{"id":2134,"date":"2026-08-14T12:40:43","date_gmt":"2026-08-14T04:40:43","guid":{"rendered":"https:\/\/www.imaseo.com\/blog\/?p=2134"},"modified":"2026-06-26T11:55:42","modified_gmt":"2026-06-26T03:55:42","slug":"make-ai-programming-reproducible-uahf","status":"publish","type":"post","link":"https:\/\/www.imaseo.com\/blog\/ai-tools\/make-ai-programming-reproducible-uahf","title":{"rendered":"\u5982\u4f55\u8ba9AI\u7f16\u7a0b\u4ece\u8d4c\u8fd0\u6c14\u53d8\u6210\u53ef\u590d\u73b0\uff0cUniversal AI Harness Framework\u600e\u4e48\u505a\u5230\uff1f"},"content":{"rendered":"

\u5982\u4f55\u8ba9AI\u7f16\u7a0b\u4ece\u8d4c\u8fd0\u6c14\u53d8\u6210\u53ef\u590d\u73b0\uff0cUniversal AI Harness Framework\u600e\u4e48\u505a\u5230\uff1f<\/strong><\/p>\n

\u5728AI\u7f16\u7a0b\u8d8a\u6765\u8d8a\u666e\u53ca\u7684\u4eca\u5929\uff0c\u5f88\u591a\u5f00\u53d1\u8005\u90fd\u9047\u5230\u8fc7\u540c\u6837\u7684\u632b\u8d25\uff1a\u8ba9AI\u5199\u4e00\u6bb5\u4ee3\u7801\uff0c\u7ed3\u679c\u50cf\u5f00\u76f2\u76d2\u3002\u4eca\u5929\u5199\u5f97\u4e0d\u9519\uff0c\u660e\u5929\u6362\u4e2a\u5bf9\u8bdd\u6846\u5c31\u8dd1\u504f\uff1b\u4e0a\u5468\u5ba1\u67e5\u901a\u8fc7\u7684\u903b\u8f91\uff0c\u8fd9\u5468\u590d\u73b0\u65f6\u5374\u5b8c\u5168\u4e0d\u8bb0\u5f97\u5f53\u521d\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5199\u3002<\/p>\n

\u8fd9\u79cd\u201c\u8d4c\u8fd0\u6c14\u201d\u7684\u5f00\u53d1\u65b9\u5f0f\u6b63\u5728\u6210\u4e3aAI\u65f6\u4ee3\u6700\u5927\u7684\u9690\u5f62\u6210\u672c\u3002\u800c Universal AI Harness Framework<\/strong>\uff08\u7b80\u79f0 Harness\uff09\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u800c\u751f\u3002\u5b83\u628aAI\u7f16\u7a0b\u4ece\u4f9d\u8d56\u63d0\u793a\u8bcd\u7684\u968f\u673a\u884c\u4e3a\uff0c\u53d8\u6210\u4e00\u5957\u53ef\u5b9a\u4e49\u3001\u53ef\u5ba1\u67e5\u3001\u53ef\u91cd\u590d\u7684\u5de5\u7a0b\u4f53\u7cfb\u3002<\/p>\n

AI\u7f16\u7a0b\u7684\u4e09\u5927\u6838\u5fc3\u75db\u70b9<\/h3>\n

\u5927\u591a\u6570\u4eba\u7528AI\u5199\u4ee3\u7801\u65f6\uff0c\u90fd\u4f1a\u9047\u5230\u4ee5\u4e0b\u4e09\u4e2a\u65e0\u6cd5\u56de\u907f\u7684\u95ee\u9898\uff1a<\/p>\n

    \n
  1. \u884c\u4e3a\u4e0d\u53ef\u63a7<\/strong>\uff1aLLM\u5728\u6ca1\u6709\u660e\u786e\u8fb9\u754c\u65f6\uff0c\u503e\u5411\u4e8e\u201c\u81ea\u4f5c\u806a\u660e\u201d\u3002\u4f60\u8bf4\u201c\u4f18\u5316\u8fd9\u4e2a\u67e5\u8be2\u201d\uff0c\u5b83\u53ef\u80fd\u76f4\u63a5\u628a\u6574\u4e2a service \u91cd\u6784\u4e86\u3002<\/li>\n
  2. \u8fc7\u7a0b\u4e0d\u53ef\u5ba1\u67e5<\/strong>\uff1a\u4ee3\u7801\u5199\u51fa\u6765\u4e86\uff0c\u4f46\u4f60\u4e0d\u77e5\u9053AI\u5f53\u65f6\u7684\u51b3\u7b56\u4f9d\u636e\u662f\u4ec0\u4e48\u3002\u51fa\u4e86bug\u4e5f\u65e0\u6cd5\u8ffd\u6eaf\u3002<\/li>\n
  3. \u4e0a\u4e0b\u6587\u4e0d\u53ef\u6301\u4e45<\/strong>\uff1a\u5bf9\u8bdd\u4e00\u6362\u3001\u9879\u76ee\u4e00\u5207\uff0c\u4e4b\u524d\u7684\u89c4\u5219\u3001\u504f\u597d\u3001\u5b89\u5168\u8fb9\u754c\u5168\u90e8\u5931\u6548\uff0c\u9700\u8981\u53cd\u590d\u63d0\u9192\u3002<\/li>\n<\/ol>\n

