{"id":114971,"date":"2026-10-10T16:58:42","date_gmt":"2026-10-10T08:58:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/114971.html"},"modified":"2026-10-10T16:58:42","modified_gmt":"2026-10-10T08:58:42","slug":"%e6%8e%8c%e6%8f%a1loop-engineering%ef%bc%9a%e8%ae%a9ai%e6%9b%bf%e4%bd%a0%e5%86%99prompt%ef%bc%8c%e6%8f%90%e5%8d%87%e7%bc%96%e7%a8%8b%e6%95%88%e7%8e%87","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/114971.html","title":{"rendered":"\u638c\u63e1Loop Engineering\uff1a\u8ba9AI\u66ff\u4f60\u5199Prompt\uff0c\u63d0\u5347\u7f16\u7a0b\u6548\u7387"},"content":{"rendered":"<p>Loop Engineering\u662fGoogle Chrome\u5f00\u53d1\u8005\u5173\u7cfb\u8d1f\u8d23\u4ebaAddy Osmani\u63d0\u51fa\u7684\u6982\u5ff5&#xff0c;\u65e8\u5728\u901a\u8fc7\u8bbe\u8ba1\u7cfb\u7edf\u81ea\u52a8\u4e3aAI Agent\u751f\u6210\u63d0\u793a&#xff0c;\u800c\u975e\u624b\u52a8\u7f16\u5199\u3002\u8be5\u6982\u5ff5\u5305\u542b\u4e94\u4e2a\u6838\u5fc3\u6784\u4ef6&#xff1a;\u81ea\u52a8\u5316\u5fc3\u8df3\u3001\u5de5\u4f5c\u6811\u3001\u6280\u80fd\u3001\u63d2\u4ef6\u4e0e\u8fde\u63a5\u5668\u3001\u5b50Agent&#xff0c;\u4ee5\u53ca\u8bb0\u5fc6\u3002\u8fd9\u4e9b\u6784\u4ef6\u65e8\u5728\u5b9e\u73b0AI Agent\u7684\u81ea\u4e3b\u8fed\u4ee3\u4e0e\u4efb\u52a1\u5b8c\u6210&#xff0c;\u4f46\u5f00\u53d1\u8005\u4ecd\u9700\u8d1f\u8d23\u9a8c\u8bc1\u548c\u76d1\u7763\u3002Loop Engineering\u5229\u7528\u73b0\u6709\u6280\u672f&#xff0c;\u5982Claude Code\u548cCodex&#xff0c;\u63a8\u52a8AI Agent\u5411\u66f4\u9ad8\u6548\u7684\u7f16\u7a0b\u52a9\u624b\u53d1\u5c55&#xff0c;\u9002\u5408\u5e0c\u671b\u63d0\u5347\u7f16\u7a0b\u6548\u7387\u7684\u5f00\u53d1\u8005\u5b66\u4e60\u548c\u5b9e\u8df5\u3002<\/p>\n<h3>Loop Engineering<\/h3>\n<p>2026\u5e746\u67089\u65e5&#xff0c;Google Chrome \u7684\u5f00\u53d1\u8005\u5173\u7cfb\u8d1f\u8d23\u4eba Addy Osmani \u5728 X \u4e0a\u53d1\u4e86\u4e00\u7bc7\u957f\u5e16&#xff0c;\u7ed9\u4e00\u4e2a\u53eb Loop Engineering \u7684\u6982\u5ff5\u505a\u4e86\u7cfb\u7edf\u5b9a\u4e49\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085826-6ac9fe32a903a.jpg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u770b\u5230\u8fd9\u8bcd\u7b2c\u4e00\u53cd\u5e94&#xff1a;Agent \u5708\u53c8\u9020\u65b0\u8bcd\u4e86\u3002\u8bfb\u5b8c\u5e16\u5b50\u53d1\u73b0&#xff0c;\u8fd9\u4e94\u4e2a\u6784\u4ef6\u786e\u5b9e\u4e0d\u662f\u4ec0\u4e48\u65b0\u53d1\u660e\u3002\u5e76\u4e14\u5927\u90e8\u5206\u5df2\u7ecf\u5185\u5efa\u5728 Claude Code \u548c Codex \u91cc\u3002\u53ea\u662f\u544a\u8bc9\u4f60&#034;\u4f60\u73b0\u5728\u7528\u7684\u8fd9\u4e9b\u529f\u80fd\u62fc\u8d77\u6765&#xff0c;\u5c31\u53eb Loop Engineering&#034;\u4e86\u3002<\/p>\n<p>\u672c\u7bc7\u5c06\u7ed3\u5408Addy\u5728X\u53d1\u7684\u539f\u6587&#xff0c;\u89e3\u91ca\u4e00\u4e0bLoop Engineering\u7684\u542b\u4e49&#xff0c;\u9632\u6b62\u54ea\u4e2a\u9762\u8bd5\u5b98\u7a81\u7136\u95ee\u8d77\u6765&#xff0c;\u4f60\u53c8\u4e0d\u77e5\u9053\u8bf4\u5565\u4e86\u3002<\/p>\n<hr \/>\n<h3>What is Loop Engineering? \u00b7 \u4ec0\u4e48\u662f\u5faa\u73af\u5de5\u7a0b&#xff1f;<\/h3>\n<p>\u5148\u770bAddy\u539f\u6587\u7ed9\u7684\u5b9a\u4e49\u3002<\/p>\n<p>Loop engineering is replacing yourself as the person who prompts the agent. You design the system that does it instead. A loop can be thought of as a recursive goal: you define a purpose, the AI iterates until complete. It\u2019s roughly five building blocks \u2014 and Claude Code and Codex both have all five now.