{"id":1926,"date":"2026-02-13T21:18:01","date_gmt":"2026-02-13T13:18:01","guid":{"rendered":"https:\/\/147227.xyz\/?p=1926"},"modified":"2026-02-14T21:18:37","modified_gmt":"2026-02-14T13:18:37","slug":"%e5%bc%80%e6%ba%90%e4%b8%87%e4%ba%bf%e6%a8%a1%e5%9e%8b%e6%8e%a5%e7%ae%a1%e4%ba%86%e6%88%91%e7%9a%84%e7%bb%88%e7%ab%af%ef%bc%8c%e8%bf%98%e7%bb%99%e8%87%aa%e5%b7%b1%e7%9a%84%e5%a4%a7%e8%84%91%e5%86%99","status":"publish","type":"post","link":"https:\/\/147227.xyz\/?p=1926","title":{"rendered":"\u5f00\u6e90\u4e07\u4ebf\u6a21\u578b\u63a5\u7ba1\u4e86\u6211\u7684\u7ec8\u7aef\uff0c\u8fd8\u7ed9\u81ea\u5df1\u7684\u5927\u8111\u5199\u4e86\u4e2a\u5b9e\u73b0"},"content":{"rendered":"

\u9605\u8bfb\u9884\u8ba1 9 \u5206\u949f<\/p>

\u672c\u6587\u8f6c\u8f7d\u81ea\u5f00\u6e90\u4e07\u4ebf\u6a21\u578b\u63a5\u7ba1\u4e86\u6211\u7684\u7ec8\u7aef\uff0c\u8fd8\u7ed9\u81ea\u5df1\u7684\u5927\u8111\u5199\u4e86\u4e2a\u5b9e\u73b0<\/a><\/p>\n

\n
<\/span><\/figure>\n

\u4e07\u4ebf\u53c2\u6570\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u80fd\u63a5\u7ba1\u7f16\u7a0b\u5de5\u5177\u5f53\u5168\u81ea\u52a8\u7801\u519c\uff0c\u8fd8\u80fd\u7ed9\u81ea\u5df1\u7684\u5927\u8111\u5199\u4ee3\u7801\u5b9e\u73b0\uff1f\uff1f\uff1f\u6211\u51b3\u5b9a\u82b1\u4e00\u4e0b\u5348\u6d4b\u4e2a\u591f\u3002<\/span><\/p>\n

\u5148\u4ecb\u7ecd\u4e00\u4e0b\u4eca\u5929\u7684\u4e3b\u89d2\u3002Ring-2.5-1T\uff0c\u8682\u8681\u767e\u7075\u56e2\u961f\u521a\u53d1\u5e03\u7684\u4e07\u4ebf\u53c2\u6570\u5f00\u6e90\u601d\u8003\u6a21\u578b\uff0c\u5168\u7403\u9996\u4e2a\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u7684\u4e07\u4ebf\u7ea7\u9009\u624b\u3002IMO 2025 \u56fd\u9645\u5965\u6570 35\/42 \u62ff\u5230\u91d1\u724c\u6c34\u5e73\uff0cCMO 2025 \u4e2d\u56fd\u5965\u6570 105 \u5206\u8fdc\u8d85\u56fd\u5bb6\u96c6\u8bad\u961f\u7ebf 87 \u5206\uff0cGAIA2 \u901a\u7528 Agent \u8bc4\u6d4b\u5f00\u6e90 SOTA\u3002\u6570\u5b57\u5f88\u6f02\u4eae\uff0c\u4f46\u6570\u5b57\u8c01\u90fd\u4f1a\u8d34\u3002<\/span><\/p>\n

\u6211\u60f3\u641e\u70b9\u4e0d\u4e00\u6837\u7684\u3002<\/span><\/p>\n

\u6211\u7ed9\u5b83\u6316\u4e86\u4e2a\u5751\u3002\u627e\u4e86\u4e00\u9053\u7ecf\u5178\u7684\u7ec4\u5408\u8bc1\u660e\u9898\uff0c\u6d89\u53ca {0,1}\u207f \u4e0a\u7684\u51fd\u6570\u6620\u5c04\u548c mod 2 \u6c42\u548c\uff0c\u662f\u4e2a\u4e0d\u6298\u4e0d\u6263\u7684\u7ec4\u5408\u8bc1\u660e\u786c\u9aa8\u5934\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u6211\u6545\u610f\u53ea\u7ed9\u4e86\u201c\u4e0d\u5b8c\u6574\u201d\u7248\u672c\u7684\u9898\u9762\uff0c\u5c11\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u201c\u6216\u201d\u6761\u4ef6\u3002<\/span><\/p>\n

\u8fd9\u4e2a\u5751\u7684\u8bbe\u8ba1\u662f\u6709\u8bb2\u7a76\u7684\u3002\u5982\u679c\u6a21\u578b\u80cc\u8fc7\u539f\u9898\uff0c\u5b83\u4f1a\u65e0\u89c6\u6211\u7684\u4fee\u6539\uff0c\u76f4\u63a5\u8f93\u51fa\u5b8c\u6574\u7684\u6807\u51c6\u7b54\u6848\u3002\u5982\u679c\u6a21\u578b\u6ca1\u80cc\u8fc7\uff0c\u5927\u6982\u7387\u5c31\u987a\u7740\u9519\u8bef\u7684\u6761\u4ef6\u786c\u63a8\u5230\u5e95\uff0c\u8f93\u51fa\u4e00\u5806\u770b\u4f3c\u5408\u7406\u7684\u5e9f\u8bdd\u3002<\/span><\/p>\n

Ring \u82b1\u4e86 595 \u79d2\uff0c\u7528\u4e86 26595 \u4e2a token\u3002\u7136\u540e\u7ed9\u4e86\u7b2c\u4e09\u79cd\u53cd\u5e94\u3002<\/span><\/p>\n

\u5b83\u6307\u51fa\u6211\u7ed9\u7684\u9898\u9762\u662f\u9519\u7684\u3002\u3002<\/span><\/p>\n

\n<\/span><\/p>\n

The original problem statement quoted in the question asks only for the second alternative, but that alone is false \u2013 a counterexample is given below.<\/span><\/p>\n<\/blockquote>\n

