{"id":800292,"date":"2026-06-16T18:01:21","date_gmt":"2026-06-16T10:01:21","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=800292"},"modified":"2026-06-16T18:01:21","modified_gmt":"2026-06-16T10:01:21","slug":"%e6%8f%90%e7%a4%ba%e8%af%8d%e8%bf%87%e6%97%b6%e4%ba%86%ef%bc%9fai%e6%9c%80%e6%96%b0%e7%9a%84%e7%8e%a9%e6%b3%95%e6%98%af%e6%97%a0%e9%99%90%e6%b5%81","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=800292","title":{"rendered":"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d"},"content":{"rendered":"<p>\u8981\u4e0d\u8bf4 AI \u5708\u90fd\u662f\u9020\u8bcd\u5927\u5e08\u5462\uff0c\u56de\u770b\u8fc7\u53bb\u8fd9\u4e00\u5e74\uff0c\u90fd\u5df2\u7ecf\u9020\u51fa\u4e86\u591a\u5c11\u4e2a\u65b0\u8bcd\u4e86\u3002<\/p>\n<p>\u63d0\u793a\u8bcd\u5de5\u7a0b\u706b\u4e86\uff0c\u706b\u5b8c\u4e4b\u540e Harness \u5de5\u7a0b\uff0c\u73b0\u5728\u53c8\u8f6e\u5230\u4e86\u5faa\u73af\u5de5\u7a0b\u3002\u4ee5\u524d\u662f\u628a\u63d0\u793a\u8bcd\u5199\u597d\u6700\u91cd\u8981\uff0c\u6a21\u578b\u7684\u80fd\u529b\u4f53\u73b0\u5728\u6211\u4eec\u5582\u7ed9\u5b83\u4ec0\u4e48\u6837\u7684\u63d0\u793a\u8bcd\u3002\u540e\u9762\u662f Harness \u91cd\u8981\uff0c\u8981\u60f3\u6a21\u578b\u4ea7\u51fa\u7a33\u5b9a\u7684\u7ed3\u679c\uff0c\u7ed9\u5b83\u5957\u4e00\u4e2a\u9a6c\u978d\uff0c\u8ba9\u5b83\u5728\u6846\u67b6\u5185\u8fd0\u4f5c\u5f88\u91cd\u8981\u3002<\/p>\n<p>\u518d\u5230\u73b0\u5728\uff0cLoop Engineering\uff0c\u5faa\u73af\u5de5\u7a0b\uff0c\u5199\u63d0\u793a\u8bcd\u3001\u5199 Harness \u90fd\u6bd4\u4e0d\u8fc7\u5199\u597d\u4e00\u4e2a\u5faa\u73af\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/50E94698D59D430B4EA91A50DBB4C8089322278D_size177_w1080_h654.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u9f99\u867e\u4e4b\u7236\u5728 X \u53d1\u6587\uff0c\u4e0d\u8981\u5728 Coding Agent \u7c7b\u4ea7\u54c1\u91cc\u9762\u5199\u63d0\u793a\u8bcd\u4e86\uff0c\u6211\u4eec\u5e94\u8be5\u8bbe\u8ba1\u4e00\u4e9b\u5faa\u73af\u6765\u4f7f\u7528\u8fd9\u4e9b Agent\u3002Codex \u8d1f\u8d23\u4eba Tibo \u4e5f\u5f88\u5feb\u8f6c\u53d1\u4e86\u8fd9\u5219\u63a8\u6587\uff0c\u95ee\u7f51\u53cb\u662f\u5426\u5df2\u7ecf\u5f00\u59cb\u5199\u5d4c\u5957\u5faa\u73af\u4e86\u3002<\/p>\n<p>Codex \u7684\u5bf9\u5bb6\uff0cClaude Code \u4ea7\u54c1\u8d1f\u8d23\u4eba Boris Cherny \u4e5f\u5728\u63a5\u53d7\u64ad\u5ba2\u91c7\u8bbf\u65f6\u63d0\u5230\uff0c\u300c\u4e0d\u8ddf Agent \u5bf9\u8bdd\uff0c\u8ddf loop \u5bf9\u8bdd\uff0c\u8ba9 loop \u66ff\u6211\u6765 prompt\u300d\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/6DFE7FBA709E8EDF965541DC1A92A26443C4DE83_size899_w1080_h708.