{"id":103943,"date":"2026-09-11T15:25:20","date_gmt":"2026-09-11T07:25:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103943.html"},"modified":"2026-09-11T15:25:20","modified_gmt":"2026-09-11T07:25:20","slug":"deepseek-v4-1-flash-%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90%ef%bc%8charness-v0-1-5%e5%90%8c%e6%97%a5%e9%80%82%e9%85%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103943.html","title":{"rendered":"DeepSeek V4.1 Flash \u53d1\u5e03\u5f00\u6e90\uff0cHarness v0.1.5\u540c\u65e5\u9002\u914d"},"content":{"rendered":"<p>2026 \u5e74 9 \u6708 10 \u65e5&#xff0c;DeepSeek \u4e00\u6b21\u6027\u653e\u51fa\u4e86\u4e09\u6837\u4e1c\u897f&#xff1a;V4.1 Flash \u7684\u6a21\u578b\u6743\u91cd&#xff08;MIT \u534f\u8bae&#xff09;\u3001Agent \u6846\u67b6 DeepSeek Harness \u7684 v0.1.5\u3001\u4ee5\u53ca\u4e00\u4e2a\u6b64\u524d\u6ca1\u88ab\u9884\u544a\u8fc7\u7684 xPU \u5185\u6838 JIT \u7f16\u8bd1\u5e93 DeepJIT\u3002\u6a21\u578b\u3001\u63a8\u7406\u6808\u3001Agent \u6846\u67b6\u4e09\u5c42\u540c\u65f6\u5f00\u6e90&#xff0c;\u518d\u52a0\u4e0a\u4e00\u4efd\u4fdd\u7559\u5cf0\u8c37\u673a\u5236\u7684\u964d\u4ef7\u901a\u77e5&#xff0c;\u8fd9\u5957\u7ec4\u5408\u62f3\u7684\u5206\u91cf\u6bd4\u5355\u770b\u53c2\u6570\u8868\u8981\u5927\u5f97\u591a\u3002<\/p>\n<p>\u5bf9\u5f00\u53d1\u8005\u6765\u8bf4&#xff0c;\u8fd9\u6b21\u53d1\u5e03\u91cc\u6709\u4e24\u4ef6\u4e8b\u9700\u8981\u7acb\u5373\u884c\u52a8&#xff1a;\u4e00\u662f deepseek-v4-pro \u7684\u8c03\u7528\u5c06\u5728 9 \u6708 14 \u65e5 12:00 \u8d77\u88ab\u81ea\u52a8\u8def\u7531\u5230 V4.1 Flash \u5e76\u6309\u65b0\u4ef7\u683c\u8ba1\u8d39&#xff1b;\u4e8c\u662f Harness \u7684 v0.1.5 \u5934\u53f7\u66f4\u65b0\u5c31\u662f\u4e3a\u8fd9\u4e2a\u6a21\u578b\u505a\u4e13\u9879\u8bad\u7ec3\u9002\u914d&#xff0c;\u610f\u5473\u7740\u914d\u5957\u7684 Agent \u7528\u6cd5\u4e5f\u6709\u53d8\u5316\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u6309&#034;\u89c4\u683c\u62c6\u89e3 \u2192 \u6210\u672c\u7ed3\u6784 \u2192 \u8fc1\u79fb\u6e05\u5355 \u2192 \u751f\u6001\u76d8\u70b9&#034;\u7684\u987a\u5e8f\u5c55\u5f00&#xff0c;\u5c3d\u91cf\u628a\u5b98\u65b9\u901a\u7a3f\u91cc\u88ab\u7b80\u5316\u6389\u7684\u90e8\u5206\u8865\u56de\u6765\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911072516-6aa3acdc13875.png\" alt=\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u4e00\u3001\u5148\u62c6\u89c4\u683c&#xff1a;552B \u8fd9\u4e2a\u6570\u5b57\u4f1a\u6f0f\u6389\u4e00\u5c42<\/h3>\n<p>\u5b98\u65b9\u53e3\u5f84\u662f \u201c552B \u53c2\u6570 MoE\u201d&#xff0c;\u4f46\u8fd9\u4e2a\u6570\u5b57\u53ea\u7b97\u4e3b\u5e72\u3002\u5b8c\u6574\u6e32\u67d3\u8fd9\u5957\u67b6\u6784\u9700\u8981\u4e09\u4e2a\u6570\u5b57&#xff1a;<\/p>\n<ul>\n<li>552B&#xff1a;MoE \u4e3b\u5e72\u53c2\u6570&#xff08;\u5bf9\u6bd4 V4 Flash \u662f 284B&#xff09;&#xff1b;<\/li>\n<li>\u7ea6 196B&#xff1a;Engram \u6761\u4ef6\u8bb0\u5fc6\u6a21\u5757&#xff0c;\u4f4d\u4e8e\u7b2c 1 \u5c42\u548c\u7b2c 