{"id":119009,"date":"2026-10-28T17:16:39","date_gmt":"2026-10-28T09:16:39","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/119009.html"},"modified":"2026-10-28T17:16:39","modified_gmt":"2026-10-28T09:16:39","slug":"ai%e5%86%99%e4%bb%a3%e7%a0%81%e6%8a%8a%e5%8a%9f%e8%83%bd%e5%81%9a%e5%ae%8c%e4%ba%86%ef%bc%8c%e8%b0%81%e6%9d%a5%e6%8a%8a%e4%ba%a7%e5%93%81%e5%81%9a%e5%af%b9%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/119009.html","title":{"rendered":"AI\u5199\u4ee3\u7801\u628a\u529f\u80fd\u505a\u5b8c\u4e86\uff0c\u8c01\u6765\u628a\u4ea7\u54c1\u505a\u5bf9\uff1f"},"content":{"rendered":"<p>AI\u5c0f\u63ed\u79d8 \u6df1\u5ea6\u4ea7\u54c1\u89c2\u5bdf \/ \u7834\u5c40\u7bc7<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028091638-6ae1bd76b2981.webp\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>&#x1f60a;\u54c8\u55bd\u5440&#xff0c;\u5c0f\u4f19\u4f34\u4eec\u597d\u4e45\u4e0d\u89c1&#xff0c;\u4eca\u5929\u51fa\u4e00\u7bc7\u5173\u4e8eAI\u4ea7\u54c1\u7ecf\u7406\u7684\u6df1\u5ea6\u601d\u8003&#xff0c;\u5171\u540c\u5b66\u4e60&#xff0c;\u8bf7\u655e\u5f00\u7684\u53cd\u9a73\u5c0f\u7f16&#x1f447;<\/p>\n<p>\u70b9\u51fb\u4e86\u89e3\u66f4\u591a\u6df1\u5ea6\u5185\u5bb9<\/p>\n<h2>AI\u628a\u529f\u80fd\u505a\u5b8c\u4e86&#xff0c;\u8c01\u6765\u628a\u4ea7\u54c1\u505a\u5bf9&#xff1f;<\/h2>\n<p>\u4f60\u5f97\u77e5\u9053&#xff0c;\u5f53\u201c\u5b9e\u73b0\u201d\u4e0d\u518d\u662f\u95e8\u69db&#xff0c;\u6211\u4eec\u624d\u53d1\u73b0\u73b0\u5728&#xff1a;\u6700\u6602\u8d35\u7684\u4ea7\u54c1\u4ef7\u503c&#xff0c;\u4ece\u6765\u6ca1\u753b\u5728\u539f\u578b\u56fe\u91cc\u3002\u2014\u2014\u5199\u7ed9\u6b63\u5728\u91cd\u6784\u8ba4\u77e5\u7684 AI \u4ea7\u54c1\u4eba<\/p>\n<p>&#x1f4a1; \u5bfc\u8bfb \u00b7 \u91cd\u65b0\u5b9a\u4e49\u4ea7\u54c1\u7ecf\u7406\u7684\u62a4\u57ce\u6cb3<\/p>\n<p>\u6700\u8ba9\u4ea7\u54c1\u7ecf\u7406\u7126\u7eff\u7684&#xff0c;\u5f80\u5f80\u4e0d\u662f\u201cAI\u4f1a\u4e0d\u4f1a\u6dd8\u6c70\u6211\u201d&#xff0c;\u800c\u662f\u5f00\u53d1\u540c\u4e8b\u628a\u5c4f\u5e55\u4e00\u8f6c&#xff1a;**\u201c\u4f60\u90a3\u4e2a\u9700\u6c42&#xff0c;\u6211\u7528AI\u642d\u597d\u4e86\u3002\u9875\u9762\u80fd\u8dd1&#xff0c;\u63a5\u53