{"id":29998,"date":"2026-08-07T10:41:03","date_gmt":"2026-08-07T02:41:03","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29998"},"modified":"2026-08-07T10:41:03","modified_gmt":"2026-08-07T02:41:03","slug":"coding-agent-%e4%b8%8b%e4%b8%80%e6%ad%a5%ef%bc%8c%e4%b8%8d%e6%98%af%e5%86%99%e6%9b%b4%e5%a4%9a%e4%bb%a3%e7%a0%81%ef%bc%8c%e8%80%8c%e6%98%af%e5%ad%a6%e4%bc%9a%e5%83%8f%e5%b7%a5%e7%a8%8b%e5%b8%88","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/08\/07\/29998\/","title":{"rendered":"Coding Agent \u4e0b\u4e00\u6b65\uff0c\u4e0d\u662f\u5199\u66f4\u591a\u4ee3\u7801\uff0c\u800c\u662f\u5b66\u4f1a\u50cf\u5de5\u7a0b\u5e08\u4e00\u6837\u5de5\u4f5c"},"content":{"rendered":"
\u672a\u6765\u7684 Coding Agent\uff0c\u53ef\u80fd\u4e0d\u53ea\u662f\u88ab\u63d0\u793a\u8bcd\u9a71\u52a8\uff0c\u800c\u662f\u53ef\u4ee5\u901a\u8fc7\u771f\u5b9e\u5de5\u4f5c\u8fc7\u7a0b\u4e0d\u65ad\u5b66\u4e60\u30028 \u6708 5 \u65e5\uff0cHugging Face \u793e\u533a\u5c55\u793a\u4e86\u4e00\u5957\u65b0\u7684\u5f00\u6e90\u7ec4\u5408\uff1a\u628a TRL\u3001OpenEnv \u548c OpenCode \u8fde\u63a5\u8d77\u6765\uff0c\u8ba9 Coding Agent \u5728\u9694\u79bb\u6c99\u7bb1\u4e2d\u5b8c\u6210\u5b8c\u6574\u7684\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\u3002<\/div>\n
\n
\n

\u8fc7\u53bb\u4e00\u5e74\uff0c\u6211\u4eec\u804a Coding Agent\uff0c\u8ba8\u8bba\u6700\u591a\u7684\u662f\uff1a<\/p>\n

\n
    \n
  • \u6a21\u578b\u591f\u4e0d\u591f\u5f3a\uff1f<\/li>\n
  • Prompt \u600e\u4e48\u5199\uff1f<\/li>\n
  • \u5de5\u5177\u8c03\u7528\u600e\u4e48\u8bbe\u8ba1\uff1f<\/li>\n<\/ul>\n<\/blockquote>\n

    \u4f46\u6700\u8fd1 Hugging Face \u793e\u533a\u516c\u5f00\u7684\u4e00\u6761\u8def\u7ebf\uff0c\u8ba9\u6211\u770b\u5230\u4e00\u4e2a\u4e0d\u540c\u65b9\u5411\uff1a<\/p>\n

    \u672a\u6765\u7684 Coding Agent\uff0c\u53ef\u80fd\u4e0d\u53ea\u662f\u88ab\u63d0\u793a\u8bcd\u9a71\u52a8\uff0c\u800c\u662f\u53ef\u4ee5\u901a\u8fc7\u771f\u5b9e\u5de5\u4f5c\u8fc7\u7a0b\u4e0d\u65ad\u5b66\u4e60\u3002<\/strong><\/p>\n

    8 \u6708 5 \u65e5\uff0cHugging Face \u793e\u533a\u5c55\u793a\u4e86\u4e00\u5957\u65b0\u7684\u5f00\u6e90\u7ec4\u5408\uff1a<\/p>\n

    \u628a TRL\u3001OpenEnv \u548c OpenCode \u8fde\u63a5\u8d77\u6765\uff0c\u8ba9 Coding Agent \u5728\u9694\u79bb\u6c99\u7bb1\u4e2d\u5b8c\u6210\u5b8c\u6574\u7684\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\u3002<\/p>\n

    \u5b83\u53ef\u4ee5\uff1a<\/p>\n

      \n
    • \u9605\u8bfb\u4ee3\u7801<\/li>\n
    • \u4fee\u6539\u6587\u4ef6<\/li>\n
    • \u6267\u884c\u547d\u4ee4<\/li>\n
    • \u8fd0\u884c\u6d4b\u8bd5<\/li>\n
    • \u6839\u636e\u7ed3\u679c\u7ee7\u7eed\u8c03\u6574<\/li>\n<\/ul>\n