\u7136\u540e\u5b83\u7ed9\u4e86 n=2 \u7684\u53cd\u4f8b\uff08f\u2081(x\u2081,x\u2082)=0, f\u2082 \u53d6\u51b3\u4e8e x\u2081\uff09\uff0c\u8bc1\u660e\u4e86\u5355\u72ec\u7684\u6c42\u548c\u6761\u4ef6\u786e\u5b9e\u4e0d\u6210\u7acb\u3002\u63a5\u7740\u8865\u5168\u4e86\u6b63\u786e\u7684\u9898\u9762\uff08\u5b58\u5728 x,y \u4f7f\u5f97 F(x)=F(y)\u00a0<\/span>\u6216<\/span><\/strong>\u00a0F(x)+F(y)=(1,…,1)\uff09\uff0c\u7528\u4e92\u8865\u914d\u5bf9 + \u9e3d\u5de2\u539f\u7406\u7ed9\u4e86\u4e00\u4e2a\u6781\u5176\u4f18\u96c5\u7684\u8bc1\u660e\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u5b83\u505a\u7684\u4e8b\u60c5\u6bd4\u201c\u89e3\u4e00\u9053\u96be\u9898\u201d\u66f4\u9ad8\u4e00\u7ea7\uff1a<\/span>\u53d1\u73b0\u51fa\u9898\u8005\uff08\u6211\uff09\u7ed9\u9519\u4e86\u6761\u4ef6\uff0c\u7ea0\u6b63\u540e\u518d\u89e3<\/span><\/strong>\u3002<\/span><\/p>\n

\u8fd9\u5c31\u662f Ring-2.5-1T \u7684\u6df1\u5ea6\u601d\u8003\u80fd\u529b\u3002\u8bf4\u767d\u4e86\uff0c\u8682\u8681\u767e\u7075\u56e2\u961f\u70bc\u4e39\u7684\u65b9\u5f0f\u5c31\u4e0d\u4e00\u6837\u3002\u4ed6\u4eec\u7684\u8bad\u7ec3\u65b9\u6cd5\u53eb\u00a0<\/span>Dense Reward<\/span><\/strong>\uff0c\u5bf9\u63a8\u7406\u8fc7\u7a0b\u7684\u6bcf\u4e00\u6b65\u90fd\u6253\u5206\uff0c\u4e0d\u53ea\u770b\u6700\u7ec8\u7b54\u6848\u5bf9\u4e0d\u5bf9\u3002\u6548\u679c\u5c31\u662f\u6a21\u578b\u7684\u601d\u8003\u94fe\u8d28\u91cf\u6781\u9ad8\uff0c\u903b\u8f91\u6f0f\u6d1e\u6781\u5c11\u3002<\/span><\/p>\n

\u4f46\u4eca\u5929\u4e0d\u770b\u7ade\u8d5b\u5206\u6570\u3002\u6211\u82b1\u4e86\u4e00\u4e0b\u5348\u62ff\u5b83\u5f53\u7801\u519c\u4f7f\u5524\uff0c\u628a\u5b83\u63a5\u8fdb\u5f00\u6e90\u7f16\u7a0b\u5de5\u5177 opencode \u505a\u5b8c\u6574\u7684\u5de5\u7a0b\u5f00\u53d1\u4efb\u52a1\uff0c\u8ba9\u5b83\u7ed9\u81ea\u5df1\u7684\u5927\u8111\u5199\u4ee3\u7801\u5b9e\u73b0\u3002\u4e0d\u8fc7\u5728\u770b\u8fd9\u4e9b\u6d4b\u8bd5\u4e4b\u524d\uff0c\u5f97\u5148\u804a\u804a Ring \u7684\u67b6\u6784\u3002<\/span><\/p>\n

\n<\/span>\u4e07\u4ebf\u53c2\u6570\uff0c\u4e3a\u4ec0\u4e48\u53cd\u800c\u66f4\u5feb\uff1f<\/span><\/span><\/span>
\n<\/h2>\n

Ring-2.5-1T \u662f\u5168\u7403\u9996\u4e2a\u5f00\u6e90\u7684\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u4e07\u4ebf\u6a21\u578b\u3002\u8fd9\u4e2a\u201c<\/span>\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b<\/span><\/strong>\u201d\u662f\u5b83\u6700\u72ec\u7279\u7684\u5dee\u5f02\u5316\uff0c\u6838\u5fc3\u601d\u8def\u5982\u4e0b\uff1a<\/span><\/p>\n

\u4f20\u7edf Transformer \u7684\u6ce8\u610f\u529b\u8ba1\u7b97\u91cf\u968f context \u957f\u5ea6\u5e73\u65b9\u589e\u957f\u3002\u4f60\u8ba9\u6a21\u578b\u6df1\u5ea6\u63a8\u7406\uff0c\u601d\u8003\u94fe\u4e00\u8d85\u8fc7 32K token\uff0c\u6210\u672c\u5c31\u7206\u70b8\u3002\u901a\u7528\u667a\u80fd\u4f53\u65f6\u4ee3\uff0c\u6df1\u5ea6\u601d\u8003\uff08deep thinking\uff09\u548c\u957f\u7a0b\u4ee3\u7406\uff08long-horizon agent\uff09\u662f\u57fa\u5ea7\u6a21\u578b\u7684\u57fa\u672c\u5de5\u4f5c\u8303\u5f0f\uff0c\u5bf9\u89e3\u7801\u6548\u7387\u7684\u8981\u6c42\u6781\u9ad8\u3002<\/span><\/p>\n

Ring \u600e\u4e48\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff1f\u628a\u6ce8\u610f\u529b\u5c42\u5206\u6210\u4e24\u79cd\uff1a<\/span><\/p>\n

    \n
  • \n
    1\/8 \u7684\u5c42\u7528 MLA<\/span><\/strong>\uff08Multi-Head Latent Attention\uff09\uff1a\u4f20\u7edf\u7cbe\u786e\u6ce8\u610f\u529b\uff0c\u9010\u5b57\u9010\u53e5\u4ed4\u7ec6\u770b\uff0c\u51c6\u4f46\u6162<\/span><\/section>\n<\/li>\n
  • \n
    7\/8 \u7684\u5c42\u7528 Lightning Linear Attention<\/span><\/strong>\uff1a\u7ebf\u6027\u590d\u6742\u5ea6\uff0c\u5927\u6bb5\u5927\u6bb5\u626b\u8fc7\u53bb\uff0c\u5feb\u4f46\u7c97<\/span><\/section>\n<\/li>\n<\/ul>\n
    <\/span><\/figure>\n