14 \u5c42&#xff0c;\u7a00\u758f\u8bbf\u95ee&#xff0c;\u4e0d\u8ba1\u5165\u5b98\u65b9 552B \u53e3\u5f84&#xff1b;<\/li>\n<li>DeepSeek-ViT&#xff1a;\u89c6\u89c9\u7f16\u7801\u5668&#xff0c;\u539f\u751f\u591a\u6a21\u6001\u89c6\u89c9\u7406\u89e3\u6240\u9700\u3002<\/li>\n<\/ul>\n<p>\u4e09\u8005\u52a0\u8d77\u6765&#xff0c;\u603b\u5b58\u50a8\u53c2\u6570\u7ea6 763B\u3002\u636e MarkTechPost \u7684\u62c6\u89e3\u62a5\u9053&#xff0c;\u5982\u679c\u5199\u6280\u672f\u6587\u7ae0\u65f6\u53ea\u62a5 552B&#xff0c;\u4f1a\u6f0f\u6389 Engram \u8fd9\u4e00\u5c42\u2014\u2014\u800c\u5b83\u6070\u597d\u662f\u7406\u89e3\u540e\u9762 KV Cache \u4e3a\u4ec0\u4e48\u80fd\u538b\u8fd9\u4e48\u72e0\u7684\u5173\u952e\u4e4b\u4e00\u3002<\/p>\n<p>MoE \u7ed3\u6784\u5c42\u9762&#xff1a;\u6bcf\u5c42 1 \u4e2a\u5171\u4eab\u4e13\u5bb6 &#043; 384 \u4e2a\u8def\u7531\u4e13\u5bb6&#xff0c;\u6bcf token \u6fc0\u6d3b top-6\u3002\u6574\u4f53\u67b6\u6784\u662f\u5168\u65b0\u7684 Causal-Encoder-Decoder&#xff08;CED&#xff09;&#xff0c;\u5171 40 \u5c42&#xff0c;\u7531 20 \u5c42\u56e0\u679c\u7f16\u7801\u5668 &#043; 20 \u5c42\u89e3\u7801\u5668\u7ec4\u6210\u3002<\/p>\n<p>\u6fc0\u6d3b\u53c2\u6570\u662f\u975e\u5bf9\u79f0\u7684&#xff0c;\u8fd9\u70b9\u503c\u5f97\u5355\u72ec\u62ce\u51fa\u6765&#xff1a;<\/p>\n<table>\n<tr>\u9636\u6bb5\u6fc0\u6d3b\u53c2\u6570\u91cf<\/tr>\n<tbody>\n<tr>\n<td>\u8f93\u5165&#xff08;\u7f16\u7801&#xff09;\u9636\u6bb5<\/td>\n<td>\u7ea6 8B<\/td>\n<\/tr>\n<tr>\n<td>\u8f93\u51fa&#xff08;\u89e3\u7801&#xff09;\u9636\u6bb5<\/td>\n<td>\u7ea6 16B<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u975e\u5bf9\u79f0\u6fc0\u6d3b\u914d\u5408 CED \u7684\u5206\u5c42\u8bbe\u8ba1&#xff0c;\u662f&#034;\u8f93\u5165\u4fa7\u4fbf\u5b9c\u3001\u8f93\u51fa\u4fa7\u8d35&#034;\u8fd9\u4e00\u6210\u672c\u7ed3\u6784\u5728\u67b6\u6784\u5c42\u7684\u6765\u6e90\u3002\u5bf9\u505a\u957f\u6587\u6863\u7406\u89e3\u3001RAG \u9884\u586b\u5145\u5bc6\u96c6\u7684\u5e94\u7528\u6765\u8bf4&#xff0c;\u8f93\u5165\u9636\u6bb5\u53ea\u6fc0\u6d3b 8B \u662f\u4e2a\u5b9e\u6253\u5b9e\u7684\u6210\u672c\u5229\u597d\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u7a97\u53e3\u6700\u9ad8 100 \u4e07 tokens\u3002<\/p>\n<h3>\u4e8c\u3001\u6210\u672c\u7ed3\u6784\u7684\u771f\u6b63\u6539\u5199&#xff1a;890 \u5b57\u8282\/token \u662f\u600e\u4e48\u6765\u7684<\/h3>\n<p>\u53d1\u5e03\u6750\u6599\u91cc\u6700\u5bb9\u6613\u88ab\u5f53\u6210\u8425\u9500\u6570\u5b57\u5e26\u8fc7\u7684\u4e00\u53e5\u8bdd&#xff0c;\u662f&#034;KV Cache \u76f8\u5bf9\u521d\u4ee3\u7f29\u5c0f\u7ea6 437 \u500d&#xff0c;HBM \u9700\u6c42\u964d\u81f3 1\/4\u3001SSD \u964d\u81f3 1\/8&#034;\u3002\u5b9e\u9645\u53e3\u5f84\u662f&#xff1a;\u5b8c\u6574 1M \u4e0a\u4e0b\u6587\u53ea\u9700\u7ea6 0.9 GB KV Cache&#xff0c;\u5e73\u5747\u6bcf token \u7ea6 890 \u5b57\u8282\u3002<\/p>\n<p>\u8fd9\u4e2a\u6570\u5b57\u4e0d\u662f\u9760\u5355\u4e00\u6280\u5de7\u538b\u51fa\u6765\u7684&#xff0c;\u800c\u662f\u4e09\u91cd\u673a\u5236\u53e0\u52a0\u7684\u7ed3\u679c\u3002\u636e