff0c;\u522b\u628a 20 \u5143\/\u6708\u5199\u8fdb SLA\u3002<\/li>\n<\/ul>\n<p>\u53e6\u5916\u4e00\u7b14\u8d26\u8981\u7b97\u5728&#034;\u8d26\u5355\u5916&#034;&#xff1a;\u601d\u8003 token \u4e5f\u8ba1\u8d39\u3002GLM-5.3-Flash \u7684 thinking \u4e0d\u53ef\u5173\u95ed&#xff08;\u4e0b\u4e00\u8282\u7ec6\u8bf4&#xff09;&#xff0c;\u590d\u6742 Agent \u4efb\u52a1\u5e73\u5747\u8f93\u51fa 14 \u4e07 token \u7684\u4f8b\u5b50\u5c31\u662f\u5b83\u7684\u6210\u672c\u4e0a\u9650\u5f62\u6001\u3002\u6279\u5904\u7406\u4efb\u52a1\u7528 reasoning_effort \u4ece\u4f4e\u6863\u8d77\u6d4b&#xff0c;\u662f\u5b98\u65b9\u7ed9\u7684\u6210\u672c\u7eaa\u5f8b\u3002<\/p>\n<h3>\u4e94\u3001Java \u63a5\u5165\u5b9e\u6218&#xff1a;\u5176\u5b9e\u662f\u4e00\u6839\u7ebf&#xff0c;\u4e24\u4e2a\u63d2\u5934<\/h3>\n<p>\u6700\u597d\u6d88\u606f&#xff1a;\u4e24\u5bb6\u90fd\u517c\u5bb9 OpenAI \u534f\u8bae&#xff08;\u4e5f\u90fd\u989d\u5916\u517c\u5bb9 Anthropic Messages \u534f\u8bae&#xff09;\u3002\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u4f60\u5728 Spring AI \/ LangChain4j \u91cc\u8c03 OpenAI \u7684\u90a3\u4e00\u5957&#xff0c;\u6362\u4e2a base-url \u548c model \u540d\u5c31\u80fd\u8dd1\u2014\u2014\u8fd9\u662f\u300a2026 \u5e74\u4e86&#xff0c;Java \u7a0b\u5e8f\u5458\u505a AI \u4e3a\u4ec0\u4e48\u4e0d\u7528\u8f6c Python\u300b\u91cc&#034;\u6a21\u578b\u53ef\u6362&#034;\u67b6\u6784\u7684\u53c8\u4e00\u6b21\u73b0\u573a\u9a8c\u8bc1\u3002<\/p>\n<h4>5.1 Spring AI 2.0.1 \u8def\u5f84<\/h4>\n<p>\u4f9d\u8d56\u8fd8\u662f\u90a3\u4e2a OpenAI starter&#xff0c;BOM \u7528\u5f53\u524d\u7a33\u5b9a\u7248 2.0.1&#xff1a;<\/p>\n<p><span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependencyManagement<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>org.springframework.ai<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>spring-ai-bom<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>version<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>2.0.1<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>version<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>type<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>pom<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>type<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>scope<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>import<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>scope<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependencyManagement<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><\/p>\n<p><span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>org.springframework.ai<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>spring-ai-starter-model-openai<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><\/p>\n<p>\u63a5 Qwen&#xff08;\u767e\u70bc OpenAI \u517c\u5bb9\u6a21\u5f0f&#xff09;\u2014\u2014\u6ce8\u610f 2.0 \u7684\u914d\u7f6e\u952e\u6ca1\u6709 .options \u6bb5&#xff08;spring.ai.openai.chat.model&#xff0c;1.x \u8001\u5199\u6cd5 chat.options.model \u5df2\u5e9f\u5f03&#xff0c;\u8fd9\u6b63\u662f\u5347\u7ea7\u7bc7\u91cc\u7684\u9ad8\u9891\u8e29\u5751\u70b9&#xff09;&#xff1a;<\/p>\n<p><span class=\"token key