    \u6253\u4e2a\u6bd4\u65b9\u3002\u4f60\u8bfb\u4e00\u672c 500 \u9875\u7684\u6280\u672f\u624b\u518c\uff0c\u4e0d\u53ef\u80fd\u6bcf\u9875\u9010\u5b57\u7cbe\u8bfb\u3002\u5927\u90e8\u5206\u5185\u5bb9\u901f\u8bfb\u626b\u8fc7\u53bb\uff0c\u78b0\u5230\u5173\u952e\u516c\u5f0f\u548c\u6838\u5fc3\u5b9a\u4e49\u518d\u5207\u7cbe\u8bfb\u6a21\u5f0f\u3002Ring \u7684 1:7 \u6bd4\u4f8b\u5c31\u662f\u8fd9\u4e2a\u601d\u8def\u3002<\/span><\/p>\n

    \u6548\u679c\u5f88\u76f4\u63a5\uff1a<\/span>32K \u4ee5\u4e0a\u7684\u957f\u751f\u6210\uff0c\u8bbf\u5b58\u91cf\u964d 10 \u500d +\uff0c\u541e\u5410\u91cf\u63d0 3 \u500d +\u3002<\/span><\/strong><\/p>\n

    \u8fd9\u91cc\u6709\u4e2a\u53cd\u76f4\u89c9\u7684\u5730\u65b9\u3002Ring \u7684\u6fc0\u6d3b\u53c2\u6570 63B\uff0c\u6bd4 Kimi K2 \u7684 32B \u591a\u4e86\u5c06\u8fd1\u4e00\u500d\u3002\u6309\u5e38\u7406\u53c2\u6570\u8d8a\u591a\u8d8a\u6162\u3002\u4f46\u56e0\u4e3a 7\/8 \u7684\u5c42\u7528\u4e86\u7ebf\u6027\u6ce8\u610f\u529b\uff0c\u5b9e\u9645\u63a8\u7406\u901f\u5ea6\u53cd\u800c\u66f4\u5feb\uff0c\u800c\u4e14\u751f\u6210\u8d8a\u957f\uff0c\u4f18\u52bf\u8d8a\u5927\u3002\u5bf9\u6bd4 MoE \u67b6\u6784\uff0cRing \u5728\u957f\u7a0b\u63a8\u7406\u573a\u666f\u7684\u541e\u5410\u4f18\u52bf\u66f4\u660e\u663e\u3002\u5b98\u65b9\u5728 H20 8 \u5361\u96c6\u7fa4\u4e0a\u7684\u6d4b\u8bd5\u663e\u793a\uff0c\u751f\u6210\u957f\u5ea6\u62c9\u5230 32K+ \u540e\uff0cRing \u7684\u89e3\u7801\u541e\u5410\uff08decode throughput\uff09\u663e\u8457\u9886\u5148\u540c\u7ea7\u522b\u6a21\u578b\u3002<\/span><\/p>\n<\/section>\n

    <\/section>\n
    \n

    \u53e6\u5916\u63d0\u4e00\u4e0b\u8bad\u7ec3\u7b56\u7565\u3002\u524d\u9762\u8bf4\u7684\u00a0<\/span>Dense Reward<\/span><\/strong>\u00a0\u662f\u4e2a\u5173\u952e\u521b\u65b0\uff1a\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u53ea\u770b\u6700\u7ec8\u7b54\u6848\u5bf9\u4e0d\u5bf9\uff0c\u201c\u6574\u9053\u9898\u505a\u5bf9\u4e86\u7ed9 1 \u5206\uff0c\u505a\u9519\u4e86 0 \u5206\u201d\u3002Ring \u7684\u505a\u6cd5\u4e0d\u540c\uff0c\u5bf9\u63a8\u7406\u8fc7\u7a0b\u7684\u6bcf\u4e00\u6b65\u90fd\u6253\u5206\u3002\u6a21\u578b\u7684\u601d\u8003\u94fe\u56e0\u6b64\u8d28\u91cf\u66f4\u9ad8\uff0c\u8ffd\u6c42\u7684\u662f\u6bcf\u4e00\u6b65\u90fd\u60f3\u5bf9\u3002<\/span><\/p>\n

    \u518d\u52a0\u4e0a\u5927\u89c4\u6a21\u5168\u5f02\u6b65 Agentic RL \u8bad\u7ec3\uff0c\u8ba9\u6a21\u578b\u5728\u771f\u5b9e\u7684\u641c\u7d22\u3001\u7f16\u7801\u3001\u5de5\u5177\u8c03\u7528\u4efb\u52a1\u4e2d\u53cd\u590d\u7ec3\u4e60\u957f\u94fe\u8def\u6267\u884c\u3002Ring-2.5-1T \u5728\u6570\u5b66\u3001\u4ee3\u7801\u3001\u903b\u8f91\u7b49\u9ad8\u96be\u63a8\u7406\u4efb\u52a1\uff08IMOAnswerBench\u3001AIME 26\u3001HMMT 25\u3001LiveCodeBench\u3001ARC-AGI-V2\uff09\u548c\u667a\u80fd\u4f53\u641c\u7d22\u3001\u7f16\u7801\u3001\u5de5\u5177\u8c03\u7528\u7b49\u957f\u7a0b\u4efb\u52a1\u6267\u884c\uff08 GAIA2-search\u3001Tau2-bench\u3001SWE-Bench Verified\uff09\u4e0a\u5747\u8fbe\u5230\u4e86\u5f00\u6e90\u9886\u5148\u6c34\u5e73\u3002<\/span><\/p>\n

    <\/span><\/figure>\n

    \u597d\u4e86\uff0c\u67b6\u6784\u8bb2\u5b8c\u4e86\u3002\u770b\u6b63\u5f0f\u6d4b\u8bd5\u3002<\/span><\/p>\n

    \n<\/span>\u7ed9\u81ea\u5df1\u7684\u5927\u8111\u5199\u4ee3\u7801\uff1a1174 \u79d2\uff0c25612 \u4e2a token<\/span><\/span><\/span>
    \n<\/h2>\n