InfoQ \u4e2d\u6587\u7ad9\u7684\u6280\u672f\u62c6\u89e3&#xff0c;\u673a\u5236\u5982\u4e0b\u3002<\/p>\n<p>\u7b2c\u4e00\u5c42&#xff1a;CSA2&#xff08;Compressed Sparse Attention 2&#xff09;<\/p>\n<p>CSA2 \u66ff\u4ee3\u4e86\u6b64\u524d V4 \u7cfb\u5217\u4f7f\u7528\u7684 CSA &#043; HCA \u6df7\u5408\u65b9\u6848\u3002\u6838\u5fc3\u53d8\u5316\u662f&#xff1a;\u6bcf\u4e2a\u6ce8\u610f\u529b\u5c42\u88ab\u9759\u6001\u6307\u5b9a\u4e3a\u4e09\u79cd\u6a21\u5f0f\u4e4b\u4e00\u2014\u2014<\/p>\n<ul>\n<li>Full&#xff1a;\u81ea\u5df1\u8ba1\u7b97 main KV\u3001\u6295\u5f71 indexer K\u3001\u9009\u51fa\u65b0\u7684 Top-K \u7d22\u5f15&#xff1b;<\/li>\n<li>Reindex&#xff1a;\u590d\u7528\u4e0a\u6e38\u7684 main KV \u4e0e indexer K&#xff0c;\u4f46\u7528\u81ea\u5df1\u7684 indexer Q \u91cd\u65b0\u6253\u5206&#xff1b;<\/li>\n<li>Reuse&#xff1a;\u76f4\u63a5\u590d\u7528\u4e0a\u6e38\u7684 main KV \u4e0e Top-K \u7d22\u5f15&#xff0c;\u5b8c\u5168\u8df3\u8fc7 indexer \u8ba1\u7b97\u3002<\/li>\n<\/ul>\n<p>\u8de8\u5c42\u5171\u4eab main KV \u548c indexer K&#xff0c;\u5e76\u590d\u7528 Top-K \u7a00\u758f\u7d22\u5f15&#xff0c;\u914d\u5408 Hierarchical Sparse Indexer&#xff0c;\u8ba9\u6df1\u5c42\u6ce8\u610f\u529b\u7684\u5f00\u9500\u4e0e\u4e0a\u4e0b\u6587\u957f\u5ea6\u89e3\u8026\u3002\u8fd9\u662f&#034;\u5c42\u6570\u8d8a\u6df1\u8d8a\u8d35&#034;\u8fd9\u4e00\u4f20\u7edf\u8ba4\u77e5\u88ab\u6253\u7834\u7684\u5730\u65b9\u2014\u2014\u6df1\u5c42\u7684\u6ce8\u610f\u529b\u51e0\u4e4e\u4e0d\u518d\u968f\u5e8f\u5217\u957f\u5ea6\u7ebf\u6027\u589e\u957f\u3002<\/p>\n<p>\u7b2c\u4e8c\u5c42&#xff1a;FP4 \u4e3b KV \u7f13\u5b58<\/p>\n<p>\u4e3b KV Cache \u4f7f\u7528 FP4 \u5b58\u50a8&#xff0c;\u5177\u4f53\u662f E2M1 \u683c\u5f0f&#xff0c;\u6bcf 16 \u4e2a\u901a\u9053\u914d\u4e00\u4e2a E4M3 \u7684 scale\u3002\u8fd9\u4e00\u6b65\u76f4\u63a5\u628a\u7f13\u5b58\u4f4d\u5bbd\u780d\u5230 4 bit \u91cf\u7ea7\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;FP4 KV \u4e0e CSA2 \u90fd\u9700\u8981\u975e\u6807\u51c6 kernel \u652f\u6301\u2014\u2014\u8fd9\u6b63\u597d\u89e3\u91ca\u4e86\u540c\u65e5\u5f00\u6e90 DeepJIT \u7684\u52a8\u673a&#xff0c;\u540e\u9762\u4f1a\u8bb2\u3002<\/p>\n<p>\u7b2c\u4e09\u5c42&#xff1a;SWA Bounded Replay<\/p>\n<p>\u6ed1\u7a97\u6ce8\u610f\u529b&#xff08;Sliding Window Attention&#xff09;\u7684 KV \u4e0d\u518d\u6301\u4e45\u5316&#xff0c;\u800c\u662f\u5728\u9700\u8981\u65f6\u91cd\u5efa&#xff08;bounded replay&#xff09;\u3002\u7528\u8ba1\u7b97\u6362\u663e\u5b58&#xff0c;\u628a\u6ed1\u7a97\u90e8\u5206\u7684\u5e38\u9a7b\u5f00\u9500\u5f52\u96f6\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911072517-6aa3acdd1d9ee.png\" alt=\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u201c\u5206\u5c42\u590d\u7528 &#043; \u4f4e\u7cbe\u5ea6 &#043; \u6709\u754c\u91cd\u653e&#034;\u8fd9\u5957\u7ec4\u5408&#xff0c;\u662f\u8fd9\u6b21\u53d1\u5e03\u91cc\u6280\u672f\u4e0a\u6700\u503c\u5f97\u7ec6\u770b\u7684\u4e00\u6bb5\u3002\u5b83\u7684\u76f4\u63a5\u540e\u679c\u662f&#xff1a;\u957f\u6587\u672c\u63a8\u7406\u7684\u663e\u5b58\u74f6\u9888\u4ece&#034;\u653e\u4e0d\u4e0b