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>Claude Code \u7684\u8d1f\u8d23\u4eba Boris Cherny\uff0c\u548c\u4ea7\u54c1\u8d1f\u8d23\u4eba Cat Wu \u5728 Claude \u5b98\u65b9\u56de\u987e Claude Code \u7b2c\u4e00\u5e74\u7684\u8282\u76ee\u4e0a\uff0c\u804a\u5929\u8fc7\u7a0b\u4e2d\u4e24\u4eba\u90fd\u8868\u793a\u5f88\u559c\u6b22 loop\uff0c\u8ba4\u4e3a Loop \u662f\u4e0b\u4e00\u4e2a Leap\uff08\u98de\u8dc3\uff09<\/p>\n<p>\u548c loop \u5bf9\u8bdd\uff1f\u6240\u4ee5 loop \u5230\u5e95\u662f\u4ec0\u4e48\u3002\u4eff\u4f5b\u8fd8\u6ca1\u6709\u770b\u5230\u6240\u8c13\u7684 Loop Engineering \u5230\u5e95\u7ed9\u4e00\u4e2a\u9879\u76ee\u5e26\u6765\u4e86\u4ec0\u4e48\u6539\u53d8\u3002\u4f8b\u5982\u7528\u63a7\u5236\u53d8\u91cf\u6cd5\uff0c\u4e00\u4e2a\u91c7\u7528\u5faa\u73af\u5de5\u7a0b\uff0c\u4e00\u4e2a\u4e0d\u4f7f\u7528\uff0c\u4e24\u8005\u6700\u540e\u7684\u4ea7\u51fa\u4f1a\u6709\u4ec0\u4e48\u533a\u522b\u5417\uff1f<\/p>\n<p>\u8fd9\u4e9b\u672f\u8bed\u5c31\u83ab\u540d\u5176\u5999\u5730\u51fa\u73b0\u5728\u4e86\u793e\u4ea4<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%aa%92%e4%bd%93\" title=\"View all posts in \u5a92\u4f53\" target=\"_blank\" class=\"tag_link\">\u5a92\u4f53<\/a>\u4e0a\uff0c\u6709\u4eba\u8bf4\u4e0d\u7528\u7ba1\u300cloop \u5de5\u7a0b\u300d\u662f\u4ec0\u4e48\uff0c\u5b83\u672c\u8d28\u5c31\u662f\u4e00\u79cd\u7092\u4f5c\u548c\u8425\u9500\u7684\u624b\u6bb5\u3002<\/p>\n<p>\u4e00\u4e2a\u6b63\u5728\u4f7f\u7528 Agent \u7684\u7528\u6237\uff0c\u81ea\u7136\u800c\u7136\u5c31\u5b9e\u73b0\u4e86\u6240\u8c13\u7684 loop \u5de5\u7a0b\uff0c\u800c\u4e0d\u662f\u4e13\u95e8\u6709\u4e00\u5957\u6d41\u7a0b\uff0c\u7b26\u5408\u90a3\u5957\u6807\u51c6\uff0c\u9700\u8981\u88ab\u5355\u62ce\u51fa\u6765\uff0c\u624d\u53ef\u4ee5\u88ab\u53eb\u505a\u662f Loop Engineering\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/1DC9502E3A106B984BF1E62EFC4D79D9371AF1EC_size1115_w1080_h608.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u6240\u4ee5\u662f\u65b0\u74f6\u88c5\u65e7\u9152\uff0c\u4e00\u5957\u8fc7\u53bb\u7684\u601d\u7ef4\u65b9\u6cd5\u8bba\uff0c\u91cd\u65b0\u5957\u4e0a\u4e86\u65b0\u540d\u8bcd\u5417\uff1f<\/p>\n<p><strong>\u4eba\u4ece\u5199\u63d0\u793a\u8bcd\uff0c\u53d8\u6210\u5199\u5faa\u73af<\/strong><\/p>\n<p>\u5982\u679c\u53ea\u770b\u6280\u672f\u5b9e\u73b0\uff0cLoop Engineering \u5176\u5b9e\u6ca1\u6709\u53d1\u660e\u4ec0\u4e48\u5168\u65b0\u7684\u4e1c\u897f\u3002Harness\u3001Skill\u3001Agent Workflow \u8fd9\u4e9b\u7cfb\u7edf\uff0c\u8fc7\u53bb\u51e0\u5e74\u90fd\u5728\u5c1d\u8bd5\u8ba9 Agent \u81ea\u5df1\u89c4\u5212\u3001\u6267\u884c\u3001\u53cd\u601d\u548c\u7ee7\u7eed\u6267\u884c\u3002<\/p>\n<p>\u4f46\u4eca\u5929\u5927\u5bb6\u91cd\u65b0\u5f00\u59cb\u8ba8\u8bba Loop\uff0c\u662f\u56e0\u4e3a\u6a21\u578b\u7ec8\u4e8e\u5f00\u59cb\u80fd\u628a\u5faa\u73af\u8dd1\u4e0b\u53bb\u4e86\u3002\u5f53 Agent \u80fd\u8fde\u7eed\u5de5\u4f5c\u51e0\u5341\u5206\u949f\u3001\u51e0\u4e2a\u5c0f\u65f6\uff0c\u751a\u81f3\u8de8\u5929\u5b8c\u6210\u4efb\u52a1\u65f6\uff0c\u4eba\u548c AI \u534f\u4f5c\u7684\u5355\u4f4d\uff0c\u4e5f\u5f00\u59cb\u4ece\u4e00\u6b21\u5bf9\u8bdd\u53d8\u6210\u4e00\u4e2a\u5b8c\u6574\u56de\u8def\u3002<\/p>\n<p>\u4ec0\u4e48\u662f Loop Engineering\uff0c\u8fd9\u4e2a\u8bcd\u542c\u8d77\u6765\u5f88\u65b0\uff0c\u8bb2\u7684\u4e8b\u5176\u5b9e\u5f88\u65e5\u5e38\uff1a\u4f60\u8ba9 AI \u5199\u4ee3\u7801\uff0c\u5b83\u5199\u5b8c\u540e\u4f60\u8dd1\u6d4b\u8bd5\uff1b\u6d4b\u8bd5\u62a5\u9519\uff0c\u4f60\u628a\u9519\u8bef\u8d34\u56de\u53bb\uff1b\u5b83\u518d\u6539\uff1b\u4f60\u518d\u8dd1\u3002\u6765\u56de\u51e0\u6b21\uff0c\u76f4\u5230\u4ee3\u7801\u80fd\u7528\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u4e00\u4e2a\u6700\u539f\u59cb\u7684 loop\uff1a\u884c\u52a8\u3001\u89c2\u5bdf\u3001\u4fee\u6b63\u3001\u518d\u884c\u52a8\u3002<\/p>\n<p>\u533a\u522b\u5728\u4e8e\uff0c\u8fc7\u53bb\u6bcf\u4e00\u8f6e\u90fd\u9760\u4eba\u624b\u52a8\u63a8\u52a8\u3002\u4eba\u8981\u590d\u5236\u62a5\u9519\u3001\u8ffd\u95ee\u539f\u56e0\u3001\u63d0\u9192\u5b83\u522b\u6539\u9519\u6587\u4ef6\u3001\u5224\u65ad\u4ec0\u4e48\u65f6\u5019\u8be5\u505c\u3002Loop Engineering \u505a\u7684\u4e8b\uff0c\u662f\u628a\u8fd9\u4e9b\u53cd\u590d\u53d1\u751f\u7684\u52a8\u4f5c\u5199\u6210\u89c4\u5219\uff0c\u4ea4\u7ed9\u7cfb\u7edf\u53bb\u6267\u884c\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/5E59DE0FA22D9B19EC54814E01F59639718429B5_size657_w1080_h647.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684 loop\uff0c\u81f3\u5c11\u8981\u56de\u7b54\u4e94\u4e2a\u95ee\u9898\uff1a<strong>AI \u4ec0\u4e48\u65f6\u5019\u5f00\u59cb\u5e72\u6d3b\uff1f\u5b83\u80fd\u8c03\u7528\u54ea\u4e9b\u5de5\u5177\uff1f\u5b83\u600e\u4e48\u77e5\u9053\u81ea\u5df1\u505a\u9519\u4e86\uff1f\u5b83\u628a\u6bcf\u4e00\u8f6e\u7ed3\u679c\u8bb0\u5728\u54ea\u91cc\uff1f\u5b83\u4ec0\u4e48\u65f6\u5019\u5fc5\u987b\u505c\u4e0b\u6765\u4ea4\u7ed9\u4eba\uff1f<\/strong><\/p>\n<p>\u6240\u4ee5 Loop Engineering \u66f4\u63a5\u8fd1\u4e00\u5957\u5de5\u4f5c\u5236\u5ea6\uff1a\u7ed9 AI \u8bbe\u4efb\u52a1\u3001\u8bbe\u5de5\u5177\u3001\u8bbe\u53cd\u9988\u3001\u8bbe\u8bb0\u5fc6\u3001\u8bbe\u5239\u8f66\uff1bprompt \u53ea\u662f\u8fd9\u5957\u7cfb\u7edf\u91cc\u6700\u5c0f\u7684\u96f6\u4ef6\u3002<\/p>\n<p>\u653e\u5230\u4ee3\u7801\u9879\u76ee\u91cc\uff0c\u5b83\u53ef\u80fd\u662f\u8fd9\u6837\uff1a\u6bcf\u5929\u65e9\u4e0a\uff0c\u7cfb\u7edf\u81ea\u52a8\u68c0\u67e5\u6628\u665a\u5931\u8d25\u7684\u4ee3\u7801\u63d0\u4ea4\u3002<\/p>\n<p>AI \u8bfb\u65e5\u5fd7\uff0c\u5224\u65ad\u662f\u6d4b\u8bd5\u6ce2\u52a8\u3001\u4f9d\u8d56\u95ee\u9898\uff0c\u8fd8\u662f\u6700\u8fd1\u63d0\u4ea4\u5f15\u5165\u7684 bug\u3002\u80fd\u590d\u73b0\u7684\uff0c\u5b83\u5728\u5355\u72ec\u7684 worktree \u91cc\u5c1d\u8bd5\u4fee\u590d\uff0c\u8dd1\u6d4b\u8bd5\uff0c\u901a\u8fc7\u540e\u5f00\u4e00\u4e2a\u8349\u7a3f PR\u3002\u539f\u56e0\u4e0d\u6e05\u695a\u7684\uff0c\u5b83\u628a\u73b0\u573a\u3001\u5c1d\u8bd5\u8fc7\u7684\u65b9\u6cd5\u548c\u4e0b\u4e00\u6b65\u5efa\u8bae\u5199\u8fdb\u4e00\u4e2a\u6587\u4ef6\uff0c\u7b49\u4eba\u6765\u63a5\u624b\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/56BE587E3C1DEF46AB954697AA96991CCD02EADB_size154_w1080_h649.