    \u8fd9\u4e9b\u95ee\u9898\u7528\u66f4\u5f3a\u7684\u63d0\u793a\u8bcd\u5f88\u96be\u6839\u672c\u89e3\u51b3\u3002\u56e0\u4e3a\u63d0\u793a\u8bcd\u662f\u4e34\u65f6\u7684\uff0c\u800c\u5de5\u7a0b\u9700\u8981\u7684\u662f\u6301\u4e45\u7684\u7ea6\u675f\u3002<\/p>\n

    Harness \u7684\u4ef7\u503c\u5c31\u5728\u4e8e\uff1a\u5b83\u628a\u8fd9\u4e9b\u7ea6\u675f\u4ece\u201c\u5bf9\u8bdd\u201d\u642c\u5230\u4e86\u201c\u73af\u5883\u201d\u91cc\uff0c\u8ba9Agent\u8fdb\u5165\u9879\u76ee\u5c31\u50cf\u8fdb\u5165\u4e00\u4e2a\u89c4\u5219\u6e05\u6670\u7684\u5de5\u5382\uff0c\u77e5\u9053\u4ece\u54ea\u5f00\u59cb\u3001\u80fd\u505a\u4ec0\u4e48\u3001\u505a\u5230\u4ec0\u4e48\u7a0b\u5ea6\u624d\u7b97\u5b8c\u6210\u3002<\/p>\n

    Harness \u7684\u6838\u5fc3\u7406\u5ff5\uff1a\u6587\u4ef6\u5373\u5951\u7ea6<\/h3>\n

    Harness \u6700\u6838\u5fc3\u7684\u8bbe\u8ba1\u662f\u201c\u6587\u4ef6\u5373\u5951\u7ea6\u201d<\/strong>\u3002\u6240\u6709\u91cd\u8981\u7684\u89c4\u5219\u3001\u8fb9\u754c\u3001\u51b3\u7b56\u90fd\u4e0d\u518d\u4f9d\u8d56\u4eba\u8111\u8bb0\u5fc6\u6216\u804a\u5929\u8bb0\u5f55\uff0c\u800c\u662f\u4ee5\u666e\u901a\u6587\u4ef6\u7684\u5f62\u5f0f\u56fa\u5316\u4e0b\u6765\u3002<\/p>\n

    \u5177\u4f53\u5305\u62ec\u4ee5\u4e0b\u51e0\u7c7b\u5173\u952e\u6587\u4ef6\uff1a<\/p>\n

      \n
    • AGENTS.md<\/strong>\uff1a\u4ed3\u5e93\u7ea7\u5165\u53e3\u6587\u6863\uff0cAgent \u8fdb\u5165\u9879\u76ee\u7b2c\u4e00\u4ef6\u4e8b\u5c31\u662f\u8bfb\u5b83\uff0c\u660e\u786e\u6574\u4f53\u76ee\u6807\u3001\u539f\u5219\u548c\u7981\u533a\u3002<\/li>\n
    • .aiassistant\/rules\/*.md<\/strong>\uff1a\u786c\u6027\u7ea6\u675f\u89c4\u5219\uff0c\u4f8b\u5982\u201c\u7981\u6b62\u76f4\u63a5\u64cd\u4f5c\u751f\u4ea7\u6570\u636e\u5e93\u201d\u201c\u6240\u6709\u6570\u636e\u5e93\u53d8\u66f4\u5fc5\u987b\u751f\u6210\u8fc1\u79fb\u6587\u4ef6\u201d\u3002<\/li>\n
    • docs\/<\/strong>\/.md<\/em>*\uff1a\u67b6\u6784\u51b3\u7b56\u8bb0\u5f55\u3001\u9886\u57df\u77e5\u8bc6\u3001\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u8ba9AI\u771f\u6b63\u201c\u61c2\u201d\u4f60\u7684\u4e1a\u52a1\u3002<\/li>\n
    • .task\/<\/strong> \u76ee\u5f55\uff1a\u5f53\u524d\u5177\u4f53\u4efb\u52a1\u7684\u5b8c\u6574\u5feb\u7167\uff0c\u5305\u62ec\u9700\u6c42\u51bb\u7ed3\u7248\u672c\u3001\u5b9e\u73b0\u8ba1\u5212\u3001\u4e0a\u4e0b\u6587\u5305\u3001\u5ba1\u67e5\u7ed3\u8bba\u3002<\/li>\n<\/ul>\n