e3\u901a\u4e86&#xff0c;\u7a7a\u72b6\u6001\u6587\u6848\u751a\u81f3\u6bd4\u4f60\u5199\u7684\u8fd8\u4f53\u8d34\u3002\u201d**\u8fc7\u53bb\u7528\u6765\u8bc1\u660e\u5de5\u4f5c\u91cf\u7684PRD\u3001\u539f\u578b\u56fe\u3001\u4ea4\u4e92\u8df3\u8f6c&#xff0c;\u5728\u51e0\u5206\u949f\u5185\u88abAI\u6279\u91cf\u751f\u4ea7\u3002\u4f46\u6b8b\u9177\u7684\u73b0\u5b9e\u662f&#xff1a;\u529f\u80fd\u88ab\u5149\u901f\u505a\u51fa\u6765\u4e86&#xff0c;\u7528\u6237\u4f9d\u7136\u5f03\u7528\u3002<\/p>\n<p>\u4eca\u5929\u6211\u4eec\u4ece\u6700\u5e38\u89c1\u7684\u201cAI\u667a\u80fd\u5468\u62a5\u201d\u5207\u5165&#xff0c;\u804a\u900f\u771f\u6b63\u51b3\u5b9a\u751f\u6b7b\u5b58\u4ea1\u7684AI\u539f\u751f\u4ea7\u54c1\u601d\u7ef4&#xff08;AI-Native Product Thinking&#xff09;\u3002<\/p>\n<p>10\u67087\u65e5&#xff0c;Anthropic\u53d1\u5e03Haiku 5.5&#xff0c;\u4e3b\u6253\u901f\u5ea6\u4e0e\u6781\u4f4e\u5ef6\u8fdf&#xff0c;\u516c\u544a\u4e2dAsana\u53cd\u9988\u5728\u5176AI Teammates\u8bc4\u4f30\u96c6\u4e0a\u4efb\u52a1\u5b8c\u6210\u5ef6\u8fdf\u964d\u4f4e\u8d8530%[1]\u3002\u6a21\u578b\u8d8a\u6765\u8d8a\u806a\u660e&#xff0c;API\u8d8a\u6765\u8d8a\u4fbf\u5b9c&#xff0c;\u4ee3\u7801\u751f\u6210\u8d8a\u6765\u8d8a\u553e\u624b\u53ef\u5f97\u3002<\/p>\n<p>\u4f46\u5fc5\u987b\u8b66\u60d5\u7684\u662f&#xff1a;\u5f53\u5b9e\u73b0\u6210\u672c\u66b4\u8dcc&#xff0c;\u56e2\u961f\u66f4\u5bb9\u6613\u628a\u5b8c\u5168\u672a\u7ecf\u9a8c\u8bc1\u7684\u4f2a\u9700\u6c42\u505a\u6210\u8f6f\u4ef6&#xff1b;\u505a\u9519\u7684\u4e1c\u897f&#xff0c;\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u88ab\u6279\u91cf\u4ea4\u4ed8\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028091638-6ae1bd76ce63a.gif\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u8ba4\u77e5\u62d0\u70b9&#xff1a;\u4f20\u7edf\u8f6f\u4ef6\u601d\u7ef4 vs AI\u539f\u751f\u4ea7\u54c1\u601d\u7ef4<\/p>\n<p>| \u601d\u8003\u7ef4\u5ea6 | \u4f20\u7edf\u529f\u80fd\u578b PM | AI \u539f\u751f\u4ea7\u54c1\u601d\u7ef4 | | \u2014 | \u2014 | \u2014 | | \u7cfb\u7edf\u672c\u8d28 | \u786e\u5b9a\u6027\u903b\u8f91&#xff08;If-Else&#xff09; | \u6982\u7387\u6027\u7cfb\u7edf &#xff08;\u8f93\u51fa\u5e26\u7f6e\u4fe1\u5ea6\u4e0e\u65b9\u5dee&#xff09; | | \u4ea4\u4e92\u5f62\u6001 | \u8868\u5355\u3001\u6309\u94ae\u3001\u5f39\u7a97 | \u9759\u9ed8\u589e\u5f3a&#xff08;Ambient&#xff09; &#xff0c;\u6d88\u9664\u4eba\u8089\u8f93\u5165 | | \u5f02\u5e38\u5904\u7406 | \u62a5\u9519\u5f39\u7a97\u3001\u91cd\u65b0\u52a0\u8f7d | \u4eba\u673a\u63a7\u5236\u6743\u4ea4\u63a5 \u4e0e\u5dee\u5f02\u5316\u964d\u7ea7&#xff08;Fallback&#xff09; | | \u4ea4\u4ed8\u6838\u5fc3 | PRD \u4e0e\u4ea4\u4e92\u539f\u578b | Evals \u8bc4\u6d4b\u96c6 \u4e0e\u771f\u5b9e\u5931\u8d25\u6848\u4f8b\u6c60 |<\/p>\n<p>01<\/p>\n<h3>\u7528\u6237\u8bf4\u60f3\u8981AI&#xff0c;\u672a\u5fc5\u60f3\u8981\u4e00\u4e2a\u804a\u5929\u6846<\/h3>\n<p>\u505a\u9879\u76ee\u7ba1\u7406\u534f\u540c\u8f6f\u4ef6&#xff0c;\u6700\u5e38\u6536\u5230\u7684\u9700\u6c42\u662f&#xff1a;\u201c\u52a0\u4e2aAI\u5199\u5468\u62a5\u529f\u80fd\u5427&#xff01;\u201d\u8fd9\u4e2a\u9700\u6c42\u770b\u4f3c\u5b8c\u7f8e&#xff1a;\u4eba\u4eba\u8ba8\u538c\u5199\u5468\u62a5&#xff0c;LLM\u53c8\u6781\u5176\u64c5\u957f\u5f52\u7eb3\u603b\u7ed3&#xff0c;\u7b80\u76f4\u5929\u4f5c\u4e4b\u5408\u3002<\/p>\n<p>\u4f46\u5f88\u591a\u56e2\u961f\u7684\u505a\u6cd5\u8ba9\u4eba\u557c\u7b11\u7686\u975e&#xff1a;\u5728\u53f3\u4e0b\u89d2\u60ac\u6d6e\u4e00\u4e2a\u5de8\u5927\u7684Chatbot&#xff08;\u804a\u5929\u6846&#xff09;&#xff0c;\u63d0\u793a\u8bed\u5199\u7740\u201c\u8bf7\u544a\u8bc9\u6211\u4f60\u8fd9\u5468\u505a\u4e86\u4ec0\u4e48&#xff0c;\u6211\u5e2e\u4f60\u5199\u603b\u7ed3\u201d\u3002<\/p>\n<p><span class=\"token comment\">\/\/ \u61d2\u60f0\u578b AI \u4ea7\u54c1\u8bbe\u8ba1 vs \u539f\u751f AI \u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n<span class=\"token punctuation\">[<\/span><span class=\"token class-name\">Bad<\/span> Case<span class=\"token punctuation\">]<\/span> \u61d2\u60f0\u7684\u804a\u5929\u6846\u6a21\u5f0f <span class=\"token punctuation\">(<\/span>The Chatbot Anti<span class=\"token operator\">&#8211;<\/span>Pattern<span class=\"token punctuation\">)<\/span><br \/>\n\u21b3 \u7529\u9505\u7ed9\u7528\u6237&#xff1a;\u201c\u8bf7\u628a\u672c\u5468\u5728Jira\u3001GitLab\u3001\u98de\u4e66\u7684<span class=\"token