<\/p>\n<p>\u5faa\u73af\u5de5\u7a0b\u662f\u6307&#xff0c;\u4e0d\u518d\u7531\u4f60\u4eb2\u81ea\u53bb prompt Agent&#xff0c;\u800c\u662f\u8bbe\u8ba1\u4e00\u4e2a\u7cfb\u7edf\u6765\u66ff\u4f60 prompt\u3002\u53ef\u4ee5\u628a\u5faa\u73af\u7406\u89e3\u4e3a\u4e00\u4e2a\u9012\u5f52\u76ee\u6807&#xff1a;\u4f60\u5b9a\u4e49\u76ee\u7684&#xff0c;AI \u53cd\u590d\u8fed\u4ee3\u76f4\u5230\u5b8c\u6210\u3002\u5b83\u5927\u81f4\u7531\u4e94\u4e2a\u6784\u5efa\u5757\u7ec4\u6210\u2014\u2014Claude Code \u548c Codex \u73b0\u5728\u90fd\u6709\u4e86\u8fd9\u4e94\u5757\u3002<\/p>\n<p>Loop Engineering \u7684\u6838\u5fc3\u601d\u60f3\u662f&#xff1a;\u4e0d\u8981\u518d\u4eb2\u81ea\u53bb prompt Agent\u3002\u8bbe\u8ba1\u4e00\u4e2a\u7cfb\u7edf&#xff0c;\u8ba9\u7cfb\u7edf\u66ff\u4f60\u53bb prompt Agent\u3002<\/p>\n<p>\u8fc7\u53bb\u4e24\u5e74&#xff0c;\u5f00\u53d1\u8005\u7528Coding Agent \u7684\u6807\u51c6\u59ff\u52bf\u662f&#xff1a;\u6253\u5f00\u7ec8\u7aef&#xff0c;\u5199 prompt&#xff0c;\u770b\u8f93\u51fa&#xff0c;\u518d\u5199 prompt&#xff0c;\u518d\u770b\u3002Agent \u53ea\u662f\u5de5\u5177&#xff0c;\u6bcf\u4e00\u6b65\u90fd\u9700\u8981\u4eba\u6765\u63a8\u3002\u73b0\u5728\u8fd9\u6761\u8def\u5728\u53d8\u5316\u2014\u2014\u4e0d\u662f\u4e0d\u7528 Agent \u4e86&#xff0c;\u800c\u662f\u89d2\u8272\u53d8\u4e86\u3002\u5f00\u53d1\u8005\u4ece&#034;\u64cd\u4f5c\u5458&#034;\u53d8\u6210\u4e86&#034;\u8bbe\u8ba1\u5e08&#034;\u3002\u8bbe\u8ba1\u4e00\u6b21&#xff0c;\u5faa\u73af\u81ea\u5df1\u8dd1\u3002<\/p>\n<p>\u901a\u4fd7\u70b9\u8bf4&#xff0c;Addy\u662f\u60f3\u8fbe\u5230\u53eaPlan\u4e00\u6b21&#xff0c;\u5199\u4e00\u6b21\u65b9\u6848&#xff0c;\u540e\u9762Agent\u81ea\u52a8\u5b8c\u6210\u540e\u7eed\u6240\u6709\u6d4b\u8bd5\u8c03\u4f18\u4efb\u52a1&#xff0c;\u4e0d\u7528\u6211\u4eec\u81ea\u5df1\u518d\u6d4b\u8bd5&#xff0c;\u518d\u91cd\u65b0\u5199prompt\u8ba9agent\u53bb\u6539\u3002\u3002\u3002\u3002\u611f\u89c9\u6ca1\u5565\u65b0\u7684\u4e1c\u897f&#xff0c;Codex\u548cClaude Code\u4e00\u76f4\u60f3\u8fbe\u5230\u8fd9\u4e2a\u6548\u679c&#xff0c;\u4f46\u73b0\u5728Agent\u4ecd\u7136\u96be\u4ee5\u4e00\u6b21\u6027\u505a\u5b8c\u505a\u597d\u4e00\u4e2a\u5927\u578b\u9879\u76ee\u3002<\/p>\n<p>\u5faa\u73af\u7684\u6982\u5ff5&#xff0c;\u50cfReAcT,22\u5e74\u59da\u535a\u58eb\u5c31\u60f3\u51fa\u6765\u4e86&#xff0c;\u4e3a\u5565\u4ed6\u4eec\u53c8\u8981\u60f3\u51fa\u8fd9\u95e8\u5b50\u65b0\u4e1c\u897f\u5462&#xff1f;Claude Code \u548c Codex \u5df2\u7ecf\u5728\u4ea7\u54c1\u5c42\u5185\u7f6e\u4e86\u5b50 Agent\u3001worktree\u8fd9\u4e9b\u3002\u4ee5\u524d\u8fd9\u4e9b\u53ea\u80fd\u7528 bash \u811a\u672c&#xff0c;\u73b0\u5728\u90fd\u6210Coding Agent\u7684\u6807\u914d\u4e86\u3002\u57fa\u7840\u8bbe\u65bd\u5230\u4f4d\u4e86&#xff0c;\u6982\u5ff5\u5c31\u6709\u540d\u5b57\u4e86\u3002<\/p>\n<p>\u6211\u7684\u89c2\u70b9\u5c31\u662f: \u5f15\u5bfc\u6280\u672f\u8d8b\u52bf&#xff0c;\u4ee3\u8868\u4e86\u73b0\u5728LLM\u548cAgent\u5de5\u4e1a\u754c\u6709\u80fd\u529b\u8fed\u4ee3\u51fa\u80fd\u4e00\u4e2a\u8d70\u5b8c\u5b8c\u6574\u751f\u547d\u5468\u671f\u7684Coding Agent\u4e86\u3002\u5f53\u65f6Skills\u51fa\u6765\u7684\u65f6\u5019&#xff0c;\u4eba\u4eec\u8fd8\u4e0d\u90fd\u8bf4\u5c31\u662f\u4e2aPrompts Set\u800c\u5df2\u5417&#xff0c;\u73b0\u5728\u4e5f\u88ab\u5404\u79cd\u975e\u6280\u672f\u51fa\u8eab\u7684\u4e2a\u4eba\u7528\u5728\u4e86\u5404\u4e2a\u5730\u65b9\u4e86\u3002\u5927\u5bb6\u53ef\u4ee5\u660e\u5e74\u62ed\u76ee\u4ee5\u5f85&#xff0c;\u7ee7\u7eed\u671f\u5f85Coding Agent\u7684\u8fdb\u6b65\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085827-6ac9fe332e170.jpg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>Addy \u628a Loop Engineering \u62c6\u6210\u4e94\u4e2a\u6784\u4ef6\u3002\u8bfb\u5b8c\u6ca1\u6709\u4ec0\u4e48\u65b0\u4e1c\u897f&#xff0c;\u4e0b\u9762\u9010\u4e2a\u5c55\u5f00\u4e00\u4e0b&#xff0c;\u5982\u679c\u6e05\u695a\u7684\u8bdd\u6d4f\u89c8\u4e00\u4e0b\u5373\u53ef\u3002<\/p>\n<hr \/>\n<h3>\u6784\u4ef6\u4e00&#xff1a;Automations