    \u8fd9\u662f\u6574\u4e2a\u6d4b\u8bd5\u91cc\u6211\u6700\u60f3\u5199\u7684\u4e00\u4e2a Case\u3002<\/span><\/p>\n

    \u6211\u8ba9 Ring-2.5-1T \u7528 PyTorch \u4ece\u96f6\u5b9e\u73b0 Lightning Linear Attention\uff0c\u4e5f\u5c31\u662f<\/span>\u5b83\u81ea\u5df1\u67b6\u6784\u91cc 7\/8 \u7684\u5c42\u7528\u7684\u90a3\u4e2a\u6838\u5fc3\u7ec4\u4ef6<\/span><\/strong>\u3002<\/span><\/p>\n

    \u5177\u4f53\u8981\u6c42\uff1a<\/span><\/p>\n

      \n
    • \n
      \u5b9e\u73b0\u56e0\u679c\u7ebf\u6027\u6ce8\u610f\u529b\uff0c\u7528\u9012\u63a8\u516c\u5f0f\u907f\u514d O(n\u00b2) \u7684\u663e\u5f0f\u6ce8\u610f\u529b\u77e9\u9635<\/span><\/section>\n<\/li>\n
    • \n
      \u4e24\u79cd kernel function\uff1aELU+1 \u548c ReLU<\/span><\/section>\n<\/li>\n
    • \n
      \u5b9e\u73b0\u6807\u51c6 softmax attention \u4f5c\u4e3a\u5bf9\u7167<\/span><\/section>\n<\/li>\n
    • \n
      \u5199\u5b8c\u6574 benchmark\uff0c\u5bf9\u6bd4\u4e0d\u540c\u5e8f\u5217\u957f\u5ea6\uff08512 \u5230 16384\uff09\u7684\u65f6\u95f4\u3001\u663e\u5b58<\/span><\/section>\n<\/li>\n
    • \n
      \u751f\u6210 matplotlib \u53ef\u89c6\u5316<\/span><\/section>\n<\/li>\n<\/ul>\n

      Ring \u82b1\u4e86 1174 \u79d2\uff0c\u5c06\u8fd1 20 \u5206\u949f\uff0c\u7528\u4e86 25612 \u4e2a token\u3002<\/span><\/p>\n

      \u5b83\u7684\u601d\u8003\u94fe\u975e\u5e38\u957f\u3002\u6211\u622a\u4e86\u5173\u952e\u7684\u4e00\u6bb5\uff1a<\/span><\/p>\n

      \n<\/span><\/p>\n

      \u9996\u5148\u7406\u89e3\u9898\u76ee\uff1aLightning Linear Attention \u53ef\u80fd\u6307\u57fa\u4e8e\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u8f7b\u91cf\u7ea7\u6ce8\u610f\u529b\u673a\u5236\u2026\u2026\u5bf9\u4e8e\u56e0\u679c\u7ebf\u6027\u6ce8\u610f\u529b\uff0c\u6211\u4eec\u9700\u8981\u786e\u4fdd\u53ea\u8003\u8651\u524d\u9762\u7684 token\uff0c\u5373\u81ea\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u56e0\u679c mask\u3002\u9012\u63a8\u516c\u5f0f\u53ef\u4ee5\u907f\u514d\u8ba1\u7b97\u6574\u4e2a\u6ce8\u610f\u529b\u77e9\u9635\uff0c\u9010 token \u66f4\u65b0\u72b6\u6001\u3002<\/span><\/p>\n

      \u2026\u2026\u8fd9\u91cc\u9700\u8981\u6743\u8861\u3002\u5411\u91cf\u5316 cumsum \u65b9\u6848\u9700\u8981\u5b58\u50a8 (L, d, d_v) \u5f20\u91cf\uff0cL=16384, d=128 \u65f6\u7ea6 1GB\u3002\u5faa\u73af\u65b9\u6848\u5185\u5b58\u66f4\u4f4e\u4f46 Python \u5faa\u73af\u592a\u6162\u3002\u6700\u7ec8\u91c7\u7528\u5411\u91cf\u5316 cumsum + \u5408\u7406\u7ef4\u5ea6\u8bbe\u7f6e\u3002<\/span><\/p>\n<\/blockquote>\n

      <\/span><\/figure>\n

      \u5b83\u5206\u6790\u4e86\u4e24\u79cd\u5b9e\u73b0\u65b9\u6848\u7684 trade-off\uff08\u5411\u91cf\u5316 vs \u5faa\u73af\uff09\uff0c\u6700\u7ec8\u9009\u4e86\u4e00\u4e2a\u5e73\u8861\u65b9\u6848\u3002<\/span><\/p>\n

      \u7528\u81ea\u5df1\u7684\u6280\u672f\u89e3\u91ca\u81ea\u5df1\u7684\u6280\u672f\u3002\u4e00\u4e2a\u6a21\u578b\uff0c\u82b1\u4e86 20 \u5206\u949f\uff0c\u4ece\u6570\u5b66\u63a8\u5bfc\u5230\u5de5\u7a0b\u5b9e\u73b0\u5230 benchmark \u811a\u672c\uff0c\u628a\u81ea\u5df1\u8111\u5b50\u91cc\u7684\u6838\u5fc3\u7b97\u6cd5\u5b8c\u6574\u5730\u5199\u4e86\u51fa\u6765\u3002<\/span><\/p>\n

      \u4ece\u7b97\u6cd5\u903b\u8f91\u548c\u4ee3\u7801\u7ed3\u6784\u770b\uff0c\u8d28\u91cf\u5230\u4f4d\u3002Ring-2.5-1T \u7684\u67b6\u6784\u8bba\u6587\u53d1\u5e03\u65f6\u95f4\u548c\u8bad\u7ec3\u6570\u636e\u622a\u6b62\u65f6\u95f4\u5f88\u8fd1\uff0c\u6240\u4ee5\u5b83\u66f4\u50cf\u662f\u5728\u7406\u89e3\u539f\u7406\u540e\u91cd\u65b0\u63a8\u5bfc\u5b9e\u73b0\uff0c\u4e0d\u592a\u53ef\u80fd\u662f\u5728\u56de\u5fc6\u8bad\u7ec3\u6570\u636e\u91cc\u89c1\u8fc7\u7684\u73b0\u6210\u7b54\u6848\u3002<\/span><\/p>\n