KV Cache&#034;\u53d8\u6210\u4e86&#034;KV Cache \u51e0\u4e4e\u4e0d\u5360\u5730\u65b9\u201d&#xff0c;\u5355\u5361\u80fd\u652f\u6491\u7684\u5e76\u53d1\u4f1a\u8bdd\u6570\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u90fd\u88ab\u91cd\u65b0\u5212\u5b9a\u4e86\u8fb9\u754c\u3002<\/p>\n<h3>\u4e09\u3001\u57fa\u51c6&#xff1a;\u53cd\u8d85\u662f\u771f\u7684&#xff0c;\u4f46\u6709\u4e00\u4e2a\u660e\u663e\u7684\u53cd\u4f8b<\/h3>\n<p>\u5b98\u65b9\u81ea\u6d4b\u6570\u636e&#xff08;\u5747\u4e3a\u5382\u5546\u53e3\u5f84&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u57fa\u51c6V4.1 Flash\u5bf9\u7167<\/tr>\n<tbody>\n<tr>\n<td>DeepSWE v1.1<\/td>\n<td>74.2<\/td>\n<td>V4 Pro 62.7&#xff1b;Claude Opus 5 74.0<\/td>\n<\/tr>\n<tr>\n<td>Codeforces<\/td>\n<td>3471<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>GPQA Diamond<\/td>\n<td>90.9<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>Terminal-Bench 2.1<\/td>\n<td>90.6<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>MathArena Apex<\/td>\n<td>65.6<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>HLE<\/td>\n<td>36.8<\/td>\n<td>\u4ecd\u843d\u540e\u4e8e Opus 5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Agent \u7c7b\u4e0e\u4ee3\u7801\u7c7b\u57fa\u51c6\u5168\u9762\u8d85\u8fc7 DeepSeek-V4-Pro-0813&#xff0c;\u90e8\u5206\u8d85\u8fc7 Claude Opus 5\u2014\u2014&#034;Flash \u53cd\u8d85\u81ea\u5bb6 Pro&#034;\u8fd9\u4e2a\u8bf4\u6cd5\u5728\u8fd9\u4e9b\u9879\u76ee\u4e0a\u662f\u6210\u7acb\u7684\u3002<\/p>\n<p>\u4f46**&#034;\u5168\u9762\u8d85\u8d8a&#034;\u5728\u96be\u9898\u63a8\u7406\u4e0a\u4e0d\u6210\u7acb**\u3002HLE&#xff08;Humanity\u2019s Last Exam&#xff09;\u53ea\u6709 36.8&#xff0c;\u4ecd\u843d\u540e\u4e8e Opus 5\u3002\u5199\u9009\u578b\u62a5\u544a\u65f6\u628a\u8fd9\u4e2a\u53cd\u4f8b\u70b9\u51fa\u6765&#xff0c;\u6bd4\u7b3c\u7edf\u5730\u8bf4&#034;\u5168\u9762\u9886\u5148&#034;\u8981\u53ef\u4fe1\u5f97\u591a\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u5fc5\u987b\u6807\u6ce8\u7684 caveat&#xff1a;\u53d1\u5e03\u65f6\u7b2c\u4e09\u65b9\u8bc4\u6d4b\u673a\u6784&#xff08;Artificial Analysis&#xff09;\u5c1a\u672a\u51fa\u72ec\u7acb\u6d4b\u8bc4&#xff0c;\u4e0a\u8868\u5168\u90e8\u4e3a\u5382\u5546\u81ea\u6d4b\u53e3\u5f84\u3002\u5382\u5546\u81ea\u6d4b\u4e0e\u7b2c\u4e09\u65b9\u590d\u73b0\u4e4b\u95f4\u7684\u5dee\u8ddd\u5728\u5386\u53f2\u4e0a\u5e76\u4e0d\u5c0f&#xff0c;\u6b63\u5f0f\u9009\u578b\u524d\u5efa\u8bae\u7b49\u72ec\u7acb\u6570\u636e\u3002<\/p>\n<h3>\u56db\u3001\u4ef7\u683c&#xff1a;\u4e24\u5957\u4e92\u76f8\u77db\u76fe\u7684\u53e3\u5f84&#xff0c;\u52a8\u624b\u524d\u8bf7\u6838\u5b9e