Heartbeat<\/h3>\n<p>Openclaw\u521a\u51fa\u6765\u7684\u65f6\u5019&#xff0c;\u6700\u503c\u5f97\u6ce8\u610f\u7684\u5c31\u662fHeartbeat\u673a\u5236\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085827-6ac9fe33cf8dd.jpg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u81ea\u52a8\u5316\u662f\u8ba9\u5faa\u73af\u771f\u6b63&#034;\u5faa\u73af\u8d77\u6765&#034;\u7684\u4e1c\u897f\u3002\u8981\u6c42\u4e00\u76f4\u5f00\u7740\u673a\u5668&#xff0c;\u6309\u65f6\u95f4\u6216\u4e8b\u4ef6\u81ea\u52a8\u8fd0\u8f6c&#xff0c;\u5f62\u6210\u4e00\u4e2a\u95ed\u73af\u3002\u4e0d\u662f\u8ba9\u4eba\u8981\u4e00\u76f4\u7b49\u7740\u5199prompt\u3002<\/p>\n<p>Codex \u7684\u505a\u6cd5\u6709\u4e00\u4e2a\u4e13\u95e8\u7684\u9762\u677f&#xff1a;\u9009\u9879\u76ee\u3001\u5199 prompt\u3001\u9009\u4e2a\u65f6\u95f4&#xff08;\u6bd4\u5982\u6bcf\u5929\u65e9\u4e0a\u516b\u70b9&#xff09;\u3001\u9009\u8fd0\u884c\u73af\u5883\u3002\u8fd0\u884c\u7ed3\u679c\u7684\u65f6\u5019&#xff0c;\u6709\u4ea7\u51fa\u7684\u8fdb Triage \u6536\u4ef6\u7bb1&#xff0c;\u6ca1\u53d1\u73b0\u7684\u81ea\u52a8\u5f52\u6863\u3002OpenAI \u5185\u90e8\u5df2\u7ecf\u628a\u8fd9\u5957\u7528\u5728\u65e5\u5e38 issue \u5206\u6d41\u3001CI \u5931\u8d25\u6458\u8981\u3001commit briefing\u3001\u56de\u5f52\u6392\u67e5\u4e0a\u3002\u81ea\u52a8\u5316\u53ef\u4ee5\u8c03\u7528 skill&#xff0c;\u7528\u4e00\u4e2a $skill-name \u4ee3\u66ff\u7c98\u8d34\u4e00\u5927\u6bb5\u6307\u4ee4\u3002<\/p>\n<p>Claude Code \u6ca1\u6709\u9762\u677f&#xff0c;\u4f46\u6709\u4e24\u6761slack\u547d\u4ee4\u5b9e\u73b0\u4e86\u540c\u6837\u7684\u80fd\u529b&#xff1a;\/loop \u6309\u56fa\u5b9a\u8282\u594f\u91cd\u8dd1&#xff0c;\/goal \u4e00\u76f4\u8dd1\u5230\u6307\u5b9a\u6761\u4ef6\u6ee1\u8db3\u4e3a\u6b62\u3002\/goal \u5224\u65ad&#034;\u5faa\u73af\u662f\u5426\u5b8c\u6210&#034;\u7684\u4ece\u6267\u884c\u4efb\u52a1\u7684\u90a3\u4e2a\u6a21\u578b&#xff0c;\u6362\u6210\u4e86\u53e6\u4e00\u4e2a\u72ec\u7acb\u7684\u6a21\u578b\u3002\u8fd9\u610f\u5473\u7740\u5199\u4ee3\u7801\u7684\u4e0d\u80fd\u81ea\u5df1\u7ed9\u81ea\u5df1\u6253\u5206\u3002\u903b\u8f91\u4e0a\u662f\u5408\u7406\u7684\u3002<\/p>\n<p>\u6700\u6838\u5fc3\u7684\u95ee\u9898\u8fd8\u662f\u53ef\u4fe1\u5ea6&#xff0c;Agent\u662f\u9ed1\u76d2&#xff0c;\u5373\u4f7f\u5b9a\u4e49\u4e86 condition&#xff0c;Agent \u81ea\u5df1\u8dd1\u4e86\u4e03\u8f6e&#xff0c;\u4fee\u4e86\u4e24\u4e2a bug&#xff0c;\u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u95ee\u9898&#xff0c;\u53c8\u81ea\u5df1\u4fee\u4e86\u3002\u5168\u7a0b\u4f60\u6ca1\u53c2\u4e0e\u3002\u6700\u7ec8\u7ed3\u679c\u662f condition \u901a\u8fc7\u4e86\u3002\u4f60\u80fd\u63a5\u53d7\u5417&#xff0c;\u6d4b\u8bd5\u5199\u7684\u4f1a\u5bf9\u5417&#xff1f;<\/p>\n<hr \/>\n<h3>\u6784\u4ef6\u4e8c&#xff1a;Worktrees<\/h3>\n<p>\u5e76\u884c Agent \u7684\u9996\u8981\u98ce\u9669\u662f\u6587\u4ef6\u4fee\u6539\u51b2\u7a81\u3002\u4e24\u4e2a Agent \u540c\u65f6\u4fee\u6539\u540c\u4e00\u4e2a\u6587\u4ef6&#xff0c;\u540e\u5199\u5165\u7684\u76f4\u63a5\u8986\u76d6\u524d\u8005\u3002\u5e42\u7b49\u6027\u5b8c\u5168\u4e0d\u80fd\u4fdd\u8bc1&#xff0c;\u6ca1\u6709 diff\u3001\u6ca1\u6709 merge\u3001\u6ca1\u6709\u8b66\u544a&#xff0c;\u6ca1\u4e86\u5c31\u6ca1\u4e86\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085828-6ac9fe3426f79.jpg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>Git worktree \u7684\u76ee\u6807\u5c31\u662f\u89e3\u51b3\u8fd9\u4e2a\u3002\u5b83\u4e0d\u662f git branch&#xff0c;\u800c\u662f\u5728\u540c\u4e00\u4e2a repo \u4e0b\u521b\u5efa\u72ec\u7acb\u7684\u5de5\u4f5c\u76ee\u5f55&#xff0c;\u5404\u81ea\u6302\u72ec\u7acb\u5206\u652f&#xff0c;\u5171\u4eab\u540c\u4e00\u4e2a .git \u5386\u53f2\u3002Agent A \u5728\u76ee\u5f55 A \u6539&#xff0c;Agent B \u5728\u76ee\u5f55 B \u6539&#xff0c;\u7269\u7406\u4e0a\u9694\u79bb\u3002\u8dd1\u5b8c\u4e4b\u540e\u7531\u5f00\u53d1\u8005\u51b3\u5b9a\u662f\u5426 