      \u7136\u540e\uff0c\u628a\u6574\u4e2a\u8fc7\u7a0b\u4ea7\u751f\u7684\u8f68\u8ff9\u548c\u6700\u7ec8\u6d4b\u8bd5\u7ed3\u679c\uff0c\u518d\u53cd\u9988\u7ed9\u8bad\u7ec3\u7cfb\u7edf\u3002<\/p>\n

      \u7b80\u5355\u7406\u89e3\uff1a<\/p>\n

      \u4ee5\u524d\u6211\u4eec\u8bad\u7ec3\u6a21\u578b\uff0c\u66f4\u50cf\u662f\u5728\u6559\u5b83\u201c\u600e\u4e48\u56de\u7b54\u201d\u3002<\/p>\n

      \u73b0\u5728\u5f00\u59cb\u5c1d\u8bd5\u8ba9\u5b83\u7ecf\u5386\uff1a<\/p>\n

      \u63a5\u4efb\u52a1 \u2192 \u5199\u4ee3\u7801 \u2192 \u6267\u884c \u2192 \u5931\u8d25 \u2192 \u4fee\u590d \u2192 \u9a8c\u8bc1<\/strong><\/p>\n

      \u8fd9\u4e00\u6574\u5957\u5de5\u7a0b\u8fc7\u7a0b\u3002<\/p>\n

      \u5b98\u65b9\u5b9e\u9a8c\u4e2d\uff0c\u4f7f\u7528 Qwen3-8B \u5b8c\u6210 32 \u9053 DeepCoder \u7f16\u7a0b\u4efb\u52a1\uff0c\u8bad\u7ec3 10 \u6b65\u540e\uff0c\u5e73\u5747\u5956\u52b1\u4ece\u7ea6 0.27 \u63d0\u5347\u5230 0.71\u3002<\/p>\n

      \"Qwen3-8BQwen3-8B \u5728 32 \u9053\u9898\u300110 \u6b65\u8bad\u7ec3\u4e2d\u7684\u5e73\u5747\u5956\u52b1\u4e0e\u6ce2\u52a8\u66f2\u7ebf<\/span><\/p>\n

      Qwen3-8B \u5728 32 \u9053\u9898\u300110 \u6b65\u8bad\u7ec3\u4e2d\u7684\u5e73\u5747\u5956\u52b1\u4e0e\u6ce2\u52a8\u66f2\u7ebf<\/p>\n

      \u56fe 1\uff5c\u5b98\u65b9\u5b9e\u9a8c\u4e2d\u7684\u5e73\u5747\u5956\u52b1\u7ea6\u4ece 0.27 \u5347\u5230 0.71\uff1b\u6837\u672c\u5c11\u3001\u8bad\u7ec3\u77ed\uff0c\u4e0d\u80fd\u5916\u63a8\u4e3a\u771f\u5b9e\u9879\u76ee\u80fd\u529b\u3002\u6765\u6e90\uff1aHugging Face\u3002<\/p>\n

      \u5f53\u7136\uff0c\u8fd9\u4e2a\u7ed3\u679c\u4e0d\u80fd\u7b80\u5355\u7406\u89e3\u4e3a\uff1a<\/p>\n

      \u201cAI \u5df2\u7ecf\u5b66\u4f1a\u5199\u8f6f\u4ef6\u4e86\u3002\u201d<\/p>\n

      32 \u9053\u9898\u300110 \u6b65\u8bad\u7ec3\uff0c\u8ddd\u79bb\u771f\u5b9e\u4f01\u4e1a\u9879\u76ee\u8fd8\u6709\u5f88\u8fdc\u3002<\/p>\n

      \u4f46\u5b83\u9a8c\u8bc1\u4e86\u4e00\u4ef6\u66f4\u91cd\u8981\u7684\u4e8b\u60c5\uff1a<\/p>\n

      Agent \u7684\u6267\u884c\u8fc7\u7a0b\uff0c\u7b2c\u4e00\u6b21\u66f4\u5b8c\u6574\u5730\u8fdb\u5165\u4e86\u8bad\u7ec3\u95ed\u73af\u3002<\/strong><\/p>\n

      \u6700\u5927\u53d8\u5316\uff1aAgent \u505a\u8fc7\u4ec0\u4e48\uff0c\u7ec8\u4e8e\u53ef\u4ee5\u88ab\u5b66\u4e60<\/h4>\n

      \u7406\u89e3\u8fd9\u4ef6\u4e8b\u60c5\uff0c\u9700\u8981\u5148\u770b\u8fc7\u53bb\u7684\u95ee\u9898\u3002<\/p>\n

      \u4ee5\u524d\u8bad\u7ec3 Agent\uff0c\u7ecf\u5e38\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n

      \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

      \u770b\u8d77\u6765\u5408\u7406\u3002<\/p>\n

      \u4f46\u548c\u771f\u5b9e Coding Agent \u5de5\u4f5c\u65b9\u5f0f\u5e76\u4e0d\u5b8c\u5168\u4e00\u6837\u3002<\/p>\n