changelog<\/h3>\n<p>\u8fd9\u662f\u672c\u6b21\u53d1\u5e03\u91cc\u6700\u5bb9\u6613\u88ab\u5199\u9519\u7684\u4e00\u5757&#xff0c;\u503c\u5f97\u82b1\u7bc7\u5e45\u8bf4\u6e05\u695a\u3002<\/p>\n<p>\u6d41\u4f20\u6700\u5e7f\u7684\u4e2d\u6587\u5a92\u4f53\u7248\u672c&#xff08;\u636e\u817e\u8baf\u4e91\u5f00\u53d1\u8005\u3001\u65b0\u6d6a\u8d22\u7ecf\u3001\u51e4\u51f0\u79d1\u6280\u3001IT\u4e4b\u5bb6\u7b49\u62a5\u9053&#xff09;&#xff1a;\u7a7a\u95f2\u65f6\u6bb5\u7f13\u5b58\u547d\u4e2d 0.02 \u5143 \/ \u672a\u547d\u4e2d 1.0 \u5143 \/ \u8f93\u51fa 4.0 \u5143&#xff0c;\u9ad8\u5cf0\u7ffb\u500d&#xff0c;9 \u6708 10 \u65e5 12:00 \u751f\u6548&#xff1b;\u5bf9\u6bd4\u65e7\u4ef7 0.05 \/ 1.5 \/ 4.5&#xff0c;\u7f13\u5b58\u547d\u4e2d\u964d\u5e45\u7ea6 60%\u3002<\/p>\n<p>\u4f46 businesstimescn \u7684\u4e00\u7bc7\u6587\u7ae0\u6307\u51fa\u8fd9\u4e2a\u6d41\u4f20\u7248\u672c\u6709\u4e09\u5904\u9519\u8bef&#xff1a;<\/p>\n<li>\u8ba1\u4ef7\u5355\u4f4d\u5e94\u4e3a\u7f8e\u5143\u800c\u975e\u4eba\u6c11\u5e01&#xff1b;<\/li>\n<li>\u9897\u7c92\u5e94\u4e3a\u6bcf\u767e\u4e07 token \u800c\u975e&#034;\u6b21&#034;&#xff1b;<\/li>\n<li>\u5206\u65f6\u8ba1\u4ef7\u7684\u751f\u6548\u65e5\u662f 2026-08-16&#xff0c;\u800c\u975e 9\/10\u3002<\/li>\n<p>\u8be5\u6587\u7ed9\u51fa\u7684 V4 Flash \u5b98\u65b9\u7f8e\u5143\u4ef7\u4e3a&#xff1a;<\/p>\n<table>\n<tr>\u9879\u76ee\u7a7a\u95f2\u65f6\u6bb5\u9ad8\u5cf0\u65f6\u6bb5<\/tr>\n<tbody>\n<tr>\n<td>\u7f13\u5b58\u547d\u4e2d\u8f93\u5165<\/td>\n<td>$0.007<\/td>\n<td>$0.014<\/td>\n<\/tr>\n<tr>\n<td>\u7f13\u5b58\u672a\u547d\u4e2d\u8f93\u5165<\/td>\n<td>$0.22<\/td>\n<td>$0.44<\/td>\n<\/tr>\n<tr>\n<td>\u8f93\u51fa<\/td>\n<td>$0.66<\/td>\n<td>$1.32<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e24\u5957\u53e3\u5f84\u5f88\u53ef\u80fd\u5bf9\u5e94 8 \u6708\u4e0e 9 \u6708\u4e24\u6b21\u4e0d\u540c\u7684\u8c03\u4ef7\u4e8b\u4ef6\u88ab\u6df7\u4e3a\u4e00\u8c08\u3002\u636e businesstimescn \u5206\u6790&#xff0c;\u8fd9\u79cd\u60c5\u51b5\u4e0b\u7684\u6b63\u786e\u505a\u6cd5\u662f\u4ee5\u5b98\u65b9 changelog \u4e3a\u51c6&#xff0c;\u5e76\u660e\u786e\u6807\u6ce8\u5e01\u79cd\u53e3\u5f84\u3002\u672c\u6587\u4e0d\u590d\u523b\u90a3\u4e2a\u5e7f\u4e3a\u6d41\u4f20\u7684\u7248\u672c&#xff0c;\u4e5f\u4e0d\u628a\u5b83\u5f53\u6210\u5b9a\u8bba\u2014\u2014\u52a8\u624b\u6539\u4ee3\u7801\u524d\u8bf7\u81ea\u884c\u6838\u5bf9\u5b98\u65b9\u5b9a\u4ef7\u9875\u3002<\/p>\n<p>\u5cf0\u8c37\u673a\u5236\u7684\u771f\u5b9e\u4ef7\u5dee\u6bd4&#034;\u9ad8\u5cf0\u7ffb\u500d&#034;\u8981\u9661\u5ced\u5f97\u591a\u3002 \u540c\u4e00\u65f6\u6bb5\u5185&#xff0c;\u7f13\u5b58\u547d\u4e2d\u8f93\u5165\u4e0e\u672a\u547d\u4e2d\u8f93\u5165\u7684\u5355\u4ef7\u5dee\u8ddd\u8fbe 31.4 \u500d&#xff08;0.007 vs 0.22 \u7f8e\u5143&#xff09;&#xff0c;\u8f93\u51fa\u4e0e\u7f13\u5b58\u547d\u4e2d\u8f93\u5165\u7684\u5dee\u8ddd\u7ea6 94.3 \u500d\u3002\u800c\u9ad8\u5cf0\u65f6\u6bb5\u53ea\u8986\u76d6\u6bcf\u5468 168 \u5c0f\u65f6\u4e2d\u7684\u7ea6 35 \u5c0f\u65f6&#xff08;\u4e0d\u5230 20%&#xff0c;\u5468\u4e00\u81f3\u5468\u4e94\u5317\u4eac\u65f6\u95f4 