atrule\">spring<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">ai<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">openai<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">api-key<\/span><span class=\"token punctuation\">:<\/span> $<span class=\"token punctuation\">{<\/span>DASHSCOPE_API_KEY<span class=\"token punctuation\">}<\/span><br \/>\n      <span class=\"token key atrule\">base-url<\/span><span class=\"token punctuation\">:<\/span> https<span class=\"token punctuation\">:<\/span>\/\/dashscope.aliyuncs.com\/compatible<span class=\"token punctuation\">&#8211;<\/span>mode   <span class=\"token comment\"># \u9ed8\u8ba4 completions-path \/v1\/chat\/completions<\/span><br \/>\n      <span class=\"token key atrule\">chat<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token key atrule\">model<\/span><span class=\"token punctuation\">:<\/span> qwen3.8<span class=\"token punctuation\">&#8211;<\/span>flash<\/p>\n<p>\u63a5 GLM&#xff08;Z.ai \/ \u667a\u8c31\u5f00\u653e\u5e73\u53f0&#xff09;&#xff1a;<\/p>\n<p><span class=\"token key atrule\">spring<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">ai<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">openai<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">api-key<\/span><span class=\"token punctuation\">:<\/span> $<span class=\"token punctuation\">{<\/span>ZAI_API_KEY<span class=\"token punctuation\">}<\/span><br \/>\n      <span class=\"token key atrule\">base-url<\/span><span class=\"token punctuation\">:<\/span> https<span class=\"token punctuation\">:<\/span>\/\/api.z.ai\/api\/paas\/v4<br \/>\n      <span class=\"token key atrule\">chat<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token key atrule\">completions-path<\/span><span class=\"token punctuation\">:<\/span> \/chat\/completions   <span class=\"token comment\"># \u6ce8\u610f&#xff1a;\u667a\u8c31\u517c\u5bb9\u8def\u5f84\u662f \/v4 \u800c\u975e OpenAI \u9ed8\u8ba4\u7684 \/v1<\/span><br \/>\n        <span class=\"token key atrule\">model<\/span><span class=\"token punctuation\">:<\/span> glm<span class=\"token punctuation\">&#8211;<\/span>5.3<span class=\"token punctuation\">&#8211;<\/span>flash<\/p>\n<p>\u8fd9\u91cc\u6709\u4e2a\u771f\u5b9e\u7684\u5751&#xff1a;Spring AI \u9ed8\u8ba4\u628a\u8bf7\u6c42\u62fc\u6210 {base-url}\/v1\/chat\/completions&#xff0c;\u800c\u667a\u8c31\u7684 OpenAI \u517c\u5bb9\u7aef\u70b9\u6302\u5728 \/v4 \u8def\u5f84\u4e0b\u2014\u2014\u6240\u4ee5\u8981\u4e48\u663e\u5f0f\u6539 completions-path&#xff0c;\u8981\u4e48 base-url \u91cc\u5e26\u7248\u672c\u8def\u5f84\u540e\u81ea\u884c\u6838\u5bf9\u62fc\u51fa\u6765\u7684\u5b8c\u6574 URL\u3002\u56fd\u5185\u7ad9\u7aef\u70b9\u4e3a open.bigmodel.cn&#xff08;\u540c\u6837 \/api\/paas\/v4&#xff09;&#xff0c;\u5177\u4f53\u4ee5\u667a\u8c31\u5b98\u65b9\u63a5\u5165\u6587\u6863\u4e3a\u51c6\u3002<\/p>\n<p>\u4e24\u5bb6\u7684\u5dee\u5f02\u5728\u914d\u7f6e\u6587\u4ef6\u91cc\u5c31\u6b64\u6d88\u5931&#xff0c;\u4e1a\u52a1\u4ee3\u7801\u5b8c\u5168\u540c\u6784&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Bean<\/span><br \/>\n<span class=\"token class-name\">CommandLineRunner<\/span> <span class=\"token function\">flashDemo<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatClient<span class=\"token punctuation\">.