      \u6211\u4e0d\u77e5\u9053\u4e00\u4e2a\u6a21\u578b\u7406\u89e3\u81ea\u5df1\u7684\u67b6\u6784\u7136\u540e\u7528\u4ee3\u7801\u91cd\u73b0\u51fa\u6765\uff0c\u7b97\u4e0d\u7b97\u67d0\u79cd\u610f\u4e49\u4e0a\u7684\u201c\u81ea\u6211\u7406\u89e3\u201d\u3002\u4f46\u8fd9\u4e2a\u753b\u9762\uff0c\u4e00\u4e2a\u6a21\u578b\u5750\u5728\u90a3\u91cc\uff0c\u82b1 20 \u5206\u949f\u628a\u81ea\u5df1\u5927\u8111\u7684\u6838\u5fc3\u903b\u8f91\u7ffb\u8bd1\u6210\u4ee3\u7801\uff0c\u6211\u770b\u7740\u770b\u7740\uff0c\u6574\u4e2a\u4eba\u662f\u6709\u70b9\u604d\u60da\u7684\u3002<\/span><\/p>\n

      \n<\/span>\u63a5\u5165 OpenCode \u641e\u771f\u5b9e\u9879\u76ee<\/span><\/span><\/span>
      \n<\/h2>\n

      \u5f62\u800c\u4e0a\u7684\u4e8b\u804a\u591f\u4e86\uff0c\u80fd\u4e0d\u80fd\u8ba9 Ring \u76f4\u63a5\u9a71\u52a8\u7f16\u7a0b\u5de5\u5177\u5e72\u6d3b\uff1f\u4e0d\u662f\u8c03\u4e2a API \u5199\u4e2a\u5c0f\u51fd\u6570\u90a3\u79cd\uff0c\u662f\u771f\u7684\u5728\u7ec8\u7aef\u91cc\u5f53\u5168\u81ea\u52a8\u7801\u519c\u3002<\/span><\/p>\n

      Ring \u8d70 OpenAI \u517c\u5bb9\u534f\u8bae\uff0c\u6211\u628a\u4ed6\u63a5\u5165\u4e86\u5f00\u6e90\u5de5\u5177\u00a0<\/span>opencode<\/span><\/strong>\uff0c\u7136\u540e\u8fde\u7740\u7ed9\u4e0b\u4e86\u56db\u4e2a\u4efb\u52a1\uff0c\u5168\u7a0b\u96f6\u4eba\u5de5\u5e72\u9884\u3002<\/span><\/p>\n

      \u7b2c\u4e00\u4e2a\u662f\u9ed1\u767d\u68cb\u6e38\u620f\uff1a<\/span><\/p>\n

      \n<\/span><\/p>\n

      \u8bf7\u7528\u7eaf HTML+CSS+JS \u5b9e\u73b0\u4e00\u4e2a\u5b8c\u6574\u7684\u9ed1\u767d\u68cb\uff08Reversi\/Othello\uff09\u6e38\u620f\uff0c\u8981\u6c42\uff1a1) \u6807\u51c6 8×8 \u68cb\u76d8\uff0c\u9ed1\u5148\u624b 2) AI \u5bf9\u624b\u7528 Minimax + Alpha-Beta \u526a\u679d\u5b9e\u73b0 3) \u4e09\u79cd\u96be\u5ea6\uff1aEasy\uff08\u968f\u673a\uff09\u3001Medium\uff08\u6df1\u5ea6 3\uff09\u3001Hard\uff08\u6df1\u5ea6 5\uff09 4) \u68cb\u5b50\u7ffb\u8f6c\u6709 3D \u65cb\u8f6c\u52a8\u753b 5) \u843d\u5b50\u6709\u97f3\u6548\uff08Web Audio API\uff0c\u4e0d\u7528\u5916\u90e8\u6587\u4ef6\uff09 6) \u6709\u5f00\u59cb\u753b\u9762\u3001\u6e38\u620f\u7ed3\u675f\u5f39\u7a97\u3001\u80dc\u8d1f\u7edf\u8ba1\uff08localStorage\uff09 7) \u54cd\u5e94\u5f0f\u5e03\u5c40\u652f\u6301\u624b\u673a 8) \u5355\u4e2a HTML \u6587\u4ef6<\/span><\/p>\n<\/blockquote>\n

      Ring \u5148\u5199\u4e86\u4e00\u4efd 250 \u884c\u7684\u4ea7\u54c1\u89c4\u683c\u6587\u6863 SPEC.md\uff0c\u7cbe\u786e\u5230\u914d\u8272\u503c\u3001\u5b57\u53f7\u3001\u8bc4\u4f30\u51fd\u6570\u6743\u91cd\u300124 \u6761\u9a8c\u6536\u6807\u51c6\uff0c\u7136\u540e\u624d\u52a8\u624b\u5199\u4ee3\u7801\u3002<\/span><\/p>\n

      <\/span><\/figure>\n

      \u5148\u5199 Spec \u518d\u5199\u4ee3\u7801\u3002\u8fd9\u662f\u5728\u505a\u9879\u76ee\u7ba1\u7406\u554a\u3002<\/span><\/p>\n

      <\/section>\n

      \u6700\u7ec8 24 \u9879\u9a8c\u6536\u6807\u51c6\u5168\u90e8\u901a\u8fc7\u3002\u518d\u770b\u770b\u4efb\u52a1\u4e8c\uff0c\u7c92\u5b50\u52a8\u753b\u4f5c\u54c1\u96c6\u7f51\u7ad9\uff1a<\/span><\/p>\n