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u653e\u5728\u6211\u4eec\u7684\u5de5\u4f5c\u6d41\u91cc\uff0c\u5b83\u5c31\u662f\u6bcf\u5929\u65e9\u4e0a\uff0cAI \u81ea\u52a8\u626b\u6307\u5b9a\u7684\u65b0\u95fb\u6e90\u3001\u793e\u4ea4\u5e73\u53f0\u548c\u516c\u53f8\u535a\u5ba2\u3002\u5b83\u6311\u51fa 5 \u4e2a\u53ef\u80fd\u6210\u7a3f\u7684\u9009\u9898\uff0c\u8865\u4e0a\u6765\u6e90\u3001\u5173\u952e\u4eba\u7269\u3001\u4e89\u8bae\u70b9\u3001\u53ef\u7528\u622a\u56fe\u548c\u4e00\u53e5\u8bdd\u5224\u65ad\u3002\u8d44\u6599\u4e0d\u8db3\u7684\u5730\u65b9\uff0c\u5b83\u6807\u51fa\u6765\u3002\u5230\u6211\u4eec\u9762\u524d\u65f6\uff0c\u5b83\u5df2\u7ecf\u6574\u7406\u6210\u4e00\u5f20\u9009\u9898\u5361\u3002<\/p>\n<p>\u9f99\u867e\u4e4b\u7236\u4e5f\u5728 X \u5206\u4eab\u4e86\u81ea\u5df1\u7684\u5faa\u73af\u5de5\u7a0b\u5b9e\u8df5\uff0c\u4ed6\u8ba9 Codex \u7ef4\u62a4\u81ea\u5df1\u7684\u4ee3\u7801\u4ed3\u5e93\uff0c\u6bcf 5 \u5206\u949f\u5524\u9192\u4e00\u6b21\u5e76\u5c06\u5de5\u4f5c\u5206\u914d\u7ed9\u4e0d\u540c\u7684\u7ebf\u7a0b\u3002\u4ed6\u8bf4\u901a\u8fc7\u8fd0\u7528\u7edf\u7b79\u80fd\u529b\uff0c\u7ed3\u5408\u5206\u7c7b\u3001\u81ea\u52a8\u5ba1\u6838\u548c Computer Use \u6280\u80fd\uff0c\u5df2\u7ecf\u80fd\u8ba9\u4e00\u4e9b\u5de5\u4f5c\u81ea\u4e3b\u5b8c\u6210\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/AD6A622291BB12D91452589207DEA0917D8265B5_size68_w748_h934.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u542c\u8d77\u6765\u4e5f\u5f88\u50cf\u4e4b\u524d Claude Code \u4e3b\u6253\u7684\u300c\u505a\u68a6\u300d\u673a\u5236\uff0c\u4ee5\u53ca Hermes Agent \u7684\u81ea\u8fdb\u5316\u529f\u80fd\uff0c\u8ba9 Agent \u81ea\u5df1\u4ece\u8fc7\u5f80\u4e0a\u4e0b\u6587\u5b66\u4e60\u77e5\u8bc6\u5e76\u5b8c\u5584\u6240\u6709\u7684\u6d41\u7a0b\u3002<\/p>\n<p>\u8fd9\u4e5f\u5c31\u662f Loop Engineering \u7684\u6838\u5fc3\u53d8\u5316\uff1a<strong>Prompt Engineering \u65f6\u4ee3\uff0c\u4eba\u8d1f\u8d23\u5199\u4e00\u53e5\u597d\u63d0\u793a\u8bcd\u3002 Harness Engineering \u65f6\u4ee3\uff0c\u4eba\u5f00\u59cb\u7ed9\u6a21\u578b\u642d\u6846\u67b6\u3002 \u5230 Loop Engineering\uff0c\u4eba\u7684\u5de5\u4f5c\u8fdb\u4e00\u6b65\u540e\u9000\u4e86\u4e00\u5c42\u3002<\/strong><\/p>\n<p><strong>\u4e00\u4e2a loop \u7531\u4ec0\u4e48\u7ec4\u6210<\/strong><\/p>\n<p>\u4e00\u4e2a\u80fd\u8dd1\u8d77\u6765\u7684 loop\uff0c\u901a\u5e38\u6709\u51e0\u6837\u4e1c\u897f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/FC5DDF2E9CCEBD05DD88DC0E7DCCD41AEAAC0325_size473_w1080_h432.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u6839\u636e Google Cloud AI \u603b\u76d1 Addy Osmani \u5728 X \u53d1\u5e03\u7684\u5faa\u73af\u5de5\u7a0b\u6587\u7ae0\uff0c\u4e00\u5957\u5b8c\u6574\u7684\u5faa\u73af\u5de5\u7a0b\uff0c\u540c\u6837\u662f\u4e94\u4e2a\u79ef\u6728\u52a0\u4e00\u4e2a\u7528\u6765\u8bb0\u5f55\u7684\u8bb0\u4e8b\u672c\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/C4209A9F08095736FCD69A896CF5C6BB9D7902C6_size1322_w1080_h1440.