<\/span>Builder<\/span> builder<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> args <span class=\"token operator\">-&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">var<\/span> client <span class=\"token operator\">&#061;<\/span> builder<span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> answer <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7528\u4e00\u53e5\u8bdd\u5411 Java \u7a0b\u5e8f\u5458\u89e3\u91ca&#xff1a;MoE \u6a21\u578b\u7684&#039;\u6fc0\u6d3b\u53c2\u6570&#039;\u662f\u4ec0\u4e48&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span>out<span class=\"token punctuation\">.<\/span><span class=\"token function\">println<\/span><span class=\"token punctuation\">(<\/span>answer<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u60f3\u540c\u65f6\u4fdd\u7559\u4e24\u6839\u7ebf&#xff1f;\u7528\u4e24\u4e2a OpenAiChatModel Bean&#xff08;\u5404\u81ea base-url\/model&#xff09;&#xff0c;\u518d\u5957\u4e00\u5c42\u4f60\u81ea\u5df1\u7684\u8def\u7531&#xff08;\u6309\u4efb\u52a1\u7c7b\u578b\/\u6210\u672c\u4e0a\u9650\u5206\u6d41&#xff09;\u2014\u2014\u8fd9\u5c42&#034;\u6a21\u578b\u8def\u7531&#034;\u505a\u5927\u5c31\u662f\u4f01\u4e1a AI \u7f51\u5173\u7684\u96cf\u5f62&#xff0c;\u540e\u9762\u4f1a\u4e13\u95e8\u5199\u3002<\/p>\n<h4>5.2 LangChain4j 1.19.0 \u8def\u5f84<\/h4>\n<p>LangChain4j \u7684 baseUrl \u8bed\u4e49\u662f&#034;\u62fc\u4e0a \/chat\/completions \u7684\u5b8c\u6574\u524d\u7f00&#034;&#xff0c;\u548c Spring AI \u7684\u62fc\u6cd5\u4e0d\u540c&#xff0c;\u6240\u4ee5\u8def\u5f84\u8981\u5199\u5230 \/v1&#xff08;DashScope&#xff09;&#xff1a;<\/p>\n<p><span class=\"token class-name\">ChatModel<\/span> qwen <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">OpenAiChatModel<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">baseUrl<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;https:\/\/dashscope.aliyuncs.com\/compatible-mode\/v1&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">apiKey<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getenv<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;DASHSCOPE_API_KEY&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">modelName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;qwen3.8-flash&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token class-name\">ChatModel<\/span> glm <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">OpenAiChatModel<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">baseUrl<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;https:\/\/api.z.ai\/api\/paas\/v4&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">apiKey<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getenv<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ZAI_API_KEY&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">modelName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;glm-5.3-flash&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>&#xff08;API \u7ec6\u8282\u968f\u7248\u672c\u53d8\u5316&#xff0c;\u4ee5 LangChain4j \u5b98\u65b9\u6587\u6863\u4e3a\u51c6\u3002&#xff09;<\/p>\n<h4>5.3 \u5751\u6e05\u5355&#xff1a;\u4e24\u5bb6\u5b9e\u6d4b\u8981\u6ce8\u610f\u7684\u4e8b<\/h4>\n<li>GLM \u7684 thinking \u5173\u4e0d\u6389\u3002\u8bf7\u6c42\u4f53\u91cc thinking.type \u4ec5\u652f\u6301 enabled\u2014\u2014\u601d\u8003\u5185\u5bb9\u4f1a\u8ba1\u5165\u8f93\u51fa token \u8d26\u5355\u3002\u5b98\u65b9\u5efa\u8bae&#xff1a;\u590d\u6742 Agent \u4efb\u52a1\u5f00 stream &#043; tool_stream&#xff1b;\u7b80\u5355\u6279\u5904\u7406&#xff08;OCR\/\u5206\u7c7b\/\u62bd\u53d6&#xff09;\u628a reasoning_effort \u4ece\u4f4e\u6863\u8d77\u6d4b&#xff0c;\u907f\u514d&#034;\u601d\u8003\u62c9\u6ee1\u53cd\u566c\u6210\u672c&#034;\u3002\u91c7\u6837\u53c2\u6570\u5b98\u65b9\u793a\u4f8b\u662f temperature: 1.0 \/ top_p: 0.95&#xff0c;\u522b\u4e60\u60ef\u6027\u7167\u642c\u522b\u5bb6\u7684 0.7\u3002<\/li>\n<li>Qwen \u7684\u601d\u8003\u6a21\u5f0f\u5f00\u5173\u770b\u7248\u672c\u3002Qwen3 \u7cfb\u5217 Flash \u957f\u671f\u652f\u6301\u601d\u8003\/\u975e\u601d\u8003\u6a21\u5f0f\u5207\u6362&#xff0c;Qwen3.8-Flash \u7684\u5177\u4f53\u53c2\u6570\u4ee5\u767e\u70bc\u6587\u6863\u4e3a\u51c6&#xff0c;\u522b\u7167\u642c\u65e7\u535a\u5ba2\u7684\u53c2\u6570\u540d\u3002<\/li>\n<li>\u591a\u6a21\u6001\u6d88\u606f\u662f content \u6570\u7ec4&#xff0c;\u4e0d\u662f\u7eaf\u5b57\u7b26\u4e32\u3002GLM \u7684\u89c6\u89c9\u8f93\u5165\u76f4\u63a5\u8fdb Coding Loop&#xff08;\u770b\u6e32\u67d3\u622a\u56fe\u2192\u53d1\u73b0\u5e03\u5c40\u95ee\u9898\u2192\u6539\u4ee3\u7801\u2192\u518d\u9a8c\u8bc1&#xff09;&#xff0c;\u8bf7\u6c42\u4f53\u5f62\u5982&#xff1a;<\/li>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;model&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;glm-5.3-flash&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;messages&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;role&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n      <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;image_url&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;image_url&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;url&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;https:\/\/example.com\/ui.png&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;text&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;text&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u68c0\u67e5\u8fd9\u4e2a\u9875\u9762\u7684\u5e03\u5c40\u95ee\u9898&#xff0c;\u5e76\u7ed9\u51fa\u4fee\u6539\u65b9\u6848&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;thinking&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;enabled&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;stream&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">true<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<li>\u7aef\u70b9\u8def\u5f84\u5dee\u5f02&#xff08;\u4e0a\u6587 \/v1 vs \/v4&#xff09;\u662f\u65b0\u624b\u6700\u5e38\u649e\u7684\u7b2c\u4e00\u5835\u5899\u3002<\/li>\n<li>\u522b\u6df7\u6dc6 Qwen \u7684\u4e24\u4e2a\u7248\u672c&#xff1a;API \u7248\u9ed8\u8ba4 1M \u4e0a\u4e0b\u6587 &#043; \u5b98\u65b9\u5185\u7f6e\u5de5\u5177&#xff1b;\u5f00\u6e90 Flash-Next \u90e8\u7f72\u793a\u4f8b\u662f 256K\u3002\u79c1\u6709\u5316\u90e8\u7f72\u7528 vLLM\/SGLang \u65f6\u6ce8\u610f &#8211;reasoning-parser qwen3 &#8211;tool-call-parser qwen3_coder&#xff08;\u5b98\u65b9\u793a\u4f8b\u53e3\u5f84&#xff09;\u3002<\/li>\n<li>\u4ef7\u683c\u662f\u6d3b\u7684&#xff1a;GLM \u4fc3\u9500\u4ef7 2026-09-09 \u622a\u6b62&#xff1b;\u6240\u6709\u5355\u4ef7\u4ee5\u4e24\u5bb6\u5b98\u7f51\u5f53\u524d\u9875\u4e3a\u51c6\u3002<\/li>\n<h3>\u516d\u3001\u9009\u578b\u51b3\u7b56\u6811&#xff1a;\u63a5\u54ea\u6839\u7ebf<\/h3>\n<p>\u628a\u524d\u6587\u4e8b\u5b9e\u538b\u6210\u4e00\u68f5\u6811&#xff08;\u4ece\u4e0a\u5f80\u4e0b\u8d70&#xff09;&#xff1a;<\/p>\n<p>\u4f60\u7684\u4efb\u52a1\u662f\u4ec0\u4e48\u5f62\u6001&#xff1f;<br \/>\n\u251c\u2500 \u6279\u91cf\u7b80\u5355\u4efb\u52a1&#xff08;\u62bd\u53d6\/\u5206\u7c7b\/OCR\/\u7ffb\u8bd1&#xff0c;\u91cf\u5927\u3001\u5355\u4ef7\u654f\u611f&#xff09;<br \/>\n\u2502    \u2192 Qwen3.8-Flash&#xff08;\u00a51 \u8f93\u5165 &#043; \u601d\u8003\u53ef\u63a7&#xff0c;\u6708\u8d26\u5355\u538b\u5230\u6781\u81f4&#xff09;<br \/>\n\u251c\u2500 Coding \/ \u591a\u6b65 Agent&#xff08;SWE\u3001\u7ec8\u7aef\u3001\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf&#xff09;<br \/>\n\u2502    \u2192 GLM-5.3-Flash&#xff08;DeepSWE\u3001AutomationBench \u53cd\u8d85 Opus 4.8&#xff09;<br \/>\n\u2502       \u2514\u2500 \u6781\u96be\u4efb\u52a1&#xff08;\u4e00\u6b21\u5931\u8d25\u4ee3\u4ef7\u9ad8&#xff09;\u2192 \u4ecd\u4e0a GLM-5.3 \/ Opus \u6863<br \/>\n\u251c\u2500 \u9700\u8981\u770b\u56fe\/\u770b\u89c6\u9891\u6539\u4ee3\u7801&#xff08;\u89c6\u89c9\u8fdb\u5faa\u73af&#xff09;<br \/>\n\u2502    \u2192 GLM-5.3-Flash&#xff08;\u539f\u751f\u591a\u6a21\u6001 &#043; \u89c6\u89c9 Coding Loop&#xff09;<br \/>\n\u251c\u2500 \u8981\u79c1\u6709\u5316\u90e8\u7f72<br \/>\n\u2502    \u2192 Qwen&#xff08;GGUF\/MLX\/N-gram \u5d4c\u5165\u8868\u5378\u8f7d&#xff0c;\u6d88\u8d39\u7ea7\u786c\u4ef6\u6709\u620f&#xff09;<br \/>\n\u2502       \u2514\u2500 vs GLM&#xff1a;320B \u6743\u91cd 8bit \u4ecd\u9700 300GB \u7ea7\u663e\u5b58&#xff0c;\u5148\u6382\u91cf\u96c6\u7fa4<br \/>\n\u251c\u2500 \u5df2\u8ba2\u9605 GLM Coding Plan<br \/>\n\u2502    \u2192 \u76f4\u63a5\u7528 Flash&#xff08;\u540c\u8ba2\u9605 3 \u500d\u989d\u5ea6&#xff0c;\u975e\u9ad8\u5cf0\u518d\u6253 5 \u6298&#xff09;<br \/>\n\u2514\u2500 \u90fd\u8981 \/ \u4e0d\u786e\u5b9a<br \/>\n     \u2192 \u4e24\u6839\u7ebf\u90fd\u7559\u7740&#xff1a;ChatModel \u62bd\u8c61 &#043; \u4f60\u81ea\u5df1\u7684\u6a21\u578b\u8def\u7531<br \/>\n        &#xff08;\u8fd9\u5c31\u662f&#034;\u522b\u8d4c\u6a21\u578b&#xff0c;\u8d4c\u67b6\u6784&#034;&#xff09;<\/p>\n<p>\u4e09\u6761\u4e2a\u4eba\u89c2\u70b9&#xff0c;\u4f9b\u53c2\u8003&#xff1a;<\/p>\n<li>\u8fd9\u4e00\u591c\u771f\u6b63\u7684\u8d62\u5bb6\u662f&#034;Java \u5de5\u7a0b\u5e08&#034;\u8fd9\u4e2a\u8eab\u4efd\u3002\u4e24\u5bb6\u90fd\u4e0d\u7ea6\u800c\u540c\u628a OpenAI\/Anthropic \u53cc\u534f\u8bae\u517c\u5bb9\u5f53\u6210\u53d1\u5e03\u6807\u914d\u2014\u2014\u6a21\u578b\u5c42\u7684\u5185\u5377\u8d8a\u72e0&#xff0c;\u534f\u8bae\u5c42\u7684\u4e8b\u5b9e\u6807\u51c6\u8d8a\u7a33&#xff0c;\u4f60\u7528 Spring AI \u90a3\u5957 ChatModel \u62bd\u8c61\u6362\u6a21\u578b\u7684\u6210\u672c\u8d8a\u63a5\u8fd1&#034;\u6539\u4e24\u884c\u914d\u7f6e&#034;\u3002<\/li>\n<li>Flash \u6863\u7684&#034;\u5bf9\u6807 Opus&#034;\u8981\u6309&#034;\u591f\u7528\u7684\u524d\u6cbf&#034;\u7406\u89e3\u3002GLM \u5b98\u65b9\u90fd\u660e\u8bf4\u590d\u6742 Coding \u4e0a\u672c\u4f53\u66f4\u5f3a\u3001Qwen \u7684\u8d85\u8d8a\u53e3\u5f84\u4e5f\u6709\u573a\u666f\u9650\u5b9a\u2014\u2014\u628a Flash \u5f53&#034;\u9ed8\u8ba4\u8d77\u70b9&#034;\u3001\u628a\u65d7\u8230\u5f53&#034;\u515c\u5e95&#034;&#xff0c;\u6bd4\u53cd\u8fc7\u6765\u7701\u94b1\u5f97\u591a\u3002<\/li>\n<li>\u6708\u629b\u65f6\u4ee3\u5df2\u7ecf\u5b9e\u9524\u30028 \u6708\u4e00\u4e2a\u6708\u91cc&#xff1a;MiniMax \u5f00\u6e90\u3001Qwen3.8-Max \u4e0a\u7ebf\u3001Qwen-UI-Agent \u5f00\u6e90\u3001Qwen3.8-Flash\u3001GLM-5.3\u3001GLM-5.3-Flash\u2026\u2026\u6a21\u578b\u5c42\u7684\u7ea2\u5229\u662f\u6d41\u52a8\u7684&#xff0c;\u67b6\u6784\u5c42\u7684\u590d\u5229\u624d\u662f\u81ea\u5df1\u7684\u2014\u2014\u8bc4\u6d4b\u57fa\u7ebf\u548c\u6a21\u578b\u8def\u7531\/\u7f51\u5173&#xff0c;\u6bd4\u62bc\u6ce8\u4efb\u4f55\u4e00\u5bb6\u90fd\u503c\u94b1\u3002<\/li>\n<h3>\u7ed3\u8bed<\/h3>\n<p>8 \u6708 26 \u65e5\u6df1\u591c\u8fd9\u4e24\u58f0\u70b8\u54cd&#xff0c;\u4e0e\u5176\u8bf4\u662f\u4e24\u5bb6\u56fd\u4ea7\u5382\u5546\u7684\u5bf9\u53f0\u620f&#xff0c;\u4e0d\u5982\u8bf4\u662f\u7ed9\u6574\u4e2a\u884c\u4e1a\u5212\u4e86\u6761\u65b0\u6c34\u4f4d\u7ebf&#xff1a;Opus \u7ea7\u7684\u80fd\u529b\u5750\u6807 &#043; Flash \u7ea7\u7684\u4ef7\u683c\u5750\u6807&#xff0c;\u4ece\u6b64\u662f&#034;\u53ca\u683c\u7ebf&#034;\u800c\u975e&#034;\u5929\u82b1\u677f&#034;\u3002<\/p>\n<p>\u800c Java \u4fa7\u7684\u7b54\u6848\u5176\u5b9e\u5f88\u5e73\u9759&#xff1a;\u4e24\u6839\u7ebf\u90fd\u63d2\u5728\u540c\u4e00\u4e2a\u63d2\u5ea7\u4e0a\u3002\u628a\u4f60\u7684 ChatModel \u62bd\u8c61\u3001\u8bc4\u6d4b\u56de\u5f52\u96c6\u3001\u6210\u672c\u6838\u7b97\u51c6\u5907\u597d&#xff0c;\u4e0b\u4e2a\u6708\u518d\u6765\u4e00\u6b21&#034;\u53cc\u70b8&#034;&#xff0c;\u4f60\u6362\u6a21\u578b\u7684\u52a8\u4f5c\u5e94\u8be5\u53ea\u662f\u4e00\u6b21 pull request \u91cc\u7684\u4e24\u884c diff\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u57fa\u4e8e Qwen3.8-Flash \/ Qwen3.8-Flash-Next \u4e0e GLM-5.3-Flash&#xff08;\u5747\u53d1\u5e03\u4e8e 2026-08-26&#xff09;\u3001Spring AI 2.0.1&#xff08;\u5f53\u524d\u7a33\u5b9a\u7248&#xff09;\u4e0e LangChain4j 1.19.0&#xff08;\u4e8b\u5b9e\u6838\u67e5\u4e8e 2026-08-31&#xff09;\u7f16\u5199&#xff0c;\u4e8b\u5b9e\u6765\u6e90\u5305\u62ec GitHub \u5b98\u65b9\u4ed3\u5e93&#xff08;QwenLM\/Qwen3.8-Flash-Next&amp;#xf<\/p>\n","protected":false},"author":2,"featured_media":98253,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[99,190],"topic":[],"class_list":["post-98254","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-java","tag-190"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e00\u591c\u53cc\u70b8\uff1aQwen3.8-Flash \u548c GLM-5.3-Flash\uff0cJava \u7a0b\u5e8f\u5458\u8be5\u63a5\u54ea\u6839\u7ebf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/98254.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4e00\u591c\u53cc\u70b8\uff1aQwen3.8-Flash \u548c GLM-5.3-Flash\uff0cJava \u7a0b\u5e8f\u5458\u8be5\u63a5\u54ea\u6839\u7ebf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6587\u57fa\u4e8e Qwen3.8-Flash \/ Qwen3.8-Flash-Next \u4e0e GLM-5.3-Flash&#xff08;\u5747\u53d1\u5e03\u4e8e 2026-08-26&#xff09;\u3001Spring AI 2.0.1&#xff08;\u5f53\u524d\u7a33\u5b9a\u7248&#xff09;\u4e0e LangChain4j 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