merge\u3002<\/p>\n<p>Codex \u5185\u7f6e\u4e86 worktree \u652f\u6301&#xff0c;Automations \u53ef\u4ee5\u76f4\u63a5\u914d\u7f6e\u4e3a&#034;\u540e\u53f0 worktree \u8fd0\u884c&#034;\u3002Claude Code \u540c\u6837\u652f\u6301\u2014\u2014\u5b50 Agent \u53ef\u4ee5\u8bbe\u7f6e isolation: worktree&#xff0c;\u6bcf\u6b21\u62ff\u5230\u4e00\u4efd\u72ec\u7acb checkout&#xff0c;\u8dd1\u5b8c\u81ea\u52a8\u6e05\u7406\u3002\u4f1a\u8bdd\u7ea7\u522b\u4e5f\u53ef\u4ee5\u7528 &#8211;worktree \u53c2\u6570\u6253\u5f00\u9694\u79bb\u73af\u5883\u3002<\/p>\n<p>worktree \u53ea\u89e3\u51b3\u7269\u7406\u51b2\u7a81&#xff0c;\u4e0d\u89e3\u51b3\u4eba\u7684\u6ce8\u610f\u529b\u74f6\u9888\u3002Addy \u53eb orchestration tax\u3002\u4f60\u4e00\u6b21\u80fd\u8ba4\u771f\u5ba1\u67e5\u51e0\u4e2a Agent \u7684\u8f93\u51fa&#xff0c;\u4e0d\u662f\u5de5\u5177\u51b3\u5b9a\u7684&#xff0c;\u662f\u4eba\u7684\u5904\u7406\u80fd\u529b\u51b3\u5b9a\u7684\u3002<\/p>\n<hr \/>\n<h3>\u6784\u4ef6\u4e09&#xff1a;Skills<\/h3>\n<p>\u524d\u9762\u51e0\u671f\u8be6\u7ec6\u8bb2\u8fc7Skill,\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u53bb\u770b\u770b\u3002<\/p>\n<p>Skill \u662f\u4e00\u4e2a SKILL.md \u6587\u4ef6&#xff0c;\u653e\u5728\u9879\u76ee\u76ee\u5f55\u91cc&#xff0c;Agent \u5728\u9002\u5f53\u7684\u65f6\u5019\u8bfb\u5230\u5b83\u3002\u5185\u5bb9\u5f88\u7b80\u5355&#xff1a;\u8fd9\u4e2a\u9879\u76ee\u600e\u4e48\u6784\u5efa\u3001\u6d4b\u8bd5\u7528\u4ec0\u4e48\u6846\u67b6\u3001lint \u89c4\u5219\u3001\u54ea\u4e9b\u76ee\u5f55\u4e0d\u8981\u78b0\u3002\u6838\u5fc3\u539f\u7406\u662f\u6e10\u8fdb\u5f0f\u62ab\u9732&#xff0c;SKILL.md\u53ef\u4ee5\u7ee7\u7eed\u5b58\u6587\u4ef6\u8def\u5f84&#xff0c;\u89e3\u51b3\u4e0a\u4e0b\u6587\u95ee\u9898\u3002<\/p>\n<p>\u6ca1\u6709 Skill \u7684\u65f6\u5019&#xff0c;Agent \u6bcf\u6b21\u51b7\u542f\u52a8\u5bf9\u9879\u76ee\u4e00\u65e0\u6240\u77e5\u3002\u5f00\u53d1\u8005\u8bf4&#034;\u5e2e\u6211\u52a0\u4e2a\u529f\u80fd&#034;&#xff0c;Agent \u5f00\u59cb\u731c\u3002\u7528 npm \u8fd8\u662f pip\u3001jest \u8fd8\u662f pytest\u3001\u914d\u7f6e\u6587\u4ef6\u5728\u54ea\u3002\u731c\u5bf9\u4e5d\u6b21\u6ca1\u95ee\u9898&#xff0c;\u731c\u9519\u4e00\u6b21\u53ef\u80fd\u5220\u6389\u4e00\u4e2a\u63a5\u53e3\u6216\u8986\u76d6\u4e00\u4e2a\u624b\u8c03\u7684\u53c2\u6570\u3002<\/p>\n<p>Addy \u628a\u8fd9\u79cd\u72b6\u6001\u53eb intent debt&#xff0c;\u610f\u56fe\u503a\u52a1\u3002\u6bcf\u6b21\u6ca1\u6709\u660e\u786e\u8868\u8fbe\u7684\u610f\u56fe&#xff0c;Agent \u90fd\u4f1a\u7528\u81ea\u5df1\u7684\u7406\u89e3\u53bb\u586b\u8865\u3002\u800c\u5b83\u7684&#034;\u81ea\u4fe1\u731c\u6d4b&#034;\u7ecf\u5e38\u770b\u8d77\u6765\u5408\u7406&#xff0c;\u76f4\u5230\u4f60\u628a\u4ee3\u7801\u8dd1\u8d77\u6765\u624d\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n<p>Codex \u548c Claude Code \u90fd\u652f\u6301 skill&#xff0c;\u683c\u5f0f\u4e92\u901a\u3002Skill \u662f\u6307\u4ee4\u6587\u4ef6&#xff0c;Plugin \u662f\u628a skill \u548c MCP \u8fde\u63a5\u5668\u6253\u5305\u5728\u4e00\u8d77\u7684\u53d1\u5e03\u5355\u5143\u3002\u4e2a\u4eba\u4f7f\u7528\u53ea\u9700\u5199 skill&#xff0c;\u56e2\u961f\u5171\u4eab\u5219\u6253\u5305\u6210 plugin\u3002<\/p>\n<hr \/>\n<h3>\u6784\u4ef6\u56db&#xff1a;Plugins &amp; Connectors \u63a5\u5165\u5916\u90e8\u5de5\u5177<\/h3>\n<p>\u4e00\u4e2a\u53ea\u80fd\u8bfb\u6587\u4ef6\u7cfb\u7edf\u548c\u8dd1 bash \u7684 Agent&#xff0c;\u80fd\u529b\u7684\u8fb9\u754c\u5c31\u662f\u5f53\u524d\u673a\u5668\u3002\u8981\u8ba9\u5b83\u771f\u6b63\u878d\u5165\u5f00\u53d1\u6d41\u7a0b&#xff0c;\u9700\u8981\u63a5\u5165\u56e2\u961f\u5df2\u6709\u7684\u5916\u90e8\u5de5\u5177\u3002<\/p>\n<p>Connectors \u57fa\u4e8e MCP&#xff08;Model Context Protocol&#xff09;&#xff0c;\u8ba9 Agent \u80fd\u8bfb\u53d6 