      \u771f\u6b63\u7684\u8f6f\u4ef6\u5f00\u53d1\u73af\u5883\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n

      \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

      \u800c\u4e0d\u662f\u7b80\u5355\u7684\u4e00\u95ee\u4e00\u7b54\u3002<\/p>\n

      \u95ee\u9898\u5c31\u5728\u8fd9\u91cc\uff1a<\/p>\n

      \u8bad\u7ec3\u65f6\u5b66\u7684\u662f\u7b80\u5316\u4ea4\u4e92\uff0c\u90e8\u7f72\u65f6\u9762\u5bf9\u7684\u662f\u5b8c\u6574\u5de5\u4f5c\u6d41\u3002<\/strong><\/p>\n

      \u8fd9\u6b21 Hugging Face \u91c7\u7528\u7684\u662f loop-owning \u6a21\u5f0f\u3002<\/p>\n

      \u7b80\u5355\u7406\u89e3\uff1a<\/p>\n

      \u4e0d\u8ba9\u8bad\u7ec3\u6846\u67b6\u63a7\u5236\u6240\u6709\u6d41\u7a0b\uff0c\u800c\u662f\u8ba9\u771f\u6b63\u8d1f\u8d23\u5de5\u4f5c\u7684 Agent \u81ea\u5df1\u638c\u63e1\u5faa\u73af\u3002<\/p>\n

      \u5177\u4f53\u6d41\u7a0b\uff1a<\/p>\n

        \n
      1. \u6bcf\u6b21\u4efb\u52a1\u542f\u52a8\u4e00\u4e2a\u72ec\u7acb\u6c99\u7bb1\uff1b<\/li>\n
      2. OpenCode \u81ea\u5df1\u51b3\u5b9a\u8bfb\u53d6\u54ea\u4e9b\u6587\u4ef6\u3001\u4fee\u6539\u4ec0\u4e48\u4ee3\u7801\uff1b<\/li>\n
      3. \u900f\u660e\u4ee3\u7406\u8bb0\u5f55\u6a21\u578b\u4ea7\u751f\u7684 token\u3001\u6982\u7387\u548c\u5b8c\u6574\u6d88\u606f\u8f68\u8ff9\uff1b<\/li>\n
      4. \u9690\u85cf\u6d4b\u8bd5\u68c0\u67e5\u6700\u7ec8\u4ee3\u7801\u7ed3\u679c\uff1b<\/li>\n
      5. TRL \u6839\u636e\u4efb\u52a1\u53cd\u9988\u66f4\u65b0\u6a21\u578b\u3002<\/li>\n<\/ol>\n

        \"TRL\u3001OpenEnv\u3001OpenCode\u3001\u900f\u660e\u4ee3\u7406\u4e0e\u9a8c\u8bc1\u5668\u7ec4\u6210\u7684\u771f\u5b9eTRL\u3001OpenEnv\u3001OpenCode\u3001\u900f\u660e\u4ee3\u7406\u4e0e\u9a8c\u8bc1\u5668\u7ec4\u6210\u7684\u771f\u5b9e Harness \u8bad\u7ec3\u94fe\u8def<\/span><\/p>\n

        TRL\u3001OpenEnv\u3001OpenCode\u3001\u900f\u660e\u4ee3\u7406\u4e0e\u9a8c\u8bc1\u5668\u7ec4\u6210\u7684\u771f\u5b9e Harness \u8bad\u7ec3\u94fe\u8def<\/p>\n

        \u56fe 2\uff5cOpenCode \u638c\u63a7\u5de5\u5177\u5faa\u73af\uff0c\u900f\u660e\u4ee3\u7406\u8bb0\u5f55\u771f\u5b9e\u8f68\u8ff9\uff0c\u9a8c\u8bc1\u5668\u628a\u9690\u85cf\u6d4b\u8bd5\u7ed3\u679c\u9001\u56de TRL\u3002\u6765\u6e90\uff1aHugging Face\u3002<\/p>\n

        \u8fd9\u91cc\u6709\u4e00\u4e2a\u5173\u952e\u6982\u5ff5\uff1a<\/p>\n

        Harness\u3002<\/p>\n

        \u5b83\u53ef\u4ee5\u7406\u89e3\u6210 Agent \u7684\u5de5\u4f5c\u73af\u5883\u3002<\/p>\n

        \u5c31\u50cf\u4e00\u4e2a\u771f\u5b9e\u7a0b\u5e8f\u5458\u5750\u5728\u7535\u8111\u524d\uff1a<\/p>\n