      \n<\/span><\/p>\n

      \u8bf7\u7528\u7eaf HTML+CSS+JS\uff08\u5355\u4e2a HTML \u6587\u4ef6\uff09\u5b9e\u73b0\u4e00\u4e2a\u70ab\u9177\u7684\u4e2a\u4eba\u4f5c\u54c1\u96c6\u7f51\u7ad9\uff0c\u8981\u6c42\uff1a1) \u5168\u5c4f hero \u533a\u57df\uff0c\u6709\u7c92\u5b50\u52a8\u753b\u80cc\u666f\uff08\u7528 Canvas \u5b9e\u73b0\uff0c\u7c92\u5b50\u4e4b\u95f4\u6709\u8fde\u7ebf\u6548\u679c\uff09 2) \u6df1\u8272\u79d1\u6280\u611f\u4e3b\u9898\uff0c\u4e3b\u8272\u8c03\u4e3a\u6e10\u53d8\u7d2b\u84dd\u8272 3) \u6eda\u52a8\u65f6\u6709\u89c6\u5dee\u6548\u679c\uff08parallax scrolling\uff09 4) \u6240\u6709 section \u8fdb\u5165\u89c6\u53e3\u65f6\u6709 fade-in + slide-up \u52a8\u753b 5) Hero \u533a\uff1a\u5927\u6807\u9898 + \u6253\u5b57\u673a\u6548\u679c\u9010\u5b57\u663e\u793a\u526f\u6807\u9898 6) \u6280\u80fd\u96f7\u8fbe\u56fe\uff08Canvas \u624b\u7ed8\uff09<\/span><\/p>\n<\/blockquote>\n

      \u8fd9\u6b21\uff0cRing \u53c8\u5148\u5199\u4e86 SPEC.md\uff08\u8fd9\u5df2\u7ecf\u662f\u5b83\u7684\u4e60\u60ef\u4e86\uff09\uff0c\u7136\u540e\u8f93\u51fa\u4e86 44KB \u7684\u5355\u6587\u4ef6 HTML\u3002<\/span><\/p>\n

      <\/section>\n

      \u5168\u5c4f\u7c92\u5b50\u52a8\u753b\u80cc\u666f\uff0c\u7d2b\u84dd\u6e10\u53d8\u8272\u7c92\u5b50\u4e4b\u95f4\u6709\u8fde\u7ebf\u6548\u679c\u968f\u9f20\u6807\u4e92\u52a8\uff1b\u6253\u5b57\u673a\u6548\u679c\u9010\u5b57\u663e\u793a\uff1b6 \u4e2a\u9879\u76ee\u5361\u7247\u5e26 emoji \u56fe\u6807\u548c\u6280\u672f\u6808\u6807\u7b7e\uff1b\u56de\u5230\u9876\u90e8\u6309\u94ae\u3001\u6bdb\u73bb\u7483\u5bfc\u822a\u680f\u3001fade-in \u52a8\u753b\u5168\u90e8\u5230\u4f4d\u3002<\/span><\/p>\n

      \u7eaf\u624b\u5199\u4ee3\u7801\uff0c\u89c6\u89c9\u6548\u679c\u4e0d\u8f93\u6a21\u677f\u7f51\u7ad9\u3002\u6ca1\u5fcd\u4f4f\uff0c\u518d\u8bd5\u4e2a\u524d\u7aef\uff0c\u6570\u636e\u4eea\u8868\u76d8 \uff1a<\/span><\/p>\n

      \n<\/span><\/p>\n

      4 \u79cd Canvas \u624b\u7ed8\u56fe\u8868\u3001\u6df1\u8272\/\u6d45\u8272\u4e3b\u9898\u5207\u6362\u3001\u6570\u5b57\u9012\u589e\u52a8\u753b\u30012×2 \u54cd\u5e94\u5f0f\u7f51\u683c\uff0c\u4e0d\u7528\u4efb\u4f55\u7b2c\u4e09\u65b9\u56fe\u8868\u5e93\uff09\uff0cRing \u8f93\u51fa\u4e86 47KB \u7684\u5355\u6587\u4ef6\u3002\u6298\u7ebf\u56fe\u5e26\u9762\u79ef\u586b\u5145\u3001\u67f1\u72b6\u56fe\u5e26\u6e10\u53d8\u8272\u3001\u73af\u5f62\u56fe\u4e2d\u95f4\u663e\u793a\u603b\u91d1\u989d 2,360 \u4e07\u3001\u70ed\u529b\u56fe\u4ece\u51b7\u8272\u5230\u6696\u8272\u3002\u6ca1\u6709 ECharts\uff0c\u6ca1\u6709 D3.js\uff0c\u5168\u90e8 Canvas \u624b\u7ed8\u3002<\/span><\/p>\n<\/blockquote>\n

      <\/section>\n

      \u770b\u8d77\u6765\u4e5f\u4e0d\u9519\u3002\u518d\u8bd5\u8bd5\u540e\u7aef\u9879\u76ee\u5427\uff0c\u6211\u8ba9\u4ed6\u4ece\u96f6\u642d\u5efa FastAPI REST API\uff1a<\/span><\/p>\n

      \n<\/span><\/p>\n

      \u8bf7\u7528 Python \u5b9e\u73b0\u4e00\u4e2a\u5b8c\u6574\u7684 Task Manager REST API\uff0c\u8981\u6c42\uff1a1) FastAPI \u6846\u67b6 2) SQLAlchemy + SQLite \u6570\u636e\u5e93 3) JWT Token \u8ba4\u8bc1\uff08\u6ce8\u518c\/\u767b\u5f55\uff09 4) Task \u7684\u5b8c\u6574 CRUD\uff08\u521b\u5efa\/\u8bfb\u53d6\/\u66f4\u65b0\/\u5220\u9664\uff09 5) Task \u6709 priority \u548c status \u679a\u4e3e\u5b57\u6bb5 6) \u652f\u6301\u5206\u9875\u548c\u6309 status\/priority \u8fc7\u6ee4 7) \u7528\u6237\u53ea\u80fd\u64cd\u4f5c\u81ea\u5df1\u7684 Task\uff08\u6743\u9650\u9694\u79bb\uff09 8) \u5199\u5b8c\u6574\u7684 pytest \u6d4b\u8bd5\u5957\u4ef6\uff0c\u8986\u76d6\u6240\u6709 API \u7aef\u70b9 9) \u8fd0\u884c\u6d4b\u8bd5\u5e76\u786e\u4fdd\u5168\u90e8\u901a\u8fc7<\/span><\/p>\n<\/blockquote>\n