issue tracker\u3001\u67e5\u8be2\u6570\u636e\u5e93\u3001\u8c03\u7528 staging API\u7b49&#xff0c;\u8fd8\u80fd\u8bfbGithub\u4ed3\u5e93&#xff0c;\u7701\u7684\u81ea\u5df1\u5199API\u4e86\u3002Codex \u548c Claude Code \u90fd\u652f\u6301 MCP&#xff0c;\u4e3a\u4e00\u4e2a\u5e73\u53f0\u5199\u7684\u8fde\u63a5\u5668\u5728\u53e6\u4e00\u4e2a\u5e73\u53f0\u4e0a\u901a\u5e38\u4e5f\u80fd\u76f4\u63a5\u7528\u3002<\/p>\n<p>Plugin \u5219\u662f\u628a\u591a\u4e2a connectors \u548c skills \u6253\u5305\u5728\u4e00\u8d77&#xff0c;\u4fbf\u4e8e\u56e2\u961f\u5171\u4eab\u548c\u5b89\u88c5\u3002<\/p>\n<p>\u6ca1\u6709\u8fde\u63a5\u5668\u65f6&#xff0c;Agent \u5728\u7ec8\u7aef\u53ea\u9760\u5df2\u6709\u4ee3\u7801\u8fdb\u884c\u63a8\u7406\u3002\u6709\u8fde\u63a5\u5668\u65f6&#xff0c;\u4ea4PR\u7684\u65f6\u5019&#xff0c;\u63a5\u5165Github\u7684MCP,\u53ef\u4ee5\u770b\u5230\u6709\u6ca1\u6709\u51b2\u7a81&#xff0c;\u5176\u5b9e\u5c31\u662f\u5916\u90e8Tool\u3002\u3002\u3002Agent \u6539\u5b8c\u4ee3\u7801\u3001\u81ea\u884c\u5f00 PR\u3001\u5173\u8054 ticket\u3001\u7b49 CI \u53d8\u7eff\u3001\u5f80\u9891\u9053\u53d1\u901a\u77e5\u53ef\u4ee5\u771f\u6b63\u7684\u505a\u6d4b\u8bd5\u3002<\/p>\n<hr \/>\n<h3>\u6784\u4ef6\u4e94&#xff1a;Sub-agents&#xff0c;\u4e0a\u671f\u521a\u8ba8\u8bba\u8fc7<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085828-6ac9fe346483c.jpg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u4e00\u4e2a\u6a21\u578b\u5199\u4ee3\u7801&#xff0c;\u540c\u4e00\u4e2a\u6a21\u578b\u5ba1\u67e5\u81ea\u5df1\u7684\u4ee3\u7801\u2014\u2014\u7b49\u4e8e\u5b66\u751f\u81ea\u6279\u8bd5\u5377\u3002\u4e0d\u51fa\u610f\u5916\u7684\u8bdd&#xff0c;\u5b83\u6c38\u8fdc\u4e0d\u4f1a\u7ed9\u81ea\u5df1\u7684\u4ee3\u7801\u6253\u4e0d\u53ca\u683c\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6848\u662f\u628a\u5236\u9020\u8005\u548c\u5ba1\u67e5\u8005\u5206\u79bb\u6210\u4e24\u4e2a\u5b50 Agent\u3002\u5ba1\u67e5\u8005\u53ef\u4ee5\u914d\u4e0d\u540c\u7684\u6a21\u578b&#xff1a;\u5199\u4ee3\u7801\u7528\u6210\u672c\u4f4e\u3001\u901f\u5ea6\u5feb\u7684\u90a3\u4e00\u4e2a&#xff0c;\u5ba1\u4ee3\u7801\u7528\u63a8\u7406\u5f3a\u3001\u66f4\u4ed4\u7ec6\u7684\u90a3\u4e00\u4e2a\u3002<\/p>\n<p>Codex \u628a\u5b50 Agent \u5b9a\u4e49\u6210 .codex\/agents\/ \u4e0b\u7684 TOML \u6587\u4ef6&#xff0c;\u6bcf\u4e2a Agent \u5305\u542b\u540d\u79f0\u3001\u63cf\u8ff0\u3001\u6307\u4ee4\u3001\u53ef\u9009\u6a21\u578b\u548c\u63a8\u7406\u529b\u5ea6\u3002Claude Code \u7ed3\u6784\u76f8\u540c&#xff0c;\u76ee\u5f55\u662f .claude\/agents\/&#xff0c;\u5b50 Agent \u4e4b\u95f4\u8fd8\u80fd\u901a\u8fc7\u6d88\u606f\u4f20\u9012\u534f\u4f5c\u3002<\/p>\n<p>\u5178\u578b\u7684\u5206\u5de5\u6a21\u5f0f&#xff1a;\u4e00\u4e2a Agent \u63a2\u7d22\u4ee3\u7801\u5e93\u3001\u4e00\u4e2a Agent \u5b9e\u73b0\u4fee\u6539\u3001\u4e00\u4e2a Agent \u5bf9\u7167 spec \u9a8c\u8bc1\u3002<\/p>\n<p>\u8fd9\u79cd\u5206\u79bb\u5728 Loop Engineering \u4e2d\u7279\u522b\u5173\u952e&#xff0c;\u56e0\u4e3a\u5faa\u73af\u5728\u5f00\u53d1\u8005\u4e0d\u5728\u573a\u7684\u65f6\u5019\u8dd1\u3002\u6ca1\u6709\u5185\u5efa\u7684\u5ba1\u67e5\u673a\u5236&#xff0c;\u6ca1\u4eba\u80fd\u5728\u6bcf\u4e00\u8f6e\u5e72\u9884\u8d28\u91cf\u3002\u8fd9\u4e5f\u662f Claude Code \u7684 \/goal \u7684\u5e95\u5c42\u539f\u7406&#xff1a;\u5faa\u73af\u5b8c\u6210\u65f6&#xff0c;\u5224\u65ad&#034;\u505a\u5b8c\u4e86\u6ca1\u6709&#034;\u7684\u4e0d\u662f\u6267\u884c\u4efb\u52a1\u7684\u6a21\u578b&#xff0c;\u800c\u662f\u72ec\u7acb\u7684\u9a8c\u8bc1\u6a21\u578b\u3002<\/p>\n<p>\u5b50 Agent \u7684\u4ee3\u4ef7\u662f Token \u6d88\u8017\u3002\u6bcf\u4e2a\u5b50 Agent \u90fd\u662f\u72ec\u7acb\u7684 LLM \u8c03\u7528&#xff0c;\u6709\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\u3002\u6240\u4ee5\u4e0d\u80fd\u6ee5\u7528\u3002\u53ea\u5728\u98ce\u9669\u6700\u9ad8\u7684\u73af\u8282\u653e\u7f6e\u9ad8\u8d28\u91cf\u7684\u5ba1\u67e5\u8005&#xff0c;\u5176\u4ed6\u73af\u8282\u7528\u6548\u7387\u6a21\u578b\u5373\u53ef\u3002<\/p>\n<hr \/>\n<h3>\u7b2c\u516d\u4ef6&#xff1a;Memory<\/h3>\n<p>\u4e94\u4e2a\u6784\u4ef6\u4e4b\u5916&#xff0c;\u8fd8\u6709\u4e00\u4e2a Addy \u6574\u7bc7\u6587\u7ae0\u53cd\u590d\u63d0\u53ca\u4f46\u6ca1\u653e\u8fdb\u6784\u4ef6\u5217\u8868\u7684\u4e1c\u897f&#xff1a;\u8bb0\u5fc6\u3002<\/p>\n<p>LLM \u6bcf\u6b21\u8c03\u7528\u90fd\u4f1a\u9057\u5fd8\u3002\u4e00\u4e2a\u5faa\u73af\u5982\u679c\u8dd1\u4e86\u4e03\u516b\u8f6e&#xff0c;\u8f6e\u4e0e\u8f6e\u4e4b\u95f4\u5b8c\u5168\u6ca1\u6709\u72b6\u6001\u7559\u5b58\u2014\u2014\u201c\u4e0a\u6b21\u6539\u4e86\u4ec0\u4e48\u3001\u4e3a\u4ec0\u4e48\u6539\u3001\u8bd5\u4e86\u54ea\u4e2a\u65b9\u6848\u6ca1\u6210\u201d\u2014\u2014\u90a3\u6bcf\u4e00\u8f6e\u90fd\u662f\u4ece\u96f6\u5f00\u59cb\u3002<\/p>\n<p>Addy \u7ed9\u51fa\u7684\u89e3\u51b3\u65b9\u6848\u975e\u5e38\u7b80\u5355&#xff1a;\u4e00\u4e2a markdown \u6587\u4ef6\u3002\u6216\u8005\u4e00\u4e2a Linear board\u3002\u6211\u4e2a\u4eba\u4e5f\u503e\u5411\u7528md\u683c\u5f0f\u8bb0\u5f55\u8bb0\u5fc6&#xff0c;\u76f8\u6bd4RAG\u548cSQL\u4e00\u4e2a\u662f\u4fbf\u4e8e\u4fee\u6539&#xff0c;\u4e00\u4e2a\u662f\u663e\u5f0f\u5b58\u50a8\u3002<\/p>\n<p>\u8fd9\u4e2amemory\u4e3b\u8981\u8bb0\u5f55\u7684\u5185\u5bb9\u662f&#xff1a;\u5df2\u5b8c\u6210\u7684\u4efb\u52a1\u3001\u5931\u8d25\u7684\u5c1d\u8bd5\u3001\u5f85\u5904\u7406\u7684\u6761\u76ee\u3001\u4e0b\u6b21\u9700\u8981\u6ce8\u610f\u7684\u4e8b\u9879\u3002\u5faa\u73af\u6bcf\u6b21\u542f\u52a8\u65f6\u8bfb\u53d6\u8fd9\u4e2a\u6587\u4ef6&#xff0c;\u52a0\u8f7d\u4e0a\u6b21\u7684\u72b6\u6001&#xff0c;\u6784\u5efa\u4e0a\u4e0b\u6587\u7684\u65f6\u5019\u63d2\u5165\u8fdbprompt\u5373\u53ef\u3002<\/p>\n<hr \/>\n<p>\u6700\u540e\u4f5c\u8005\u8fd8\u662f\u9a91\u5899&#xff0c;\u5199\u5230\u8fd9&#xff0c;\u6211\u89c9\u5f97\u4ed6\u7684\u89c2\u70b9\u5c31\u662f\u8fdb\u4e00\u6b65\u81ea\u52a8\u5316&#xff0c;\u5faa\u73af\u505a\u5927&#xff0c;\u6700\u597d\u80fd\u4e00\u6b65\u51fa\u7ed3\u679c&#xff0c;\u4f46\u662f\u6700\u540e\u4ed6\u8fd8\u662f\u8981\u4eba\u505a\u4e8b&#xff0c;\u4f46\u662f\u786e\u5b9e\u73b0\u5728Coding Agent\u80fd\u529b\u8fdc\u6ca1\u6709\u5230\u8fbe\u4eba\u7684\u5b8c\u5168\u653e\u624b\u7684\u6c34\u5e73\u3002<\/p>\n<p>\u4ed6\u5728\u539f\u6587\u4e2d\u6700\u540e\u5f3a\u8c03\u8fd9\u4e09\u70b9&#xff1a;<\/p>\n<p>Verification is still on you.* \u5faa\u73af\u5728\u65e0\u4eba\u503c\u5b88\u65f6\u8fd0\u884c&#xff0c;\u4e5f\u5728\u65e0\u4eba\u503c\u5b88\u65f6\u72af\u9519\u3002\u5b83\u8fd4\u56de&#034;\u5df2\u5b8c\u6210&#034;\u662f\u4e00\u4e2a\u58f0\u660e&#xff0c;\u4e0d\u662f\u8bc1\u660e\u3002\u6ca1\u6709\u4eba\u5728\u4ee3\u7801\u8dd1\u4e4b\u524d\u5148\u770b\u4e00\u904d Diff\u3001\u8dd1\u4e00\u904d\u6d4b\u8bd5\u3001\u70b9\u4e00\u4e0b\u5b9e\u9645\u529f\u80fd&#xff0c;\u4ea4\u4ed8\u7684\u5c31\u662f\u672a\u7ecf\u9a8c\u8bc1\u7684\u8f93\u51fa\u3002Addy \u7684\u539f\u8bdd\u662f&#xff1a;\u201c\u4f60\u7684\u5de5\u4f5c\u662f\u4ea4\u4ed8\u4f60\u786e\u8ba4\u80fd\u8dd1\u7684\u4ee3\u7801\u3002\u201d<\/p>\n<p>Your understanding still rots. \u5faa\u73af\u4ea7\u51fa\u4ee3\u7801\u7684\u901f\u5ea6\u8d8a\u5feb&#xff0c;\u4ed3\u5e93\u7684\u5b9e\u9645\u72b6\u6001\u548c\u5f00\u53d1\u8005\u8111\u5b50\u91cc\u7684\u8ba4\u77e5\u5dee\u8ddd\u5c31\u8d8a\u5927\u3002\u8fde\u7eed\u51e0\u5468\u4e0d\u5ba1\u67e5\u5faa\u73af\u7684 diff&#xff0c;\u9879\u76ee\u5bf9\u4f60\u6765\u8bf4\u5df2\u7ecf\u53d8\u5f97\u964c\u751f\u3002Addy \u79f0\u8fd9\u4e3a comprehension debt&#xff0c;\u5faa\u73af\u672c\u8eab\u4e0d\u4f1a\u6539\u5584\u5b83&#xff0c;\u53ea\u4f1a\u52a0\u901f\u5b83\u7684\u7d2f\u79ef\u3002<\/p>\n<p>Cognitive