        \u6709\u4ee3\u7801\u4ed3\u5e93\u3002<\/p>\n

        \u6709\u7ec8\u7aef\u3002<\/p>\n

        \u6709\u6d4b\u8bd5\u73af\u5883\u3002<\/p>\n

        \u6709\u5404\u79cd\u5de5\u5177\u3002<\/p>\n

        \u4ee5\u524d Harness \u4e3b\u8981\u8d1f\u8d23\uff1a<\/p>\n

        \u201c\u8ba9 Agent \u80fd\u5de5\u4f5c\u3002\u201d<\/p>\n

        \u73b0\u5728\u5f00\u59cb\u8fdb\u4e00\u6b65\u53c2\u4e0e\uff1a<\/p>\n

        \u201c\u8ba9 Agent \u5b66\u4e60\u5982\u4f55\u5de5\u4f5c\u3002\u201d<\/p>\n

        \u771f\u6b63\u91cd\u8981\u7684\uff0c\u4e0d\u662f\u591a\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u884c\u4e3a\u5f00\u59cb\u4ea7\u751f\u8bad\u7ec3\u4fe1\u53f7<\/h4>\n

        \u5f88\u591a\u4eba\u7406\u89e3 Agent\uff0c\u5bb9\u6613\u505c\u7559\u5728\uff1a<\/p>\n

        \n
          \n
        • \u7ed9\u5b83\u63a5\u4e00\u4e2a\u641c\u7d22\u5de5\u5177\u3002<\/li>\n
        • \u7ed9\u5b83\u63a5\u4e00\u4e2a\u7ec8\u7aef\u3002<\/li>\n
        • \u7ed9\u5b83\u66f4\u591a API\u3002<\/li>\n<\/ul>\n<\/blockquote>\n

          \u4f46\u5de5\u5177\u672c\u8eab\u53ea\u662f\u80fd\u529b\u3002<\/p>\n

          \u5173\u952e\u95ee\u9898\u662f\uff1a<\/p>\n

          Agent \u4f1a\u4e0d\u4f1a\u6b63\u786e\u4f7f\u7528\u8fd9\u4e9b\u80fd\u529b\uff1f<\/p>\n

          \u4ee5\u524d\uff0c\u4e00\u4e2a Agent \u8c03\u9519\u5de5\u5177\uff0c\u901a\u5e38\u53ea\u662f\u5f53\u524d\u4efb\u52a1\u5931\u8d25\u3002<\/p>\n

          \u73b0\u5728\uff0c\u8fd9\u4e9b\u5931\u8d25\u8fc7\u7a0b\u53ef\u4ee5\u6210\u4e3a\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n

          \u6bd4\u5982\uff1a<\/p>\n

          \n
            \n
          • \u4e3a\u4ec0\u4e48\u7b2c\u4e00\u6b21\u4fee\u6539\u5931\u8d25\uff1f<\/li>\n
          • \u4e3a\u4ec0\u4e48\u6d4b\u8bd5\u6ca1\u6709\u901a\u8fc7\uff1f<\/li>\n
          • \u4e3a\u4ec0\u4e48\u9009\u62e9\u4e86\u9519\u8bef\u65b9\u6848\uff1f<\/li>\n<\/ul>\n<\/blockquote>\n

            \u8fd9\u4e9b\u8fc7\u7a0b\u90fd\u53ef\u80fd\u5e2e\u52a9\u6a21\u578b\u4ee5\u540e\u51cf\u5c11\u7c7b\u4f3c\u9519\u8bef\u3002<\/p>\n

            \u8fd9\u4e5f\u662f\u8fd9\u6761\u8def\u7ebf\u771f\u6b63\u6709\u4ef7\u503c\u7684\u5730\u65b9\u3002<\/p>\n

            \u5b83\u4e0d\u662f\u7b80\u5355\u589e\u5f3a Agent\u3002<\/p>\n

            \u800c\u662f\u5c1d\u8bd5\u5efa\u7acb\uff1a<\/p>\n

            \u6267\u884c\u884c\u4e3a \u2192 \u7ed3\u679c\u53cd\u9988 \u2192 \u6a21\u578b\u4f18\u5316<\/strong><\/p>\n

            \u8fd9\u6837\u7684\u95ed\u73af\u3002<\/p>\n

            \u7c7b\u4f3c\u65b9\u5411\u5176\u5b9e\u5df2\u7ecf\u6709\u4eba\u63a2\u7d22\u3002<\/p>\n

            7 \u6708\u516c\u5f00\u7684 OpenForgeRL\uff0c\u4e5f\u5c1d\u8bd5\u901a\u8fc7\u4ee3\u7406\u5c42\u548c\u8fdc\u7a0b\u5bb9\u5668\u8bad\u7ec3\u771f\u5b9e Harness\u3002<\/p>\n

            Hugging Face \u8fd9\u6b21\u66f4\u5927\u7684\u4ef7\u503c\uff0c\u662f\u628a\uff1a<\/p>\n