      \u6536\u5230\u547d\u4ee4\uff0cRing \u81ea\u4e3b\u521b\u5efa\u4e86 7 \u4e2a Python \u6587\u4ef6\uff0c\u7136\u540e\u5b89\u88c5\u4f9d\u8d56\u3001\u8fd0\u884c\u6d4b\u8bd5\u3002\u4f46\u7b2c\u4e00\u6b21\u8dd1\u6d4b\u8bd5\uff0c\u62a5\u9519\u4e86\u3002Priority \u679a\u4e3e\u8f6c\u6362\u51fa\u4e86 type error\u3002<\/span><\/p>\n

      \u5b83\u81ea\u5df1\u770b\u4e86\u62a5\u9519\u4fe1\u606f\uff0c\u5206\u6790\u51fa\u662f\u00a0<\/span>Priority[value.capitalize()]<\/span><\/code>\u00a0\u7684\u679a\u4e3e\u6784\u9020\u65b9\u5f0f\u4e0d\u5bf9\uff0c\u81ea\u52a8\u6539\u6210\u4e86\u00a0<\/span>Priority(value)<\/span><\/code>\uff0c\u91cd\u65b0\u8dd1\u6d4b\u8bd5\uff1a<\/span><\/p>\n

      <\/span><\/figure>\n

      25 \u4e2a\u6d4b\u8bd5\uff0c\u5168\u90e8\u901a\u8fc7\u3002<\/span><\/strong>\u00a0\u5199\u4ee3\u7801\u3001\u8dd1\u6d4b\u8bd5\u3001\u53d1\u73b0 bug\u3001\u5206\u6790\u539f\u56e0\u3001\u4fee\u590d\u3001\u91cd\u6d4b\u901a\u8fc7\uff0c\u4e00\u6574\u4e2a\u5f00\u53d1\u5faa\u73af\u5b83\u81ea\u5df1\u8d70\u5b8c\u4e86\u3002<\/span><\/p>\n

      \u56db\u4e2a\u4efb\u52a1\u4e0b\u6765\uff0c\u6211\u53d1\u73b0 Ring \u6709\u4e2a\u4e00\u81f4\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a<\/span><\/p>\n

      \u6bcf\u6b21\u63a5\u5230\u590d\u6742\u4efb\u52a1\uff0c\u5b83\u90fd\u4f1a\u5148\u5199\u4e00\u4efd SPEC.md \u4ea7\u54c1\u89c4\u683c\u6587\u6863\uff0c\u518d\u52a8\u624b\u5199\u4ee3\u7801\u3002<\/span><\/strong><\/p>\n

      \u9ed1\u767d\u68cb\u7684 SPEC \u7cbe\u786e\u5230\u8bc4\u4f30\u51fd\u6570\u6743\u91cd\u548c 24 \u6761\u9a8c\u6536\u6807\u51c6\uff0c\u4f5c\u54c1\u96c6\u7684 SPEC \u5217\u51fa\u4e86\u6bcf\u4e2a section \u7684\u4ea4\u4e92\u7ec6\u8282\u3002<\/span>\u6ca1\u4eba\u8981\u6c42\u5b83\u8fd9\u4e48\u505a\uff0c\u8fd9\u662f\u7ecf\u8fc7 Agentic RL \u8bad\u7ec3\u540e\u81ea\u52a8\u4e60\u5f97\u7684\u5de5\u7a0b\u4e60\u60ef\u3002<\/span><\/strong><\/p>\n

      \u8bf4\u771f\u7684\uff0c\u770b\u7740\u7ec8\u7aef\u91cc Ring \u81ea\u5df1\u89c4\u5212\u3001\u81ea\u5df1\u5199\u3001\u81ea\u5df1\u6d4b\u3001\u81ea\u5df1\u4fee\u7684\u65f6\u5019\uff0c\u6709\u79cd\u5728\u65c1\u89c2\u4e00\u4e2a\u65b0\u4eba\u5165\u804c\u540e\u5feb\u901f\u4e0a\u624b\u7684\u611f\u89c9\u3002\u53ea\u4e0d\u8fc7\u8fd9\u4e2a\u65b0\u4eba 20 \u5206\u949f\u5c31\u80fd\u4ece\u96f6\u642d\u4e00\u4e2a\u7c92\u5b50\u52a8\u753b\u7f51\u7ad9\u3002<\/span><\/p>\n

      \u8fd9\u5c31\u662f\u201c\u957f\u7a0b\u81ea\u4e3b\u6267\u884c\u80fd\u529b\u201d\u7684\u771f\u5b9e\u4f53\u73b0\u3002\u7ecf\u8fc7\u5927\u89c4\u6a21\u5168\u5f02\u6b65 Agentic RL \u8bad\u7ec3\u540e\uff0cRing \u80fd\u9002\u914d\u7f16\u7a0b\u5de5\u5177\u6846\u67b6\uff0c\u5728\u590d\u6742\u957f\u7a0b\u4efb\u52a1\u4e2d\u81ea\u4e3b\u63a8\u8fdb\u3002\u81ea\u5df1\u89c4\u5212\u5de5\u4f5c\u6d41\u3001\u81ea\u5df1\u53d1\u73b0\u95ee\u9898\u3001\u81ea\u5df1\u4fee\u590d\u3001\u81ea\u5df1\u9a8c\u8bc1\uff0c\u5168\u5957\u6d41\u7a0b\u4e00\u6c14\u5475\u6210\u3002<\/span><\/p>\n

      \n<\/span>\u63a5\u5165 OpenClaw \u5f53\u4e2a\u4eba AI \u52a9\u7406<\/span><\/span><\/span>
      \n<\/h2>\n

      Opencode \u6d4b\u7684\u662f\u7f16\u7a0b\u80fd\u529b\uff0c\u4f46 Ring \u4f5c\u4e3a\u667a\u80fd\u4f53\u57fa\u5ea7\u7684\u73a9\u6cd5\u4e0d\u6b62\u4e8e\u6b64\u3002<\/span><\/p>\n

      OpenClaw \u662f\u6700\u8fd1\u4e24\u4e2a\u6708 GitHub \u4e0a\u589e\u957f\u6700\u5feb\u7684\u5f00\u6e90\u9879\u76ee\uff08160K+ stars\uff09\uff0c\u4e00\u4e2a\u53ef\u4ee5\u63a5\u5165 Telegram\u3001WhatsApp \u7b49\u804a\u5929\u5e73\u53f0\u7684 AI \u4e2a\u4eba\u52a9\u7406\u6846\u67b6\u3002<\/span><\/p>\n