surrender is the risk. \u5982\u679c\u5faa\u73af\u6301\u7eed\u4ea7\u51fa\u770b\u8d77\u6765\u80fd\u7528\u7684\u7ed3\u679c&#xff0c;\u4eba\u8fdf\u65e9\u4f1a\u653e\u5f03\u81ea\u5df1\u7684\u5224\u65ad\u2014\u2014\u4e0d\u518d\u770b\u7ec6\u8282\u3001\u4e0d\u518d\u8d28\u7591\u3001\u7167\u5355\u5168\u6536\u3002\u8bbe\u8ba1\u5faa\u73af\u8fd9\u4e2a\u884c\u4e3a\u672c\u8eab\u662f\u4e2d\u6027\u7684\u3002\u5e26\u7740\u5224\u65ad\u529b\u505a&#xff0c;\u5b83\u653e\u5927\u4f60\u7684\u6548\u7387\u3002\u4e3a\u4e86\u9003\u907f\u601d\u8003\u800c\u505a&#xff0c;\u5b83\u653e\u5927\u4f60\u7684\u76f2\u76ee\u3002\u5faa\u73af\u5206\u4e0d\u51fa\u8fd9\u4e2a\u533a\u522b\u3002<\/p>\n<p>\u56de\u5230\u5bf9\u6807\u9898\u7684\u56de\u7b54&#xff0c;\u8fd9\u73a9\u610f\u5b8c\u5168\u4e0d\u662f\u65b0\u53d1\u660e\u3002\u66f4\u50cf\u662f\u5bf9\u5df2\u7ecf\u5206\u6563\u5728 Claude Code \u548c Codex \u4ea7\u54c1\u91cc\u7684\u80fd\u529b&#xff0c;\u505a\u4e86\u4e00\u6b21\u547d\u540d\u548c\u4e32\u8054\u3002\u53ea\u662f\u56e0\u4e3a\u4ed6\u662fAddy&#xff0c;\u53d1\u5728X\u4e0a\u4e86&#xff0c;\u7136\u540e\u5c31\u706b\u4e86\u3002\u3002\u3002\u3002<\/p>\n<p>\u4e0d\u7ba1Agent\u5708\u7684\u9020\u8bcd\u70ed&#xff0c;\u5bf9\u4e8edevelopers\u81ea\u5df1&#xff0c;\u53ef\u4ee5\u5c1d\u8bd5\u4ece\u6700\u786e\u4fe1\u7684\u90e8\u5206\u5f00\u59cb\u505a\u4e00\u4e0b\u66f4\u8fdb\u4e00\u6b65\u7684\u81ea\u52a8\u5316&#xff0c;\u6210\u719f\u7684workflow\u662f\u6548\u7387\u7684\u6765\u6e90\u3002\u4f46\u8bf4\u5b9e\u8bdd&#xff0c;automation\u7684\u6548\u679c\u8fd8\u662f\u5728\u9996\u8f6eprompt\u7684\u7f16\u5199\u6c34\u5e73\u548c\u6a21\u578b\u80fd\u529b\u4e0a\u3002<\/p>\n<h4>\u5982\u4f55\u5b66\u4e60\u5927\u6a21\u578b AI &#xff1f;<\/h4>\n<p>\u7531\u4e8e\u65b0\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u8981\u4f18\u4e8e\u88ab\u53d6\u4ee3\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u6240\u4ee5\u5b9e\u9645\u4e0a\u6574\u4e2a\u793e\u4f1a\u7684\u751f\u4ea7\u6548\u7387\u662f\u63d0\u5347\u7684\u3002<\/p>\n<p>\u4f46\u662f\u5177\u4f53\u5230\u4e2a\u4eba&#xff0c;\u53ea\u80fd\u8bf4\u662f&#xff1a;<\/p>\n<p>\u201c\u6700\u5148\u638c\u63e1AI\u7684\u4eba&#xff0c;\u5c06\u4f1a\u6bd4\u8f83\u665a\u638c\u63e1AI\u7684\u4eba\u6709\u7ade\u4e89\u4f18\u52bf\u201d\u3002<\/p>\n<p>\u8fd9\u53e5\u8bdd&#xff0c;\u653e\u5728\u8ba1\u7b97\u673a\u3001\u4e92\u8054\u7f51\u3001\u79fb\u52a8\u4e92\u8054\u7f51\u7684\u5f00\u5c40\u65f6\u671f&#xff0c;\u90fd\u662f\u4e00\u6837\u7684\u9053\u7406\u3002<\/p>\n<p>\u6211\u5728\u4e00\u7ebf\u79d1\u6280\u4f01\u4e1a\u6df1\u8015\u5341\u4e8c\u8f7d&#xff0c;\u89c1\u8bc1\u8fc7\u592a\u591a\u56e0\u6280\u672f\u5361\u4f4d\u800c\u8dc3\u8fc1\u7684\u6848\u4f8b\u3002\u90a3\u4e9b\u7387\u5148\u62e5\u62b1 AI \u7684\u540c\u4e8b&#xff0c;\u65e9\u5df2\u5728\u6548\u7387\u4e0e\u85aa\u8d44\u4e0a\u5f62\u6210\u4ee3\u9645\u4f18\u52bf&#xff0c;\u6211\u610f\u8bc6\u5230\u6709\u5f88\u591a\u7ecf\u9a8c\u548c\u77e5\u8bc6\u503c\u5f97\u5206\u4eab\u7ed9\u5927\u5bb6&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6211\u4eec\u7684\u80fd\u529b\u548c\u7ecf\u9a8c\u89e3\u7b54\u5927\u5bb6\u5728\u5927\u6a21\u578b\u7684\u5b66\u4e60\u4e2d\u7684\u5f88\u591a\u56f0\u60d1\u3002\u6211\u4eec\u6574\u7406\u51fa\u8fd9\u5957 AI \u5927\u6a21\u578b\u7a81\u56f4\u8d44\u6599\u5305&#xff1a;<\/p>\n<ul>\n<li>\u2705 \u4ece\u96f6\u5230\u4e00\u7684 AI \u5b66\u4e60\u8def\u5f84\u56fe<\/li>\n<li>\u2705 \u5927\u6a21\u578b\u8c03\u4f18\u5b9e\u6218\u624b\u518c&#xff08;\u9644\u533b\u7597\/\u91d1\u878d\u7b49\u5927\u5382\u771f\u5b9e\u6848\u4f8b&#xff09;<\/li>\n<li>\u2705 \u767e\u5ea6\/\u963f\u91cc\u4e13\u5bb6\u95ed\u95e8\u5f55\u64ad\u8bfe<\/li>\n<li>\u2705 \u5927\u6a21\u578b\u5f53\u4e0b\u6700\u65b0\u884c\u4e1a\u62a5\u544a<\/li>\n<li>\u2705 \u771f\u5b9e\u5927\u5382\u9762\u8bd5\u771f\u9898<\/li>\n<li>\u2705 2026 \u6700\u65b0\u5c97\u4f4d\u9700\u6c42\u56fe\u8c31<\/li>\n<\/ul>\n<p>\u6240\u6709\u8d44\u6599 \u26a1\ufe0f &#xff0c;\u670b\u53cb\u4eec\u5982\u679c\u6709\u9700\u8981 \u300aAI\u5927\u6a21\u578b\u5165\u95e8&#043;\u8fdb\u9636\u5b66\u4e60\u8d44\u6e90\u5305\u300b&#xff0c;\u4e0b\u65b9\u626b\u7801\u83b7\u53d6~<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085828-6ac9fe349e013.