              \n
            • OpenCode<\/li>\n
            • OpenEnv<\/li>\n
            • TRL<\/li>\n<\/ul>\n

              \u7ec4\u5408\u6210\u4e86\u4e00\u5957\u76f8\u5bf9\u5b8c\u6574\u3001\u53ef\u590d\u73b0\u7684\u5f00\u6e90\u65b9\u6848\u3002<\/p>\n

              \u672a\u6765\u4f01\u4e1a\u771f\u6b63\u96be\u590d\u5236\u7684\uff0c\u4e5f\u8bb8\u4e0d\u662f\u6a21\u578b\u3002<\/p>\n

              \u800c\u662f\uff1a<\/p>\n

              \u81ea\u5df1\u7684\u4efb\u52a1\u3002<\/p>\n

              \u81ea\u5df1\u7684\u5de5\u5177\u94fe\u3002<\/p>\n

              \u81ea\u5df1\u7684\u6d4b\u8bd5\u4f53\u7cfb\u3002<\/p>\n

              \u81ea\u5df1\u7684\u5931\u8d25\u6848\u4f8b\u3002<\/p>\n

              \u5956\u52b1\u4e0a\u6da8\uff0c\u4e0d\u4ee3\u8868 Agent \u5df2\u7ecf\u5b66\u4f1a\u8f6f\u4ef6\u5de5\u7a0b<\/h4>\n

              \u8fd9\u91cc\u5fc5\u987b\u4fdd\u6301\u51b7\u9759\u3002<\/p>\n

              \u5b9e\u9a8c\u6548\u679c\u63d0\u5347\uff0c\u5e76\u4e0d\u7b49\u4e8e Coding Agent \u5df2\u7ecf\u5177\u5907\u771f\u5b9e\u5de5\u7a0b\u80fd\u529b\u3002<\/p>\n

              \u539f\u56e0\u5f88\u7b80\u5355\u3002<\/p>\n

              \u8f6f\u4ef6\u5de5\u7a0b\u6bd4\u5237\u9898\u590d\u6742\u592a\u591a\u3002<\/p>\n

              \u771f\u5b9e\u9879\u76ee\u91cc\u9762\u8fd8\u6709\uff1a<\/p>\n

                \n
              • \u6743\u9650\u95ee\u9898<\/li>\n
              • \u6570\u636e\u5b89\u5168<\/li>\n
              • \u6027\u80fd\u5f71\u54cd<\/li>\n
              • \u5386\u53f2\u4ee3\u7801\u5305\u88b1<\/li>\n
              • \u56e2\u961f\u89c4\u8303<\/li>\n
              • \u4ea7\u54c1\u7406\u89e3<\/li>\n<\/ul>\n

                \u8fd9\u6b21\u5b9e\u9a8c\u4e3b\u8981\u9762\u5bf9\u7684\u662f\u7ade\u8d5b\u7f16\u7a0b\u4efb\u52a1\u3002<\/p>\n

                \u5b83\u548c\u4f01\u4e1a\u4ee3\u7801\u5e93\u5b8c\u5168\u4e0d\u662f\u4e00\u4e2a\u96be\u5ea6\u3002<\/p>\n

                \u5b98\u65b9\u53e6\u4e00\u8f6e Qwen3-4B \u8fdc\u7a0b\u5b9e\u9a8c\u4e5f\u51fa\u73b0\u8fc7\u7c7b\u4f3c\u60c5\u51b5\uff1a<\/p>\n

                \u5956\u52b1\u63d0\u5347\u51e0\u6b65\u540e\uff0cAgent \u5f00\u59cb\u4e0d\u65ad\u8c03\u7528\u5de5\u5177\uff0c\u5374\u6ca1\u6709\u771f\u6b63\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n

                \u53ef\u80fd\u539f\u56e0\u5305\u62ec\uff1a<\/p>\n

                  \n
                • \u8bad\u7ec3\u65f6\u95f4\u4e0d\u8db3<\/li>\n
                • \u5f02\u6b65\u5ef6\u8fdf<\/li>\n
                • \u6c99\u7bb1\u5931\u8d25<\/li>\n
                • \u6a21\u578b\u89c4\u6a21\u9650\u5236<\/li>\n<\/ul>\n

                  \u53e6\u5916\uff0c\u4e00\u4e2a\u66f4\u5173\u952e\u7684\u95ee\u9898\uff1a\u9a8c\u8bc1\u5668\u3002<\/strong><\/p>\n

                  \u6a21\u578b\u6700\u7ec8\u4f18\u5316\u7684\u662f\uff1a\u5b83\u80fd\u770b\u5230\u7684\u53cd\u9988\u3002<\/p>\n