9:00\u201312:00\u300114:00\u201318:00&#xff09;\u3002<\/p>\n<p>\u8fd9\u4e2a\u7ed3\u6784\u610f\u5473\u7740&#xff1a;\u5bf9\u7f13\u5b58\u5bc6\u96c6\u578b\u5e94\u7528&#xff0c;\u547d\u4e2d\u7387\u6bd4\u6a21\u578b\u9009\u578b\u66f4\u51b3\u5b9a\u8d26\u5355\u3002\u5ba2\u670d\u3001\u77e5\u8bc6\u5e93\u95ee\u7b54\u3001\u56fa\u5b9a system prompt \u7684 Agent \u957f\u4f1a\u8bdd\u2014\u2014\u8fd9\u4e9b\u573a\u666f\u7684\u6210\u672c\u51e0\u4e4e\u5b8c\u5168\u7531\u7f13\u5b58\u547d\u4e2d\u7387\u4e3b\u5bfc\u3002\u8fd9\u4e5f\u6b63\u662f&#034;\u628a\u7f13\u5b58\u547d\u4e2d\u4ef7\u538b\u5230 0.02 \u5143&#034;\u8fd9\u4e2a\u52a8\u4f5c\u7684\u771f\u5b9e\u5546\u4e1a\u542b\u4e49&#xff1a;\u5b83\u5956\u52b1\u7684\u4e0d\u662f&#034;\u7528\u54ea\u4e2a\u6a21\u578b&#034;&#xff0c;\u800c\u662f&#034;\u6709\u6ca1\u6709\u628a prompt \u524d\u7f00\u8bbe\u8ba1\u6210\u53ef\u7f13\u5b58\u7684&#034;\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911072518-6aa3acde21e3c.png\" alt=\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u4e94\u3001\u8fc1\u79fb\u6e05\u5355&#xff1a;\u8fd9\u4e0d\u662f\u4e00\u6b21\u666e\u901a\u7684\u4e0b\u7ebf<\/h3>\n<p>\u5982\u679c\u4f60\u6709\u751f\u4ea7\u73af\u5883\u5728\u8c03 deepseek-v4-pro&#xff0c;\u4e0b\u9762\u8fd9\u51e0\u6761\u9700\u8981\u7acb\u523b\u5904\u7406\u3002<\/p>\n<p>\u65f6\u95f4\u7ebf\u4e0e\u5f71\u54cd\u9762<\/p>\n<ul>\n<li>deepseek-v4-pro \u539f\u5b9a\u4e0b\u7ebf\u65f6\u95f4\u63a8\u8fdf\u5230\u5317\u4eac\u65f6\u95f4 2026-09-14 12:00&#xff1b;<\/li>\n<li>\u4e0b\u7ebf\u540e&#xff0c;deepseek-v4-pro \u7684\u8bf7\u6c42\u81ea\u52a8\u8def\u7531\u81f3 V4.1 Flash&#xff0c;\u5e76\u6309\u65b0\u5355\u4ef7\u8ba1\u8d39&#xff1b;<\/li>\n<li>API \u540d\u6539\u4e3a deepseek-flash&#xff0c;\u65e7\u7684 V4 Flash \u4e0e V4 Flash Vision Exp \u4e0b\u7ebf\u3002<\/li>\n<\/ul>\n<p>\u4e89\u8bae\u70b9&#xff08;\u636e\u51e4\u51f0\u79d1\u6280\u62a5\u9053&#xff09;<\/p>\n<ul>\n<li>\u4ece\u901a\u77e5\u5230\u4e0b\u7ebf\u4e0d\u8db3 48 \u5c0f\u65f6&#xff1b;<\/li>\n<li>\u6ca1\u6709\u5e76\u884c\u8fc1\u79fb\u671f\u2014\u2014\u4e0d\u5b58\u5728\u65b0\u65e7\u6a21\u578b\u540c\u65f6\u53ef\u7528\u3001\u53ef\u7070\u5ea6\u5bf9\u6bd4\u7684\u7a97\u53e3&#xff1b;<\/li>\n<li>\u6d88\u606f\u901a\u8fc7\u793e\u533a\u7fa4\u800c\u975e\u5b98\u65b9 API changelog \u53d1\u5e03\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u7167\u7ec4\u88ab\u53cd\u590d\u63d0\u53ca&#xff1a;OpenAI \u5173\u505c Sora API \u65f6\u63d0\u524d\u4e86 6 \u4e2a\u6708\u901a\u77e5\u3002\u53e6\u6709\u79d1\u7814\u56e2\u961f\u53cd\u6620&#xff0c;\u5176\u7814\u7a76\u57fa\u4e8e DeepSeek-V4-Pro-0813&#xff0c;\u6a21\u578b\u64a4\u4e0b\u540e\u5b9e\u9a8c\u65e0\u6cd5\u590d\u73b0\u2014\u2014\u8fd9\u662f&#034;\u6a21\u578b\u4e0b\u7ebf&#034;\u5bf9\u5b66\u672f\u590d\u73b0\u6027\u7684\u76f4\u63a5\u5f71\u54cd\u3002<\/p>\n<p>\u5185\u6d4b\u671f\u5df2\u77e5 bug&#xff1a;\u82f1\u6587\u63d0\u95ee\u5076\u5c14\u8fd4\u56de\u4e2d\u6587&#xff1b;\u5f00\u542f\u8054\u7f51\u641c\u7d22\u65f6\u5b58\u5728\u8bed\u8a00\u4e0d\u4e00\u81f4\u95ee\u9898\u3002\u8fd9\u4e24\u4e2a\u95ee\u9898\u5728\u8fc1\u79fb\u8bc4\u4f30\u65f6\u503c\u5f97\u91cd\u70b9\u538b\u6d4b\u3002<\/p>\n<p>\u8fc1\u79fb\u52a8\u4f5c\u5efa\u8bae<\/p>\n<p><span