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2460 \u5168\u5957AI\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u89c6\u9891\u6559\u7a0b<\/h3>\n<p>&#xff08;\u5305\u542b\u63d0\u793a\u5de5\u7a0b\u3001RAG\u3001LangChain\u3001Agent\u3001\u6a21\u578b\u5fae\u8c03\u4e0e\u90e8\u7f72\u3001DeepSeek\u7b49\u6280\u672f\u70b9&#xff09;<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085830-6ac9fe3617df2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2461 \u5927\u6a21\u578b\u7cfb\u7edf\u5316\u5b66\u4e60\u8def\u7ebf<\/h3>\n<p>\u4f5c\u4e3a\u5b66\u4e60AI\u5927\u6a21\u578b\u6280\u672f\u7684\u65b0\u624b&#xff0c;\u65b9\u5411\u81f3\u5173\u91cd\u8981\u3002 \u6b63\u786e\u7684\u5b66\u4e60\u8def\u7ebf\u53ef\u4ee5\u4e3a\u4f60\u8282\u7701\u65f6\u95f4&#xff0c;\u5c11\u8d70\u5f2f\u8def&#xff1b;\u65b9\u5411\u4e0d\u5bf9&#xff0c;\u52aa\u529b\u767d\u8d39\u3002\u8fd9\u91cc\u6211\u7ed9\u5927\u5bb6\u51c6\u5907\u4e86\u4e00\u4efd\u6700\u79d1\u5b66\u6700\u7cfb\u7edf\u7684\u5b66\u4e60\u6210\u957f\u8def\u7ebf\u56fe\u548c\u5b66\u4e60\u89c4\u5212&#xff0c;\u5e26\u4f60\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a&#xff01;<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085831-6ac9fe3768e85.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2462 \u5927\u6a21\u578b\u5b66\u4e60\u4e66\u7c4d&amp;\u6587\u6863<\/h3>\n<p>\u5b66\u4e60AI\u5927\u6a21\u578b\u79bb\u4e0d\u5f00\u4e66\u7c4d\u6587\u6863&#xff0c;\u6211\u7cbe\u9009\u4e86\u4e00\u7cfb\u5217\u5927\u6a21\u578b\u6280\u672f\u7684\u4e66\u7c4d\u548c\u5b66\u4e60\u6587\u6863&#xff08;\u7535\u5b50\u7248&#xff09;&#xff0c;\u5b83\u4eec\u7531\u9886\u57df\u5185\u7684\u9876\u5c16\u4e13\u5bb6\u64b0\u5199&#xff0c;\u5185\u5bb9\u5168\u9762\u3001\u6df1\u5165\u3001\u8be6\u5c3d&#xff0c;\u4e3a\u4f60\u5b66\u4e60\u5927\u6a21\u578b\u63d0\u4f9b\u575a\u5b9e\u7684\u7406\u8bba\u57fa\u7840\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085832-6ac9fe383c323.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2463 AI\u5927\u6a21\u578b\u6700\u65b0\u884c\u4e1a\u62a5\u544a<\/h3>\n<p>2025\u6700\u65b0\u884c\u4e1a\u62a5\u544a&#xff0c;\u9488\u5bf9\u4e0d\u540c\u884c\u4e1a\u7684\u73b0\u72b6\u3001\u8d8b\u52bf\u3001\u95ee\u9898\u3001\u673a\u4f1a\u7b49\u8fdb\u884c\u7cfb\u7edf\u5730\u8c03\u7814\u548c\u8bc4\u4f30&#xff0c;\u4ee5\u4e86\u89e3\u54ea\u4e9b\u884c\u4e1a\u66f4\u9002\u5408\u5f15\u5165\u5927\u6a21\u578b\u7684\u6280\u672f\u548c\u5e94\u7528&#xff0c;\u4ee5\u53ca\u5728\u54ea\u4e9b\u65b9\u9762\u53ef\u4ee5\u53d1\u6325\u5927\u6a21\u578b\u7684\u4f18\u52bf\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085833-6ac9fe39a2120.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2464 \u5927\u6a21\u578b\u9879\u76ee\u5b9e\u6218&amp;\u914d\u5957\u6e90\u7801<\/h3>\n<p>\u5b66\u4ee5\u81f4\u7528&#xff0c;\u5728\u9879\u76ee\u5b9e\u6218\u4e2d\u68c0\u9a8c\u548c\u5de9\u56fa\u4f60\u6240\u5b66\u5230\u7684\u77e5\u8bc6&#xff0c;\u540c\u65f6\u4e3a\u4f60\u627e\u5de5\u4f5c\u5c31\u4e1a\u548c\u804c\u4e1a\u53d1\u5c55\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010085835-6ac9fe3b01572.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2465 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