      \u8fd9\u4e9b\u6587\u4ef6\u5168\u90e8\u53ef\u4ee5\u88ab Git \u7ba1\u7406\u3001Code Review\u3001CI \u68c0\u67e5\u3002\u5b83\u4eec\u4e0d\u518d\u662f\u201c\u7ed9AI\u770b\u7684\u63d0\u793a\u8bcd\u201d\uff0c\u800c\u662f\u771f\u6b63\u7684\u5de5\u7a0b\u4ea7\u7269\u3002<\/p>\n

      \u660e\u786e Scope\uff1a\u8ba9AI\u77e5\u9053\u201c\u4e0d\u80fd\u505a\u4ec0\u4e48\u201d<\/h3>\n

      Harness \u5728\u6bcf\u6b21\u7f16\u7801\u52a8\u4f5c\u524d\uff0c\u90fd\u8981\u6c42\u5148\u5b9a\u4e49 Allowed Scope\uff08\u5141\u8bb8\u8303\u56f4\uff09<\/strong> \u548c Forbidden Scope\uff08\u7981\u6b62\u8303\u56f4\uff09<\/strong>\u3002<\/p>\n

      \u6bd4\u5982\u4e00\u4e2a\u4efb\u52a1\u53ef\u80fd\u662f\uff1a<\/p>\n

        \n
      • Allowed Scope\uff1a\u4ec5\u4f18\u5316 UserService \u4e2d\u7684 queryUserById \u65b9\u6cd5<\/li>\n
      • Forbidden Scope\uff1a\u4e0d\u5141\u8bb8\u4fee\u6539\u4efb\u4f55\u5176\u4ed6 Service\u3001\u4e0d\u5141\u8bb8\u65b0\u589e\u8868\u5b57\u6bb5\u3001\u4e0d\u5141\u8bb8\u6539\u53d8\u8fd4\u56de\u7ed3\u6784<\/li>\n<\/ul>\n

        \u4e00\u65e6Agent\u7684\u884c\u4e3a\u8d85\u51fa Forbidden Scope\uff0c\u7cfb\u7edf\u4f1a\u7acb\u5373\u6253\u65ad\u5e76\u8981\u6c42\u4fee\u6b63\u3002\u8fd9\u79cd\u673a\u5236\u6781\u5927\u964d\u4f4e\u4e86\u201c\u5e7b\u89c9\u5f0f\u91cd\u6784\u201d\u7684\u6982\u7387\u3002<\/p>\n

        \u4efb\u52a1\u5206\u7ea7\uff1a\u4e0d\u641e\u4e00\u5200\u5207\u7684\u5f62\u5f0f\u4e3b\u4e49<\/h3>\n

        \u4e0d\u662f\u6240\u6709\u4efb\u52a1\u90fd\u9700\u8981\u8d70\u5b8c\u6574\u6d41\u7a0b\u3002Harness \u628a\u4efb\u52a1\u5206\u4e3a\u4e09\u4e2a\u5c42\u7ea7\uff08Tier\uff09\uff1a<\/p>\n

          \n
        • Tier 1\uff08\u7b80\u5355\u4efb\u52a1\uff09<\/strong>\uff1a\u5c0f\u8c03\u6574\u3001\u6587\u6863\u5b8c\u5584\u3001\u7b80\u5355\u4fee\u590d\uff0c\u53ea\u9700\u8f7b\u91cf\u8bb0\u5f55\u3002<\/li>\n
        • Tier 2\uff08\u6807\u51c6\u4efb\u52a1\uff09<\/strong>\uff1a\u5e38\u89c4\u529f\u80fd\u5f00\u53d1\uff0c\u9700\u8981\u5b8c\u6574\u7684\u9700\u6c42\u51bb\u7ed3\u3001\u8ba1\u5212\u3001\u6267\u884c\u3001\u5ba1\u67e5\u3002<\/li>\n
        • Tier 3\uff08\u590d\u6742\u4efb\u52a1\uff09<\/strong>\uff1a\u6d89\u53ca\u67b6\u6784\u8c03\u6574\u3001\u6838\u5fc3\u6a21\u5757\u91cd\u6784\uff0c\u5fc5\u987b\u7ecf\u8fc7\u591a\u8f6e\u5ba1\u67e5\u548c\u5b8c\u6574\u6587\u6863\u5316\u3002<\/li>\n<\/ul>\n