                  \u5982\u679c\u6d4b\u8bd5\u8bbe\u8ba1\u4e0d\u597d\uff0cAgent \u53ef\u80fd\u5b66\u4f1a\uff1a\u8ba9\u6d4b\u8bd5\u901a\u8fc7\u3002<\/strong><\/p>\n

                  \u4f46\u4e0d\u4e00\u5b9a\uff1a\u8ba9\u7cfb\u7edf\u6b63\u786e\u3002<\/p>\n

                  \u6bd4\u5982\uff1a<\/p>\n

                    \n
                  • \u6743\u9650\u95ee\u9898\u3002<\/li>\n
                  • \u5f02\u5e38\u5904\u7406\u3002<\/li>\n
                  • \u6027\u80fd\u4e0b\u964d\u3002<\/li>\n
                  • \u4ee3\u7801\u7ef4\u62a4\u6210\u672c\u3002<\/li>\n<\/ul>\n

                    \u8fd9\u4e9b\u5f80\u5f80\u4e0d\u4f1a\u51fa\u73b0\u5728\u7b80\u5355\u6d4b\u8bd5\u91cc\u3002<\/p>\n

                    \"\u9a8c\u8bc1\u5668\u80fd\u770b\u89c1\u7684\u6210\u529f\u4e0e\u5b8c\u6574\u4e1a\u52a1\u6b63\u786e\u4e4b\u95f4\u7684\u8fb9\u754c\"\u9a8c\u8bc1\u5668\u80fd\u770b\u89c1\u7684\u6210\u529f\u4e0e\u5b8c\u6574\u4e1a\u52a1\u6b63\u786e\u4e4b\u95f4\u7684\u8fb9\u754c<\/span><\/p>\n

                    \u9a8c\u8bc1\u5668\u80fd\u770b\u89c1\u7684\u6210\u529f\u4e0e\u5b8c\u6574\u4e1a\u52a1\u6b63\u786e\u4e4b\u95f4\u7684\u8fb9\u754c<\/p>\n

                    \u56fe 3\uff5c\u9a8c\u8bc1\u5668\u53ea\u4f1a\u5956\u52b1\u5b83\u80fd\u89c2\u5bdf\u5230\u7684\u76ee\u6807\uff1b\u6743\u9650\u3001\u5b89\u5168\u3001\u6027\u80fd\u548c\u53ef\u7ef4\u62a4\u6027\u4ecd\u9700\u5355\u72ec\u5b9a\u4e49\u3002<\/p>\n

                    \u6240\u4ee5\u672a\u6765 Coding Agent \u7684\u6838\u5fc3\u7ade\u4e89\u529b\uff0c\u5f88\u53ef\u80fd\u4e0d\u662f\uff1a<\/p>\n

                    \u8c01\u6d4b\u8bd5\u66f4\u591a\u3002<\/p>\n

                    \u800c\u662f\u8c01\u80fd\u8bbe\u8ba1\u66f4\u597d\u7684\u9a8c\u8bc1\u4f53\u7cfb\u3002<\/p>\n

                    \u5927\u591a\u6570\u5f00\u53d1\u8005\uff0c\u73b0\u5728\u4e0d\u7528\u6025\u7740\u8bad\u7ec3\u81ea\u5df1\u7684 Agent<\/h4>\n

                    \u770b\u5230\u5f3a\u5316\u5b66\u4e60\u3001Agent \u8bad\u7ec3\u8fd9\u4e9b\u5173\u952e\u8bcd\uff0c\u5f88\u591a\u5f00\u53d1\u8005\u53ef\u80fd\u4f1a\u89c9\u5f97\uff1a<\/p>\n

                    \u662f\u4e0d\u662f\u5e94\u8be5\u9a6c\u4e0a\u642d\u81ea\u5df1\u7684\u8bad\u7ec3\u5e73\u53f0\uff1f<\/p>\n

                    \u5176\u5b9e\u5927\u90e8\u5206\u56e2\u961f\u8fd8\u6ca1\u6709\u5fc5\u8981\u3002<\/p>\n

                    \u771f\u6b63\u9002\u5408\u5c1d\u8bd5\u8fd9\u7c7b\u65b9\u6848\u7684\u56e2\u961f\uff0c\u4e00\u822c\u5177\u5907\uff1a<\/p>\n

                      \n
                    • \u53ef\u4ee5\u63a7\u5236\u6a21\u578b\u548c\u63a8\u7406\u670d\u52a1\uff1b<\/li>\n
                    • \u6709\u5927\u91cf\u91cd\u590d\u4efb\u52a1\uff1b<\/li>\n
                    • \u6709\u7a33\u5b9a\u6d4b\u8bd5\u73af\u5883\uff1b<\/li>\n
                    • \u6709\u660e\u786e\u8bc4\u4ef7\u6807\u51c6\u3002<\/li>\n<\/ul>\n