number\">30<\/span>\u6761\u8bb0\u5f55\u62f7\u8fdb\u6765\u544a\u8bc9\u6211\u201d<br \/>\n\u21b3 \u5f3a\u884c\u589e\u52a0\u6469\u64e6&#xff1a;\u539f\u6765\u5199\u5468\u62a5\u82b1<span class=\"token number\">15<\/span>\u5206\u949f&#xff0c;\u73b0\u5728\u6574\u7406\u524d\u7f6ePrompt\u5582\u996d\u82b1\u4e86<span class=\"token number\">20<\/span>\u5206\u949f<br \/>\n\u21b3<br \/>\n\u672c\u8d28&#xff1a;\u628a\u6a21\u578b\u8ba4\u77e5\u8d1f\u62c5&#xff08;Context Ingestion&#xff09;\u5168\u8f6c\u5ac1\u7ed9\u4e86\u4eba\u3002<br \/>\n<span class=\"token punctuation\">[<\/span>AI<span class=\"token operator\">&#8211;<\/span>Native<span class=\"token punctuation\">]<\/span> \u9759\u9ed8\u65e0\u611f\u5d4c\u5165\u6a21\u5f0f <span class=\"token punctuation\">(<\/span>Ambient <span class=\"token class-name\">Context<\/span> Injection<span class=\"token punctuation\">)<\/span><br \/>\n\u21b3 \u7528\u6237\u6253\u5f00\u9875\u9762\u77ac\u95f4&#xff1a;\u540e\u53f0\u81ea\u52a8\u805a\u5408\u5df2\u7ed1\u5b9a\u7684\u4efb\u52a1\u72b6\u6001\u4e0e\u771f\u5b9e\u4ee3\u7801\u5408\u5e76\u8bb0\u5f55<br \/>\n\u21b3 \u81ea\u52a8\u9ad8\u4eae\u5dee\u5f02&#xff1a;\u3010\u7cfb\u7edf\u5ba2\u89c2\u4e8b\u5b9e\u3011vs\u3010AI\u63a8\u65ad\u51fa\u7684\u5ef6\u671f\u98ce\u9669\u9879\u3011&#xff08;\u663e\u5f0f\u6eaf\u6e90&#xff09;<br \/>\n\u21b3 \u7528\u6237\u52a8\u4f5c&#xff1a;\u65e0\u9700\u7f16\u5199Prompt&#xff0c;\u53ea\u505a\u6700\u7ec8\u5ba1\u6838&#xff08;Sign<span class=\"token operator\">&#8211;<\/span>off&#xff09;\u4e0e\u7ec6\u8282\u4fee\u6b63\u3002<\/p>\n<p>\u8bf7\u8bb0\u4f4f&#xff1a;**Chatbot \u5f80\u5f80\u662f\u5f53\u4e0b\u6700\u5077\u61d2\u7684 AI \u4ea7\u54c1\u8bbe\u8ba1\u3002**\u5b83\u5047\u88c5\u4e07\u80fd&#xff0c;\u5374\u628a\u201c\u5b9a\u4e49\u4e0a\u4e0b\u6587\u201d\u7684\u6700\u75db\u82e6\u73af\u8282\u76f4\u63a5\u7529\u7ed9\u4e86\u7528\u6237\u3002\u597d\u591a\u4eba\u4e0d\u670d\u8fd9\u4e00\u70b9&#xff0c;\u8bf7\u5728\u8bc4\u8bba\u533a\u7529\u4f8b\u5b50\u53cd\u9a73\u54c8&#x1f60a;\u3002<\/p>\n<p>\u4ea7\u54c1\u601d\u7ef4\u7684\u7b2c\u4e00\u6b65&#xff0c;\u662f\u628a\u529f\u80fd\u540d\u8fd8\u539f\u6210\u7528\u6237\u4efb\u52a1&#xff1a;\u8c01&#xff0c;\u5728\u4ec0\u4e48\u771f\