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u4e94\u4e2a\u79ef\u6728\u5206\u522b\u662f\u5b9a\u65f6\u4efb\u52a1\u3001worktree\u3001Skill\u3001\u8fde\u63a5\u5668\u3001\u5b50 Agent\uff0c\u4ee5\u53ca\u4e00\u4e2a\u8bb0\u4e8b\u672c\u53eb\u72b6\u6001\u6587\u4ef6\u3002<\/p>\n<p>\u5b9a\u65f6\u4efb\u52a1\uff0c\u5728 Codex \u91cc\u5b83\u53eb Automations\uff0c\u5728 OpenClaw \u91cc\u9762\u53eb HEARTBEAT\uff0c\u5728 Claude Cowork \u91cc\u9762\u662f Scheduled\u3002\u901a\u8fc7\u914d\u7f6e\u5b9a\u65f6\u4efb\u52a1\uff0c\u6211\u4eec\u53ef\u4ee5\u9009\u62e9\u5bf9\u5e94\u7684\u9879\u76ee\uff0c\u81ea\u5b9a\u4e49\u4e00\u6bb5\u63d0\u793a\u8bcd\uff0c\u518d\u8bbe\u7f6e\u5bf9\u5e94\u7684\u8fd0\u884c\u9891\u7387\u3002<\/p>\n<p>\u8fd9\u662f\u81ea\u52a8\u5316\u5faa\u73af\u7684\u7b2c\u4e00\u6b65\u3002\u5728\u8bbe\u7f6e\u5b9a\u65f6\u4efb\u52a1\u65f6\uff0c\u4e5f\u50cf\u4f7f\u7528 Codex \u91cc\u9762\u7684 Goal \u6a21\u5f0f\uff0c\u8ba9 Agent \u81ea\u52a8\u8dd1\uff0c\u76f4\u5230\u5b8c\u6210\u6211\u4eec\u8bbe\u5b9a\u7684\u76ee\u6807\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/9D6DD5F2696059B3BD6998A90668590A63EC7A12_size87_w1080_h1080.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>Worktree \u5b58\u5728\u7684\u610f\u4e49\uff0c\u662f\u7ed9\u6bcf\u4e2a Agent \u4e00\u4e2a\u72ec\u7acb\u7684\u5de5\u4f5c\u76ee\u5f55\uff0c\u53ef\u4ee5\u786e\u4fdd Agent \u5728\u5faa\u73af\u5de5\u7a0b\u4e2d\u53ea\u662f\u4fee\u6539\u5404\u81ea\u7684\u5206\u652f\u3002<\/p>\n<p>\u6709\u4e86 Skill\uff0c\u5faa\u73af\u6bcf\u4e00\u5708\u90fd\u53ef\u4ee5\u4e0d\u7528\u731c\u6d4b\u6211\u4eec\u7684\u9879\u76ee\u662f\u4ec0\u4e48\u3002Skill \u901a\u8fc7\u628a\u9879\u76ee\u77e5\u8bc6\u5199\u5728\u6587\u4ef6\u91cc\uff1a\u6784\u5efa\u6b65\u9aa4\u3001\u56e2\u961f\u7ea6\u5b9a\u3001\u300c\u4e0a\u6b21\u5c31\u662f\u8fd9\u4e48\u51fa\u4e8b\u7684\uff0c\u6240\u4ee5\u4e0d\u5141\u8bb8\u8fd9\u4e48\u505a\u4e86\u300d\uff0c\u8ba9 Agent \u6709\u4e86\u66f4\u5145\u5206\u7684\u8bb0\u5fc6\uff0c\u53bb\u5904\u7406\u4efb\u52a1\u3002<\/p>\n<p>\u8fde\u63a5\u5668\u7684\u4e3b\u8981\u76ee\u7684\u662f\u9760 MCP \u534f\u8bae\u8df3\u51fa\u8fd9\u4e2a\u5355\u72ec\u7684\u6587\u4ef6\u7cfb\u7edf\uff0c\u83b7\u53d6\u5916\u754c\u7684\u7ed9\u5b9a\u6570\u636e\u5e93\u548c\u5176\u4ed6\u7cfb\u7edf\u4fe1\u606f\uff0c\u6765\u5b8c\u5584\u6574\u4e2a\u5faa\u73af\u3002<\/p>\n<p>\u5b50 agent \u4e5f\u662f\u6574\u4e2a\u4f53\u7cfb\u91cc\u6700\u91cd\u8981\u7684\u7ed3\u6784\uff0c\u5199\u4ee3\u7801\u7684\u548c\u5ba1\u4ee3\u7801\u5fc5\u987b\u662f\u4e24\u62e8\u4eba\u3002\u6362\u4e00\u4e2a\u6307\u4ee4\u4e0d\u540c\u3001\u751a\u81f3\u6a21\u578b\u90fd\u4e0d\u540c\u7684 agent \u6765\u6311\u523a\uff0c\u624d\u80fd\u5ba1\u6838\u51fa\u771f\u6b63\u7684\u95ee\u9898\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/A76FDB63B732EA6939B54DF0C289CF29DC434285_size72_w1080_h668.