                      \u4f8b\u5982\uff1a<\/p>\n

                      \u4ee3\u7801\u8fc1\u79fb\u3002<\/p>\n

                      \u81ea\u52a8\u4fee\u590d\u3002<\/p>\n

                      \u5185\u90e8\u811a\u624b\u67b6\u751f\u6210\u3002<\/p>\n

                      \u56fa\u5b9a\u9886\u57df\u5f00\u53d1\u4efb\u52a1\u3002<\/p>\n

                      \u8fd9\u4e9b\u573a\u666f\u66f4\u5bb9\u6613\u5f62\u6210\u8bad\u7ec3\u95ed\u73af\u3002<\/p>\n

                      \"\u54ea\u4e9b\u56e2\u961f\u9002\u5408\u8bad\u7ec3\u81ea\u5df1\u7684\u54ea\u4e9b\u56e2\u961f\u9002\u5408\u8bad\u7ec3\u81ea\u5df1\u7684 Coding Agent\uff0c\u4ee5\u53ca\u5927\u591a\u6570\u5f00\u53d1\u8005\u5e94\u5148\u5b8c\u6210\u7684\u5de5\u4f5c<\/span><\/p>\n

                      \u54ea\u4e9b\u56e2\u961f\u9002\u5408\u8bad\u7ec3\u81ea\u5df1\u7684 Coding Agent\uff0c\u4ee5\u53ca\u5927\u591a\u6570\u5f00\u53d1\u8005\u5e94\u5148\u5b8c\u6210\u7684\u5de5\u4f5c<\/p>\n

                      \u56fe 4\uff5c\u5148\u5224\u65ad\u4efb\u52a1\u548c\u9a8c\u8bc1\u6761\u4ef6\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u6295\u5165\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n

                      \u5bf9\u4e8e\u666e\u901a\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u73b0\u5728\u66f4\u91cd\u8981\u7684\u662f\u53e6\u4e00\u4ef6\u4e8b\uff1a<\/p>\n

                      \u5148\u8ba9\u81ea\u5df1\u7684\u5f00\u53d1\u8fc7\u7a0b\u53d8\u5f97\u53ef\u9a8c\u8bc1\u3002<\/strong><\/p>\n

                      \u6bd4\u5982\uff1a<\/p>\n

                        \n
                      • \u5199\u6e05\u695a\u5b8c\u6210\u6807\u51c6\uff1b<\/li>\n
                      • \u589e\u52a0\u81ea\u52a8\u5316\u6d4b\u8bd5\uff1b<\/li>\n
                      • \u5b8c\u5584 CI\uff1b<\/li>\n
                      • \u5728\u9694\u79bb\u73af\u5883\u8fd0\u884c Agent\uff1b<\/li>\n
                      • \u4fdd\u5b58\u65e5\u5fd7\u548c\u4fee\u6539\u8bb0\u5f55\u3002<\/li>\n<\/ul>\n

                        \u56e0\u4e3a\u6ca1\u6709\u660e\u786e\u6807\u51c6\uff0c\u5c31\u7b97\u8bad\u7ec3 Agent\uff0c\u4e5f\u53ea\u662f\u628a\u6df7\u4e71\u653e\u5927\u3002<\/p>\n

                        Coding Agent \u7684\u672a\u6765\uff0c\u53ef\u80fd\u5c5e\u4e8e\u62e5\u6709\u201c\u5de5\u7a0b\u53cd\u9988\u7cfb\u7edf\u201d\u7684\u56e2\u961f<\/h4>\n

                        \u8fd9\u6b21\u5b9e\u9a8c\u5e76\u6ca1\u6709\u8bc1\u660e\uff1a<\/p>\n

                        Coding Agent \u5df2\u7ecf\u53ef\u4ee5\u81ea\u4e3b\u8fdb\u5316\u3002<\/p>\n

                        \u5b83\u53ea\u662f\u8bc1\u660e\u4e86\u4e00\u6761\u66f4\u6e05\u6670\u7684\u65b9\u5411\uff1a<\/p>\n

                        \u672a\u6765 Agent \u4e0d\u53ea\u662f\u8c03\u7528\u5de5\u5177\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

                        \u5b83\u53ef\u80fd\u4f1a\u901a\u8fc7\uff1a<\/p>\n

                          \n
                        1. \u771f\u5b9e\u73af\u5883\u3002<\/li>\n
                        2. \u771f\u5b9e\u53cd\u9988\u3002<\/li>\n
                        3. \u771f\u5b9e\u5931\u8d25\u3002<\/li>\n<\/ol>\n