          \u8fd9\u79cd\u5206\u7ea7\u8bbe\u8ba1\u8ba9\u6d41\u7a0b\u65e2\u4e25\u8c28\u53c8\u7075\u6d3b\uff0c\u907f\u514d\u4e86\u4e3a\u4e86\u5f62\u5f0f\u4e3b\u4e49\u6d6a\u8d39\u7cbe\u529b\u3002<\/p>\n

          \u8fc7\u7a0b\u53ef\u5ba1\u67e5\uff1a\u628a\u51b3\u7b56\u4e5f\u7eb3\u5165\u7248\u672c\u7ba1\u7406<\/h3>\n

          \u8fd9\u662f Harness \u6700\u6709\u4ef7\u503c\u7684\u5730\u65b9\u4e4b\u4e00\u3002<\/p>\n

          \u4f20\u7edf\u65b9\u5f0f\u91cc\uff0cAI\u7684\u601d\u8003\u8fc7\u7a0b\u53ea\u5b58\u5728\u4e8e\u5bf9\u8bdd\u8bb0\u5f55\u91cc\uff0c\u6781\u6613\u4e22\u5931\u3002Harness \u8981\u6c42\u628a\u4ee5\u4e0b\u5185\u5bb9\u5168\u90e8\u4ee5\u7ed3\u6784\u5316\u6587\u6863\u5f62\u5f0f\u4fdd\u5b58\u5728 .task\/<\/code> \u76ee\u5f55\u4e0b\uff1a<\/p>\n

            \n
          • \u9700\u6c42\u51bb\u7ed3\u7248\u672c\uff08PRD\uff09<\/li>\n
          • \u6280\u672f\u5b9e\u73b0\u8ba1\u5212<\/li>\n
          • \u4e0a\u4e0b\u6587\u5feb\u7167\uff08\u5f53\u65f6\u8bfb\u53d6\u4e86\u54ea\u4e9b\u6587\u6863\uff09<\/li>\n
          • \u5ba1\u67e5\u610f\u89c1\u548c\u7ed3\u8bba<\/li>\n
          • \u6700\u7ec8\u53d8\u66f4\u5f71\u54cd\u8bc4\u4f30<\/li>\n<\/ul>\n

            \u8fd9\u4e9b\u6587\u6863\u8ba9\u51e0\u4e2a\u6708\u540e\u7684\u4f60\u4f9d\u7136\u80fd\u6e05\u695a\u77e5\u9053\uff1a\u201c\u5f53\u521dAI\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5199\uff1f\u5f53\u65f6\u7684\u5047\u8bbe\u662f\u4ec0\u4e48\uff1f\u8c01review\u8fc7\uff1f\u57fa\u4e8e\u4ec0\u4e48\u7406\u7531\u901a\u8fc7\u7684\uff1f\u201d<\/p>\n

            \u8fd9\u6781\u5927\u63d0\u5347\u4e86\u4ee3\u7801\u7684\u957f\u671f\u53ef\u7ef4\u62a4\u6027\uff0c\u4e5f\u8ba9\u56e2\u961f\u534f\u4f5c\u4e2d\u7684AI\u884c\u4e3a\u53d8\u5f97\u900f\u660e\u53ef\u63a7\u3002<\/p>\n

            \u5982\u4f55\u5728\u56e2\u961f\u4e2d\u843d\u5730 Harness\uff1f<\/h3>\n

            \u843d\u5730 Harness \u5e76\u4e0d\u9700\u8981\u5168\u65b0\u5de5\u5177\u94fe\uff0c\u4f60\u5b8c\u5168\u53ef\u4ee5\u7528\u73b0\u6709\u6280\u672f\u6808\u5b9e\u73b0\uff1a<\/p>\n