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u8bb0\u5fc6\u4e5f\u5f88\u91cd\u8981\u3002\u5f88\u591a AI \u5de5\u4f5c\u6d41\u6bcf\u5929\u90fd\u4f1a\u91cd\u590d\uff0c\u4f46\u6bcf\u5929\u90fd\u4ece\u96f6\u5f00\u59cb\u3002\u6628\u5929\u5df2\u7ecf\u786e\u8ba4\u8fc7\u7684\u4e8b\u5b9e\uff0c\u4eca\u5929\u8fd8\u8981\u518d\u67e5\u4e00\u6b21\uff1b\u4e0a\u5468\u5df2\u7ecf\u5426\u6389\u7684\u6807\u9898\u98ce\u683c\uff0c\u8fd9\u5468\u53c8\u88ab\u751f\u6210\u51fa\u6765\uff1b\u67d0\u4e2a\u6765\u6e90\u7ecf\u5e38\u4e0d\u53ef\u9760\uff0c\u4f46 AI \u4e0b\u6b21\u4ecd\u7136\u5f15\u7528\u5b83\u3002<\/p>\n<p>\u9664\u4e86\u7528 Skill \u7684\u66f4\u65b0\u6765\u89c4\u8303 Agent \u7684\u884c\u4e3a\uff0c\u5faa\u73af\u8fd8\u9700\u8981\u4e00\u4e2a\u804a\u5929\u6846\u5916\u7684\u8bb0\u5fc6\u4f4d\u7f6e\u3002<\/p>\n<p>\u8bb0\u4e8b\u672c\uff0c\u4e00\u4e2a\u72b6\u6001\u6587\u4ef6\uff0c\u5b83\u5728\u5355\u6b21\u5bf9\u8bdd\u4e4b\u5916\uff0c\u53ef\u4ee5\u662f\u4e00\u4e2a\u6587\u6863\u3001\u8868\u683c\u3001\u770b\u677f\uff0c\u4e5f\u53ef\u4ee5\u662f\u4e00\u4efd\u9879\u76ee\u89c4\u5219\u3002\u91cc\u9762\u8bb0\u5f55\u5df2\u786e\u8ba4\u7684\u4fe1\u606f\u3001\u8e29\u8fc7\u7684\u5751\u3001\u504f\u597d\u7684\u683c\u5f0f\u3001\u7981\u7528\u7684\u8868\u8fbe\u3001\u4e0a\u6b21\u6ca1\u89e3\u51b3\u7684\u95ee\u9898\u3002AI \u6bcf\u6b21\u542f\u52a8\u65f6\u5148\u8bfb\u5b83\uff0c\u5c31\u80fd\u63a5\u7740\u5f80\u4e0b\u8d70\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/23DC1DF054DED6810C0AE9DDB36A3B5D7B46D2EA_size308_w1080_h1440.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p><strong>\u4e0a\u624b Loop Engineering<\/strong><\/p>\n<p>Loop Engineering \u5e38\u88ab\u5f00\u53d1\u8005\u8ba8\u8bba\uff0c\u662f\u56e0\u4e3a\u4ee3\u7801\u6709\u5929\u7136\u7684\u53cd\u9988\u673a\u5236\uff1a\u6d4b\u8bd5\u80fd\u4e0d\u80fd\u8fc7\uff0c\u7a0b\u5e8f\u80fd\u4e0d\u80fd\u8dd1\uff0c\u9519\u8bef\u65e5\u5fd7\u5728\u54ea\u91cc\u3002\u8fd9\u8ba9\u4ee3\u7801\u573a\u666f\u770b\u8d77\u6765\u7279\u522b\u9002\u5408 loop\u3002<\/p>\n<p>\u4f46\u5c31\u50cf Coding Agent \u6700\u540e\u53d8\u6210\u4e86\u6240\u6709\u4eba\u7684 Agent\uff0cloop \u7684\u9002\u7528\u8303\u56f4\u4e5f\u8fdc\u4e0d\u6b62\u7f16\u7a0b\u3002<\/p>\n<p>\u5185\u5bb9\u5de5\u4f5c\u91cc\uff0c\u5b83\u53ef\u4ee5\u505a\u9009\u9898\u7b5b\u9009\u3001\u8d44\u6599\u6574\u7406\u3001\u521d\u7a3f\u751f\u6210\u3001\u4e8b\u5b9e\u68c0\u67e5\u3001\u6807\u9898\u4f18\u5316\u548c\u53d1\u5e03\u524d\u68c0\u67e5\u3002<\/p>\n<p>\u5ba2\u670d\u5de5\u4f5c\u91cc\uff0c\u5b83\u53ef\u4ee5\u5148\u8bfb\u5ba2\u6237\u6765\u4fe1\uff0c\u5224\u65ad\u95ee\u9898\u7c7b\u578b\uff0c\u6574\u7406\u5386\u53f2\u8bb0\u5f55\uff0c\u751f\u6210\u56de\u590d\u8349\u7a3f\uff0c\u5e76\u628a\u654f\u611f\u6295\u8bc9\u7559\u7ed9\u4eba\u5de5\u5904\u7406\u3002AI \u4e0d\u9700\u8981\u76f4\u63a5\u53d1\u51fa\u6240\u6709\u56de\u590d\uff0c\u5b83\u5148\u628a\u95ee\u9898\u5206\u597d\u3001\u6750\u6599\u5907\u597d\uff0c\u5c31\u5df2\u7ecf\u7701\u6389\u5f88\u591a\u65f6\u95f4\u3002<\/p>\n<p>\u4ea7\u54c1\u548c\u8fd0\u8425\u5de5\u4f5c\u91cc\uff0c\u5b83\u53ef\u4ee5\u5b9a\u671f\u6574\u7406\u7528\u6237\u53cd\u9988\u3001\u5e94\u7528\u5546\u5e97\u8bc4\u8bba\u3001\u793e\u5a92\u8ba8\u8bba\u548c\u7ade\u54c1\u66f4\u65b0\u3002<\/p>\n<p>\u7814\u7a76\u5de5\u4f5c\u91cc\uff0c\u5b83\u53ef\u4ee5\u8ffd\u8e2a\u4e00\u4e2a\u4e3b\u9898\u4e0b\u7684\u65b0\