                          \u4e0d\u65ad\u8c03\u6574\u81ea\u5df1\u7684\u884c\u4e3a\u3002<\/p>\n

                          \u4f46\u5bf9\u4e8e\u5927\u591a\u6570\u4f01\u4e1a\u6765\u8bf4\uff0c\u7b2c\u4e00\u6b65\u4e0d\u662f\u9a6c\u4e0a\u7814\u7a76 GRPO\u3002<\/p>\n

                          \u800c\u662f\u89e3\u51b3\u4e00\u4e2a\u66f4\u57fa\u7840\u7684\u95ee\u9898\uff1a<\/p>\n

                          \u4ec0\u4e48\u53eb\u5b8c\u6210\uff1f<\/strong><\/p>\n

                          \u5982\u679c\u4e00\u4e2a\u4efb\u52a1\u6ca1\u6709\u6e05\u6670\u9a8c\u6536\u6807\u51c6\uff0c\u6ca1\u6709\u53ef\u9760\u6d4b\u8bd5\uff0c\u6ca1\u6709\u53ef\u89c2\u5bdf\u53cd\u9988\uff0c\u90a3\u4e48 AI \u518d\u5f3a\uff0c\u4e5f\u53ea\u80fd\u9760\u731c\u3002<\/p>\n

                          \u672a\u6765\u7684\u8f6f\u4ef6\u5de5\u7a0b\u7ade\u4e89\uff0c\u4e5f\u8bb8\u4e0d\u53ea\u662f\u6a21\u578b\u80fd\u529b\u7ade\u4e89\u3002<\/p>\n

                          \u66f4\u662f\uff1a<\/p>\n

                          \u4efb\u52a1\u5b9a\u4e49\u80fd\u529b\u3002<\/p>\n

                          \u9a8c\u8bc1\u4f53\u7cfb\u80fd\u529b\u3002<\/p>\n

                          \u5de5\u7a0b\u53cd\u9988\u80fd\u529b\u3002<\/p>\n

                          \u7684\u7ade\u4e89\u3002<\/p>\n

                          AI \u53ef\u4ee5\u8d8a\u6765\u8d8a\u5feb\u5730\u5199\u4ee3\u7801\u3002<\/p>\n

                          \u4f46\u771f\u6b63\u51b3\u5b9a\u4e00\u4e2a\u56e2\u961f\u80fd\u4e0d\u80fd\u6301\u7eed\u4ea4\u4ed8\u7684\uff0c\u662f\u80fd\u4e0d\u80fd\u8ba9 AI \u7684\u6bcf\u4e00\u6b21\u884c\u52a8\uff0c\u90fd\u8fdb\u5165\u4e00\u4e2a\u53ef\u7406\u89e3\u3001\u53ef\u9a8c\u8bc1\u3001\u53ef\u590d\u76d8\u7684\u5de5\u7a0b\u95ed\u73af\u3002<\/p>\n

                          \u53c2\u8003\u8d44\u6599<\/h4>\n
                            \n
                          1. Hugging Face\uff1aTraining a coding agent using the OpenCode harness in remote HF sandboxes with TRL and OpenEnv<\/li>\n
                          2. Hugging Face TRL Docs\uff1aOpenEnv Integration for Training LLMs with Environments<\/li>\n
                          3. Hugging Face TRL\uff1aOpenCode HF Sandbox \u793a\u4f8b<\/li>\n
                          4. Hugging Face OpenEnv\uff1aOpenCode Environment<\/li>\n
                          5. Hugging Face Datasets\uff1aDeepCoder-Preview-Dataset<\/li>\n
                          6. Yu \u7b49\uff1aOpenForgeRL: Train Harness-native Agents in Any Environment<\/li>\n
                          7. Luo \u7b49\uff1aTraining Long-Context, Multi-Turn Software Engineering Agents with Reinforcement Learning<\/li>\n<\/ol>\n

                            \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

                            <\/div>\n

                            <\/g><\/svg><\/i> \"Loading\"<\/p>\n

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

                            \u672a\u6765\u7684 Coding Agent\uff0c\u53ef\u80fd\u4e0d\u53ea\u662f\u88ab\u63d0\u793a\u8bcd\u9a71\u52a8\uff0c\u800c\u662f\u53ef\u4ee5\u901a\u8fc7\u771f\u5b9e\u5de5\u4f5c\u8fc7\u7a0b\u4e0d\u65ad\u5b66\u4e60\u30028 \u6708 5 \u65e5\uff0cH […]<\/p>\n

                            <\/div>\n

                            <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                            <\/div>\n","protected":false},"author":56,"featured_media":29999,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[3,23,20,80],"tags":[2271],"class_list":["post-29998","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","tag-coding-agent-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29998","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=29998"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29998\/revisions"}],"predecessor-version":[{"id":30005,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29998\/revisions\/30005"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/29999"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=29998"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=29998"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=29998"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}