      \u6211\u628a Ring \u63a5\u8fdb\u4e86 OpenClaw\uff0c\u5728 Telegram \u91cc\u7528\u00a0<\/span>\/model ring<\/span><\/code>\u00a0\u4e00\u952e\u5207\u6362\u5230\u00a0<\/span>zenmux\/inclusionai\/ring-2.5-1t<\/span><\/code>\uff0c\u7136\u540e\u8ba9\u5b83\u5e72\u4e86\u4e2a\u5b9e\u9645\u6d3b\u513f\uff1a<\/span>\u81ea\u52a8\u5316 AI \u65b0\u95fb\u76d1\u63a7<\/span><\/strong>\u3002<\/span><\/p>\n

      \u6211\u7ed9\u4e86\u5b83 80+ \u4e2a RSS \u6e90\u548c\u4e00\u5957\u65b0\u95fb\u8bc4\u5206\u89c4\u5219\uff0c\u8ba9\u5b83\u6bcf\u5929\u81ea\u52a8\u6293\u53d6\u3001\u7b5b\u9009\u3001\u6392\u5e8f\u6700\u6709\u4ef7\u503c\u7684 AI \u884c\u4e1a\u65b0\u95fb\u3002Ring \u5728 Telegram \u91cc\u76f4\u63a5\u8f93\u51fa\u4e86\u4e00\u4efd\u7ed3\u6784\u5316\u7684\u65b0\u95fb\u901f\u62a5\uff0c\u6309\u91cd\u8981\u6027\u6392\u5e8f\uff0c\u6bcf\u6761\u65b0\u95fb\u5e26\u4e00\u53e5\u8bdd\u6458\u8981\u548c\u5173\u952e\u6807\u7b7e\u3002\u4ece OpenAI \u6700\u65b0\u52a8\u6001\u5230\u56fd\u5185\u5f00\u6e90\u6a21\u578b\u53d1\u5e03\uff0c\u90fd\u80fd\u8986\u76d6\u5230\u3002<\/span><\/p>\n

      <\/span><\/figure>\n

      \u7f16\u7a0b\u5de5\u5177\u91cc\u5f53\u7801\u519c\uff0c\u804a\u5929\u5e73\u53f0\u4e0a\u5f53\u52a9\u7406\u3002Ring \u4f5c\u4e3a\u667a\u80fd\u4f53\u57fa\u5ea7\u7684\u9002\u914d\u80fd\u529b\uff0c\u786e\u5b9e\u6bd4\u8f83\u5168\u9762\u3002<\/span><\/p>\n

      \u8fd9\u4e9b\u573a\u666f\u4e32\u8d77\u6765\uff0c\u6307\u5411\u540c\u4e00\u4e2a\u4e1c\u897f\uff1aRing \u7684\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u8ba9\u5b83\u5728\u957f\u7a0b\u63a8\u7406\u548c Agent \u957f\u94fe\u8def\u4efb\u52a1\u4e2d\u6709\u7ed3\u6784\u6027\u7684\u6548\u7387\u4f18\u52bf\uff0cDense Reward \u8bad\u7ec3\u8ba9\u5b83\u7684\u6bcf\u4e00\u6b65\u63a8\u7406\u90fd\u7ecf\u8fc7\u4e25\u683c\u6253\u5206\u3002\u6df1\u5ea6\u601d\u8003\u52a0\u4e0a\u957f\u7a0b\u6267\u884c\uff0c\u4e07\u4ebf\u53c2\u6570\uff0c\u5f00\u6e90\u514d\u8d39\u3002<\/span><\/p>\n

      Ring \u8fd8\u652f\u6301 function calling\uff08\u5de5\u5177\u8c03\u7528\uff09\uff0c\u53ef\u4ee5\u5728 Agent \u6846\u67b6\u4e2d\u8c03\u7528\u641c\u7d22\u3001\u4ee3\u7801\u6267\u884c\u3001\u6587\u4ef6\u64cd\u4f5c\u7b49\u5916\u90e8\u5de5\u5177\u3002<\/span>max_tokens<\/span><\/code>\u00a0\u5efa\u8bae\u8bbe 32K \u4ee5\u4e0a\uff0c\u7ed9\u8db3\u63a8\u7406\u7a7a\u95f4\uff0c\u6548\u679c\u6700\u4f73\u3002<\/span><\/p>\n

      \u81f3\u4e8e\u4e07\u4ebf\u53c2\u6570\u7684\u63a8\u7406\u6a21\u578b\u5f53\u667a\u80fd\u4f53\u57fa\u5ea7\u610f\u5473\u7740\u4ec0\u4e48\uff0c\u6211\u60f3\u6bcf\u4e2a\u5728\u505a Agent \u5e94\u7528\u7684\u5f00\u53d1\u8005\u5fc3\u91cc\uff0c\u5df2\u7ecf\u6709\u81ea\u5df1\u7684\u5224\u65ad\u4e86\u3002<\/span><\/p>\n

      \u63a8\u8350\u5927\u5bb6\u53bb\u8bd5\u8bd5\u770b\uff1a<\/span><\/p>\n

      \n<\/span><\/p>\n

      \u5bf9\u8bdd\u4f53\u9a8c\uff1ahttps:\/\/ling.tbox.cn\/chat<\/span><\/span>
      <\/span>\u6d77\u5916\u5f00\u53d1\u8005\uff1ahttps:\/\/zenmux.ai \u00a0<\/span><\/span>
      <\/span>\u6a21\u578b\u4e0b\u8f7d\uff1a<\/span>
      <\/span><\/p>\n

      https:\/\/huggingface.co\/inclusionAI\/Ring-2.5-1T<\/span><\/span><\/p>\n

      ModelScope\uff1a<\/span>
      <\/span><\/p>\n

      https:\/\/www.modelscope.cn\/models\/inclusionAI\/Ring-2.5-1T<\/span><\/span><\/p>\n<\/blockquote>\n<\/section>\n

      <\/section>\n
      <\/section>\n
      <\/section>\n
      <\/section>\n

      <\/p>\n","protected":false},"excerpt":{"rendered":"

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