u8bba\u6587\u3001\u65b0\u62a5\u544a\u3001\u65b0\u6570\u636e\u3002\u6bcf\u5929\u6216\u6bcf\u5468\u66f4\u65b0\u4e00\u6b21\uff0c\u628a\u65b0\u589e\u5185\u5bb9\u548c\u5df2\u6709\u5224\u65ad\u653e\u5728\u4e00\u8d77\u3002<\/p>\n<p>\u8fd9\u4e9b\u573a\u666f\u5171\u540c\u70b9\u90fd\u662f\u4efb\u52a1\u4f1a\u53cd\u590d\u51fa\u73b0\uff0c\u6d41\u7a0b\u76f8\u5bf9\u7a33\u5b9a\uff0c\u7ed3\u679c\u53ef\u4ee5\u88ab\u68c0\u67e5\uff0c\u5173\u952e\u5224\u65ad\u8fd8\u5728\u4eba\u7684\u624b\u91cc\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/2B3C9C9504A9010C913CBA67660ACB39609C5AB8_size30_w1080_h432.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u60f3\u8981\u771f\u6b63\u5165\u95e8\u5faa\u73af\u5de5\u7a0b\u4e5f\u4e0d\u662f\u4e00\u4ef6\u5bb9\u6613\u7684\u4e8b\u60c5\uff0c\u5b83\u6709\u4e2a\u524d\u63d0\uff1atoken \u7ba1\u591f\u3002<\/p>\n<p>\u5faa\u73af\u4f1a\u53cd\u590d\u8bfb\u4e0a\u4e0b\u6587\u3001\u53cd\u590d\u91cd\u8bd5\u3001\u56db\u5904\u63a2\u7d22\uff0c\u4e0d\u7ba1\u6700\u540e\u6709\u6ca1\u6709\u4ea7\u51fa\uff0c Token \u90fd\u5728\u71c3\u70e7\u3002\u62e5\u6709\u65e0\u9650\u989d\u5ea6\u7684\u4eba\u89c9\u5f97\u5faa\u73af\u662f\u5e38\u8bc6\uff0c\u5c31\u50cf\u9f99\u867e\u4e4b\u7236\u3001Claude Code \u8d1f\u8d23\u4eba\u3001Google Cloud AI \u603b\u76d1\uff0c\u4ed6\u4eec\u90fd\u6709\u65e0\u4e0a\u9650\u7684 Token\u3002<\/p>\n<p>\u4f46\u6708\u4ed8 20 \u7f8e\u5143\u7684\u6211\u4eec\uff0c\u5faa\u73af\u8dd1\u4e86\u4e24\u5929\u5c31\u8fbe\u5230\u4e86\u5468\u9650\u989d\u3002<\/p>\n<p>\u8fd8\u6709\uff0c\u4efb\u52a1\u5f97\u6bcf\u5468\u90fd\u91cd\u590d\uff0c\u5982\u679c\u662f\u4e00\u6b21\u6027\u7684\u6d3b\uff0c\u4e00\u53e5\u597d\u63d0\u793a\u8bcd\u53c8\u5feb\u53c8\u4fbf\u5b9c\uff0c\u91cd\u590d\u592a\u5c11\uff0cAgent \u53c8\u65e0\u6cd5\u4ece\u5faa\u73af\u4e2d\u5b66\u4e60\u5230\u77e5\u8bc6\u3002<\/p>\n<p>\u800c\u53cd\u590d\u7684\u5faa\u73af\u53c8\u5f97\u6709\u81ea\u52a8\u9a8c\u8bc1\u3001\u6d4b\u8bd5\u3001\u7c7b\u578b\u68c0\u67e5\u3001\u6784\u5efa\uff0c\u9700\u8981\u786e\u4fdd Agent \u5728\u6ca1\u4eba\u76ef\u7740\u7684\u65f6\u5019\u53ef\u4ee5\u628a\u70c2\u6d3b\u62e6\u4e0b\u6765\u3002Agent \u8fd8\u5f97\u6709\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u7684\u7d20\u517b\uff1a\u65e5\u5fd7\u3001\u590d\u73b0\u73af\u5883\u3001\u80fd\u8dd1\u81ea\u5df1\u5199\u7684\u4ee3\u7801\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_25\/B2E78B5481CA620EFD598FC41FAAC4432CE89027_size100_w1080_h608.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u63d0\u793a\u8bcd\u8fc7\u65f6\u4e86\uff1fAI\u6700\u65b0\u7684\u73a9\u6cd5\u662f\u201c\u65e0\u9650\u6d41\u201d\"  \/><\/p>\n<p>\u968f\u4fbf\u7f3a\u8fd9\u91cc\u54ea\u4e00\u6761\uff0c\u5faa\u73af\u7684\u6210\u672c\u53ef\u80fd\u5c31\u4f1a\u9ad8\u8fc7\u56de\u62a5\u3002\u800c token \u6210\u672c\u5176\u5b9e\u628a\u8fd9\u4e2a\u70ed\u8bcd\u62c9\u56de\u4e86\u73b0\u5b9e\uff0cLoop Engineering \u4e0d\u4f1a\u8ba9 AI \u534f\u4f5c\u53d8\u5f97\u65e0\u6210\u672c\uff0c\u5b83\u53ea\u662f\u628a\u6210\u672c\u4ece\u300c\u4eba\u4e00\u8f6e\u8f6e\u76ef\u7740\u300d\u7684\u65f6\u95f4\u6210\u672c\uff0c\u8f6c\u79fb\u5230\u300c\u7cfb\u7edf\u4e00\u8f6e\u8f6e\u8fd0\u884c\u300dMoney \u6210\u672c\u3002<\/p>\n<p>\u65b0\u7684\u95ee\u9898\u5728\u4e8e\uff0c\u968f\u7740\u6a21\u578b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u8fd9\u7b14\u8d26\u6b63\u5728\u53d1\u751f\u53d8\u5316\u3002<\/p>\n<p>\u8fc7\u53bb\uff0c\u4e00\u4e2a\u4efb\u52a1\u5931\u8d25\u4e86\uff0c\u4eba\u53ea\u80fd\u56de\u6765\u7ee7\u7eed\u8ffd\u95ee\u3001\u8865\u5145\u4e0a\u4e0b\u6587\u3001\u91cd\u65b0\u89e3\u91ca\u9700\u6c42\u3002\u4eca\u5929\uff0c\u5f88\u591a\u65f6\u5019 AI \u5df2\u7ecf\u80fd\u81ea\u5df1\u5c1d\u8bd5\u3001\u81ea\u5df1\u9a8c\u8bc1\u3001\u81ea\u5df1\u4fee\u6b63\uff0c\u518d\u628a\u7ed3\u679c\u4ea4\u56de\u6765\u3002<\/p>\n<p>\u5982\u679c\u4e00\u6b21\u5faa\u73af\u6d88\u8017\u7684 Token\uff0c\u5df2\u7ecf\u63a5\u8fd1\u4e00\u4e2a\u4eba\u6765\u56de\u8ffd\u95ee\u51e0\u8f6e\u7684\u6210\u672c\uff0c\u90a3\u4e48\u771f\u6b63\u503c\u5f97\u4f18\u5316\u7684\uff0c\u53ef\u80fd\u5c31\u4e0d\u518d\u662f\u67d0\u4e00\u53e5\u63d0\u793a\u8bcd\uff0c\u800c\u662f\u6574\u4e2a\u53cd\u9988\u56de\u8def\u3002<\/p>\n<\/p>\n<p>\u6240\u4ee5 Loop Engineering \u6700\u503c\u5f97\u8ba8\u8bba\u7684\u5730\u65b9\uff0c\u672a\u5fc5\u662f\u5b83\u7b97\u4e0d\u7b97\u4e00\u4e2a\u65b0\u5b66\u79d1\u3002<\/p>\n<p>\u66f4\u73b0\u5b9e\u7684\u95ee\u9898\u662f\uff0c\u5f53 AI \u5df2\u7ecf\u80fd\u8fde\u7eed\u5904\u7406\u591a\u8f6e\u4efb\u52a1\uff0c\u4eba\u8fd8\u8981\u4e0d\u8981\u7ee7\u7eed\u628a\u81ea\u5df1\u5361\u5728\u6bcf\u4e00\u6b21\u8ffd\u95ee\u91cc\u3002<\/p>\n<p>\u6709\u4e9b\u5de5\u4f5c\uff0c\u786e\u5b9e\u53ea\u9700\u8981\u4e00\u53e5\u597d\u63d0\u793a\u8bcd\u3002\u6709\u4e9b\u5de5\u4f5c\uff0c\u5219\u9700\u8981\u4e00\u5957\u80fd\u53cd\u590d\u8fd0\u884c\u3001\u80fd\u7559\u4e0b\u8bb0\u5f55\u3001\u80fd\u53ca\u65f6\u505c\u624b\u7684\u6d41\u7a0b\u3002<\/p>\n<p>\u8fd9\u4e2a\u5206\u754c\u7ebf\uff0c\u5728\u5f53\u4e0b\u770b\u6765\uff0c\u53ef\u80fd\u6bd4\u300c\u5faa\u73af\u5de5\u7a0b\u300d\u8fd9\u4e2a\u540d\u5b57\u672c\u8eab\u91cd\u8981\u5f97\u591a\u3002<\/p>\n<p>(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8981\u4e0d\u8bf4 AI \u5708\u90fd\u662f\u9020\u8bcd\u5927\u5e08\u5462\uff0c\u56de\u770b\u8fc7\u53bb\u8fd9\u4e00\u5e74\uff0c\u90fd\u5df2\u7ecf\u9020\u51fa\u4e86\u591a\u5c11\u4e2a\u65b0\u8bcd\u4e86\u3002 \u63d0\u793a\u8bcd\u5de5\u7a0b\u706b\u4e86\uff0c\u706b\u5b8c\u4e4b\u540e Harn [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[271,280],"views":2,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/800292"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=800292"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/800292\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=800292"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=800292"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=800292"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}