class=\"token comment\"># \u8fc1\u79fb\u524d&#xff1a;\u663e\u5f0f\u6307\u5b9a\u65e7\u6a21\u578b\u540d&#xff0c;9\/14 \u540e\u4f1a\u88ab\u9759\u9ed8\u8def\u7531\u5230 V4.1 Flash<\/span><br \/>\nclient<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;deepseek-v4-pro&#034;<\/span><span class=\"token punctuation\">,<\/span>   <span class=\"token comment\"># \u26a0\ufe0f 9\/14 12:00 \u8d77\u81ea\u52a8\u8def\u7531\u81f3 V4.1 Flash<\/span><br \/>\n    messages<span class=\"token operator\">&#061;<\/span>messages<span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u8fc1\u79fb\u540e&#xff1a;\u663e\u5f0f\u4f7f\u7528\u65b0 API \u540d&#xff0c;\u907f\u514d\u4f9d\u8d56\u9690\u5f0f\u8def\u7531<\/span><br \/>\nclient<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;deepseek-flash&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    messages<span class=\"token operator\">&#061;<\/span>messages<span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u914d\u5957\u7684\u68c0\u67e5\u9879&#xff1a;<\/p>\n<li>\u9501\u7248\u672c&#xff1a;\u628a\u6240\u6709\u786c\u7f16\u7801\u7684 deepseek-v4-pro \/ deepseek-v4-flash-vision-exp \u5168\u90e8\u66ff\u6362\u4e3a deepseek-flash&#xff0c;\u4e0d\u8981\u4f9d\u8d56\u81ea\u52a8\u8def\u7531\u2014\u2014\u9690\u5f0f\u8def\u7531\u610f\u5473\u7740\u4f60\u7684\u6210\u672c\u6a21\u578b\u548c\u8f93\u51fa\u5206\u5e03\u4f1a\u5728\u67d0\u5929\u51cc\u6668\u9759\u9ed8\u6539\u53d8\u3002<\/li>\n<li>\u56de\u5f52\u8bc4\u6d4b&#xff1a;\u8d81\u7740\u8fd8\u6ca1\u5230 9\/14&#xff0c;\u628a\u7ebf\u4e0a\u7684 prompt \u96c6\u5728 V4.1 Flash \u4e0a\u8dd1\u4e00\u904d\u3002CED \u67b6\u6784 &#043; \u5168\u65b0\u6ce8\u610f\u529b\u673a\u5236\u610f\u5473\u7740\u8f93\u51fa\u98ce\u683c\u548c\u957f\u6587\u884c\u4e3a\u90fd\u53ef\u80fd\u53d8\u5316\u3002<\/li>\n<li>\u91cd\u7b97\u9884\u7b97&#xff1a;\u6309\u4e0a\u8868\u7684\u7f8e\u5143\u53e3\u5f84\u91cd\u65b0\u4f30\u7b97&#xff0c;\u7279\u522b\u6ce8\u610f\u7f13\u5b58\u547d\u4e2d\u7387\u5bf9\u603b\u8d26\u7684\u5f71\u54cd\u6743\u91cd\u3002<\/li>\n<li>\u8bed\u8a00\u4e00\u81f4\u6027\u538b\u6d4b&#xff1a;\u9488\u5bf9\u5185\u6d4b\u671f\u5df2\u77e5\u7684&#034;\u82f1\u6587\u63d0\u95ee\u8fd4\u56de\u4e2d\u6587&#034;\u95ee\u9898&#xff0c;\u5728\u82f1\u6587 prompt \u4e0a\u505a\u4e00\u8f6e\u4e13\u9879\u9a8c\u8bc1\u3002<\/li>\n<li>\u7559\u610f 1M \u4e0a\u4e0b\u6587&#xff1a;\u957f\u6587\u6863\u573a\u666f\u53ef\u4ee5\u987a\u624b\u628a\u4e0a\u4e0b\u6587\u7a97\u53e3\u5f00\u5927&#xff0c;\u6210\u672c\u7ed3\u6784\u5df2\u7ecf\u548c\u4ee5\u524d\u4e0d\u4e00\u6837\u4e86\u3002<\/li>\n<h3>\u516d\u3001Harness v0.1.5&#xff1a;\u6a21\u578b\u4e0e Agent \u6846\u67b6\u5f00\u59cb\u534f\u540c\u8bbe\u8ba1<\/h3>\n<p>\u540c\u65e5\u7684 DeepSeek Harness