u5b9e\u60c5\u5883\u4e0b&#xff0c;\u8981\u5b8c\u6210\u4ec0\u4e48\u4e1a\u52a1\u95ed\u73af&#xff1f;\u5468\u62a5\u7684\u672c\u8d28\u4e0d\u662f\u201c\u4ea4\u4e00\u7bc7\u6f02\u4eae\u603b\u7ed3\u201d&#xff0c;\u800c\u662f\u201c\u5411\u5229\u76ca\u76f8\u5173\u65b9\u540c\u6b65\u8fdb\u5c55\u3001\u66b4\u9732\u5ef6\u671f\u98ce\u9669\u3001\u786e\u8ba4\u8ffd\u8d23\u4eba\u201d\u3002\u4e00\u6b21\u81ea\u52a8\u5316\u6570\u636e\u5bf9\u9f50\u4e0e\u4e00\u6761\u5e26\u4f9d\u636e\u7684\u98ce\u9669\u63d0\u9192&#xff0c;\u8fdc\u80dc\u8fc7\u4e00\u4e2a\u8bdd\u75e8\u52a9\u624b\u3002<\/p>\n<p>02<\/p>\n<h3>\u8f6f\u4ef6\u5356\u7684\u662f\u786e\u5b9a\u6027&#xff0c;\u6a21\u578b\u63d0\u4f9b\u7684\u662f\u53ef\u80fd\u6027&#xff01;<\/h3>\n<p>\u4f20\u7edf\u8f6f\u4ef6\u4e2d&#xff0c;\u72b6\u6001\u662f\u786e\u5b9a\u6027\u7684&#xff1a;\u6210\u529f\u5c31\u662f 200 OK&#xff0c;\u5931\u8d25\u5c31\u662f 500 Error\u3002\u4f46\u5927\u8bed\u8a00\u6a21\u578b\u662f\u6982\u7387\u673a\u5668&#xff0c;\u5b83\u64c5\u957f\u201c\u7ed9\u51fa\u53ef\u80fd\u7684\u56de\u7b54\u201d&#xff0c;\u5374\u65e0\u6cd5\u627f\u8bfa\u201c\u7edd\u5bf9\u7684\u4e8b\u5b9e\u53ef\u9760\u201d\u3002<\/p>\n<p>\u5982\u679c\u67d0\u4e2a\u91cd\u70b9\u9879\u76ee\u6574\u5468\u6ca1\u6709\u4efb\u4f55\u4ee3\u7801\u6216\u4efb\u52a1\u66f4\u65b0&#xff0c;AI \u5468\u62a5\u80fd\u76f4\u63a5\u5199\u201c\u672c\u5468\u8fdb\u5c55\u4e00\u5207\u6b63\u5e38\u201d\u5417&#xff1f;\u7edd\u5bf9\u4e0d\u80fd&#xff01;**\u201c\u7f3a\u4e4f\u5f02\u5e38\u6570\u636e\u201d\u7edd\u4e0d\u7b49\u4e8e\u201c\u6ca1\u6709\u5f02\u5e38\u201d\u3002**\u5728\u590d\u6742\u4e1a\u52a1\u4e2d&#xff0c;\u6a21\u578b\u6700\u81f4\u547d\u7684\u95ee\u9898\u662f\u7528\u6781\u5176\u81ea\u4fe1\u3001\u6ef4\u6c34\u4e0d\u6f0f\u7684\u6587\u7b14&#xff0c;\u63a9\u76d6\u4e86\u5e95\u5c42\u4e8b\u5b9e\u7684\u81f4\u547d\u51b2\u7a81\u3002<\/p>\n<p>&#x1f6e0;\ufe0f \u5b9e\u6218\u843d\u5730&#xff1a;AI\u529f\u80fd\u5fc5\u987b\u5177\u5907\u7684\u201c\u4e09\u5c42\u4eba\u673a\u72b6\u6001\u673a\u201d<\/p>\n<p>**1. \u8ba4\u77e5\u6eaf\u6e90\u5c42&#xff08;Data