              \n
            1. \u5728\u9879\u76ee\u6839\u76ee\u5f55\u5efa\u7acb\u7edf\u4e00\u7684 AGENTS.md<\/code> \u548c .aiassistant\/rules\/<\/code> \u76ee\u5f55\uff1b<\/li>\n
            2. \u5236\u5b9a\u56e2\u961f\u7edf\u4e00\u7684\u89c4\u5219\u6a21\u677f\uff08\u5b89\u5168\u8fb9\u754c\u3001\u4ee3\u7801\u98ce\u683c\u3001\u67b6\u6784\u539f\u5219\uff09\uff1b<\/li>\n
            3. \u6bcf\u6b21\u91cd\u8981\u4efb\u52a1\u90fd\u5728 .task\/<\/code> \u4e0b\u5efa\u7acb\u72ec\u7acb\u6587\u4ef6\u5939\uff0c\u8bb0\u5f55\u5168\u6d41\u7a0b\uff1b<\/li>\n
            4. \u5c06\u6587\u4ef6\u5ba1\u67e5\u7eb3\u5165\u73b0\u6709\u7684 Code Review \u6d41\u7a0b\uff1b<\/li>\n
            5. \u9010\u6b65\u5c06\u5386\u53f2\u67b6\u6784\u51b3\u7b56\u3001\u4e1a\u52a1\u77e5\u8bc6\u8fc1\u79fb\u5230 docs\/<\/code> \u76ee\u5f55\uff0c\u5f62\u6210\u4f01\u4e1a\u77e5\u8bc6\u5e93\u3002<\/li>\n<\/ol>\n

              \u5f53\u8fd9\u4e9b\u4e60\u60ef\u5f62\u6210\u540e\uff0c\u4f60\u4f1a\u53d1\u73b0\uff1aAI \u4e0d\u518d\u662f\u4e00\u4e2a\u201c\u5076\u5c14\u5f88\u806a\u660e\u4f46\u7ecf\u5e38\u72af\u8822\u201d\u7684\u52a9\u624b\uff0c\u800c\u53d8\u6210\u4e86\u4e00\u4e2a\u9075\u5b88\u89c4\u5219\u3001\u53ef\u88ab\u8bad\u7ec3\u3001\u53ef\u88ab\u5ba1\u8ba1\u7684\u201c\u5de5\u7a0b\u4f19\u4f34\u201d\u3002<\/p>\n

              \u4ece\u63d0\u793a\u8bcd\u65f6\u4ee3\u5230 Harness \u5de5\u7a0b\u65f6\u4ee3<\/h3>\n

              AI Coding \u7684\u4e0a\u534a\u573a\u62fc\u7684\u662f\u201c\u8ba9AI\u66f4\u806a\u660e\u201d\uff0c\u4e0b\u534a\u573a\u62fc\u7684\u662f\u201c\u8ba9AI\u66f4\u53ef\u63a7\u201d\u3002<\/p>\n

              \u771f\u6b63\u62c9\u5f00\u5dee\u8ddd\u7684\uff0c\u4e0d\u518d\u662f\u4f1a\u7528\u591a\u5c11\u4e2aAgent\uff0c\u800c\u662f\uff1a<\/p>\n

                \n
              • \u4f60\u80fd\u5426\u628a\u6a21\u7cca\u60f3\u6cd5\u8f6c\u5316\u4e3a\u6e05\u6670\u3001\u53ef\u6267\u884c\u7684\u5de5\u7a0b\u5951\u7ea6\uff1b<\/li>\n
              • \u4f60\u80fd\u5426\u5efa\u7acb\u4e00\u5957\u673a\u5236\uff0c\u8ba9AI\u8fd9\u6b21\u72af\u7684\u9519\u4e0b\u6b21\u6c38\u8fdc\u4e0d\u72af\uff1b<\/li>\n
              • \u4f60\u80fd\u5426\u628aAI\u7684\u884c\u4e3a\u7eb3\u5165\u5de5\u7a0b\u7ba1\u7406\u4f53\u7cfb\uff0c\u800c\u4e0d\u662f\u6e38\u79bb\u5728\u4f53\u7cfb\u4e4b\u5916\u3002<\/li>\n<\/ul>\n

                Universal AI Harness Framework \u6b63\u662f\u4e3a\u8fd9\u4e2a\u540e\u534a\u573a\u800c\u8bbe\u8ba1\u7684\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u65b0\u7684AI\u6a21\u578b\uff0c\u800c\u662f\u4e00\u5957\u628aAI\u5f7b\u5e95\u5de5\u7a0b\u5316\u7684\u65b9\u6cd5\u8bba\u3002<\/p>\n

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