v0.1.5&#xff0c;\u6838\u5fc3\u5c31\u662f\u9488\u5bf9 V4.1 Flash \u7684\u4e13\u9879\u8bad\u7ec3\u9002\u914d&#xff0c;\u8986\u76d6\u4e09\u79cd Harness \u914d\u7f6e&#xff1a;\u6807\u51c6\u6a21\u5f0f\u3001PTC&#xff08;\u7a0b\u5e8f\u5316\u5de5\u5177\u8c03\u7528&#xff09;\u6a21\u5f0f\u3001\u6781\u7b80\u6a21\u5f0f\u3002\u6e90\u7801\u5728 github.com\/deepseek-ai\/deepseek-harness\u3002<\/p>\n<p>\u5b89\u88c5\u542f\u52a8&#xff1a;\u5df2\u88c5 Node.js \u7684\u5de5\u5177\u94fe\u53ef\u4ee5\u76f4\u63a5\u8dd1&#xff1a;<\/p>\n<p>npx &#064;deepseek-ai\/dsh web<\/p>\n<p>\u8fd9\u4f1a\u542f\u52a8 Web UI\u3002<\/p>\n<p>v0.1.5 \u91cc\u6700\u5b9e\u7528\u7684\u4e00\u6761\u66f4\u65b0&#xff1a;\u652f\u6301\u4fdd\u7559\u5df2\u6709 KV Cache \u7684\u60c5\u51b5\u4e0b\u66f4\u65b0\u7cfb\u7edf\u63d0\u793a\u8bcd\u3002\u5bf9\u957f\u4f1a\u8bdd Agent \u6765\u8bf4&#xff0c;\u8fd9\u4e00\u6761\u7684\u5b9e\u9645\u610f\u4e49\u662f\u7701\u6389\u6539 system prompt \u4e4b\u540e\u7684\u5168\u91cf\u91cd\u7b97\u2014\u2014\u5728\u7f13\u5b58\u547d\u4e2d\u4ef7\u4e0e\u672a\u547d\u4e2d\u4ef7\u5dee 31.4 \u500d\u7684\u4ef7\u683c\u7ed3\u6784\u4e0b&#xff0c;\u8fd9\u4e2a\u7279\u6027\u7684\u7701\u94b1\u6548\u679c\u53ef\u80fd\u6bd4\u6a21\u578b\u672c\u8eab\u964d\u4ef7\u8fd8\u660e\u663e\u3002<\/p>\n<p>\u5176\u4f59\u66f4\u65b0\u5305\u62ec&#xff1a;\u6587\u4ef6\u4e0a\u4f20\u4e0e Sidebar \u9884\u89c8\u3001\u63d2\u4ef6\u6269\u5c55\u5165\u53e3\u6807\u51c6\u5316\u3001\u957f\u4f1a\u8bdd\u6027\u80fd\u4f18\u5316\u3001\u5b50 Agent \u53cc\u5411\u901a\u4fe1&#xff0c;\u4ee5\u53ca\u5b9e\u9a8c\u6027 Agent Teams\u3002<\/p>\n<p>Agent Teams \u7684\u51e0\u4e2a\u7ec6\u8282&#xff1a;\u4ee5\u5b9e\u9a8c\u6027\u63d2\u4ef6\u5f62\u5f0f\u63d0\u4f9b\u3001\u9ed8\u8ba4\u5173\u95ed\u3001\u9700\u5728\u547d\u4ee4\u884c\u628a\u63d2\u4ef6\u52a0\u5165 Profile \u624d\u80fd\u7528&#xff0c;\u4e14\u4f1a\u4ea7\u751f\u989d\u5916 token \u6d88\u8017\u3002\u5b98\u65b9\u540e\u7eed\u8ba1\u5212\u505a\u5185\u7f6e\u63d2\u4ef6\u7ba1\u7406\u9762\u677f\u3002<\/p>\n<p>\u63d2\u4ef6\u751f\u6001\u5df2\u7ecf\u957f\u51fa\u591a\u4e2a\u7b2c\u4e09\u65b9\u5b9e\u73b0\u3002\u5728\u5b98\u65b9 Agent Teams \u4e4b\u5916&#xff0c;\u793e\u533a\u5df2\u6709&#xff1a;wowyuarm\/dsh-agent-team&#xff08;npm &#064;wowyuarm\/dsh-agent-team 0.1.7&#xff0c;\u5728\u5b98\u65b9 Discussion #4303 \u201cShow Your Plugins!\u201d \u677f\u5757\u660e\u786e\u6807\u6ce8\u975e\u5b98\u65b9&#xff09;\u3001huxint\/dsh-team&#xff08;\u652f\u6301 \/agent-teams &lt;\u76ee\u6807&gt; \u62c9\u8d77\u961f\u4f0d&#xff0c;maxTeammates \u9ed8\u8ba4 8\u3001maxChainHops \u9ed8\u8ba4 4&#xff09;\u3001&#064;nanmicoder\/dsh-agent-teams&#xff08;0.1.15&#xff0c;\u542b requirements\u2192implementation\u2192verification\u2192review\u2192integration \u8d28\u91cf\u95e8&#xff09;\u3001dsh-ai-team\u3001dsh-flat-teams \u7b49\u3002\u5b89\u88c5\u65b9\u5f0f\u7edf\u4e00&#xff1a;<\/p>\n<p>dsh plugin <span class=\"token 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