Provenance&#xff09;&#xff1a;**AI\u8f93\u51fa\u7684\u6bcf\u4e00\u6761\u7ed3\u8bba&#xff0c;\u5fc5\u987b\u63d0\u4f9b\u53ef\u70b9\u51fb\u7684\u4f9d\u636e\u94fe\u63a5&#xff08;\u5982\u5bf9\u5e94\u54ea\u6761Commit\u3001\u54ea\u4e2aBug&#xff09;\u3002\u62d2\u7edd\u5bf9\u4e0d\u53ef\u77e5\u6570\u636e\u80e1\u7f16\u4e71\u9020&#xff08;\u6bd4\u5982\u67d0\u5305&#xff0c;\u6709\u65f6\u5019\u6ca1\u6709\u4f9d\u636e\u778e\u54a7\u54a7&#xff0c;\u4f60\u6279\u5b83\u4e00\u987f\u5b83\u624d\u6539\u6b63&#xff09;\u3002<\/p>\n<p>**2. \u534f\u540c\u5ba1\u9605\u5c42&#xff08;Human-in-the-loop&#xff09;&#xff1a;**\u533a\u5206\u201c\u8349\u7a3f\u6001\u201d\u4e0e\u201c\u53d1\u5e03\u6001\u201d\u3002\u63d0\u4f9b\u7c7b\u4f3c Git Diff \u7684\u9ad8\u4eae\u5bf9\u6bd4&#xff0c;\u5141\u8bb8\u7528\u6237\u4e00\u952e\u4fee\u6539\u3001\u8986\u5199\u6216\u62d2\u7eddAI\u751f\u6210\u7684\u63a8\u65ad\u3002<\/p>\n<p>**3. \u5f3a\u6743\u62e6\u622a\u95e8&#xff08;Approval Gate&#xff09;&#xff1a;**\u6d89\u53ca\u201c\u5916\u90e8\u53d1\u9001\u3001\u8d22\u52a1\u5bf9\u8d26\u3001\u8d23\u4efb\u5f52\u5c5e\u201d\u7b49\u9ad8\u98ce\u9669\u5199\u5165\u52a8\u4f5c&#xff0c;\u7cfb\u7edf\u7edd\u5bf9\u4e0d\u5141\u8bb8AI\u4ee3\u52b3&#xff0c;\u5fc5\u987b\u7531\u5177\u5907\u771f\u5b9e\u6743\u9650\u7684\u4eba\u6572\u4e0b\u6700\u7ec8\u786e\u8ba4\u3002<\/p>\n<p>Anthropic \u5728 Agent \u8bc4\u4f30\u6307\u5357\u4e2d\u7279\u522b\u5f3a\u8c03\u533a\u5206**\u201c\u4ea4\u4e92\u8fc7\u7a0b\u8bb0\u5f55\u201d\u4e0e\u201c\u6700\u7ec8\u72b6\u6001\u53d8\u5316\u201d**&#xff1a;\u52a9\u624b\u5728\u754c\u9762\u4e0a\u8bf4\u201c\u5df2\u8ba2\u7968\u201d&#xff0c;\u4e0d\u7b49\u4e8e\u6570\u636e\u5e93\u91cc\u771f\u6709\u4e86\u673a\u7968\u51ed\u636e[2]\u3002<\/p>\n<p>\u540c\u7406&#xff1a;**\u201c\u5468\u62a5\u6587\u672c\u5df2\u751f\u6210\u201d\u7edd\u4e0d\u7b49\u4e8e\u201c\u5468\u62a5\u5df2\u53d1\u5e03\u201d&#xff0c;\u66f4\u4e0d\u7b49\u4e8e\u201c\u5ef6\u671f\u98ce\u9669\u5df2\u88ab\u8d23\u4efb\u4eba\u8ba4\u9886\u201d\u3002**\u5343\u4e07\u522b\u8ba9\u524d\u7aef\u4e00\u4e2a\u7b80\u964b\u7684\u201c\u751f\u6210\u4e2d\u201dLoading\u8f6c\u5708&#xff0c;\u541e\u6389\u4e86\u6240\u6709\u4e25\u8083\u7684\u4e1a\u52a1\u72b6\u6001\u673a\u3002<\/p>\n<p>03<\/p>\n<h3>AI MVP \u7684\u6838\u5fc3&#xff1a;\u4e0d\u662f\u514b\u5236&#xff0c;\u800c\u662f\u201c\u660e\u786e\u4e0d\u505a\u4ec0\u4e48\u201d<\/h3>\n<p>\u65e2\u7136\u73b0\u5728\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u51e0\u4e4e\u4ec0\u4e48\u90fd\u4f1a&#xff0c;\u7b2c\u4e00\u7248\u4ea7\u54c1\u662f\u4e0d\u662f\u8be5\u628a\u201c\u65e5\u62a5\u6c47\u603b\u3001\u98ce\u9669\u9884\u8b66\u3001\u81ea\u52a8\u6392\u671f\u3001\u4ee3\u53d1\u98de\u4e66\u201d\u4e00\u6b21\u6027\u62c9\u6ee1&#xff1f;<\/p>\n<p>\u6070\u6070\u76f8\u53cd&#xff1a;\u6a21\u578b\u8d8a\u4e07\u80fd&#xff0c;\u4ea7\u54c1\u7ecf\u7406\u8d8a\u8981\u6709\u58ee\u58eb\u65ad\u8155\u7684\u53d6\u820d\u529b\u3002<\/p>\n<p>AI\u5468\u62a5\u7684 MVP&#xff08;\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1&#xff09;&#xff0c;\u7b2c\u4e00\u7248\u5b8c\u5168\u53ef\u4ee5\u6781\u5ea6\u805a\u7126&#xff1a;\u53ea\u670d\u52a1\u7814\u53d1\u7ec4\u957f\u4e00\u4e2a\u89d2\u8272\u3001\u53ea\u63a5\u5165Git\u5355\u4e00\u53ef\u9760\u6570\u636e\u6e90\u3001\u53ea\u751f\u6210\u5e26\u6e05\u6670\u6765\u6e90\u7684\u8349\u7a3f\u3002\u6682\u4e0d\u9884\u6d4b\u5ef6\u671f\u98ce\u9669\u3001\u4e0d\u64c5\u81ea\u7ed9\u540c\u4e8b\u6d3e\u5355\u3001\u4e0d\u4ee3\u66ff\u8d1f\u8d23\u4eba\u5bf9\u5916\u627f\u8bfa\u4ea4\u4ed8\u65f6\u95f4\u3002<\/p>\n<p>&#x1f4cc; AI \u4ea7\u54c1\u7acb\u9879\u56db\u95ee&#xff08;\u5f00\u9700\u6c42\u8bc4\u5ba1\u4f1a\u524d\u5efa\u8bae\u81ea\u67e5&#xff09;<\/p>\n<ul>\n<li>\n<p>\u4efb\u52a1\u672c\u8d28\u95ee&#xff1a;<\/p>\n<p>\u8fd9\u4e2a\u573a\u666f\u771f\u6b63\u7684\u74f6\u9888\u662f\u201c\u6587\u7b14\u8868\u8fbe\u201d&#xff0c;\u8fd8\u662f\u201c\u4e8b\u5b9e\u6838\u9a8c\u4e0e\u8d23\u4efb\u5bf9\u9f50\u201d&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5bb9\u9519\u6210\u672c\u95ee&#xff1a;<\/p>\n<p>\u5982\u679c\u6a21\u578b\u4ea7\u751f\u4e00\u6b21\u5e7b\u89c9&#xff0c;\u7528\u6237\u7684\u4fee\u6b63\u6210\u672c\u662f\u6309\u79d2\u8ba1\u7b97&#xff0c;\u8fd8\u662f\u707e\u96be\u7ea7\u7684\u91cd\u6784&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u57fa\u7ebf\u5bf9\u7167\u95ee&#xff1a;<\/p>\n<p>\u5982\u679c\u7528\u6700\u6b7b\u677f\u7684\u56fa\u5b9a\u6a21\u677f &#043; \u51e0\u884cSQL\u7edf\u8ba1&#xff0c;\u80fd\u4e0d\u80fd\u4ee5 5% \u7684\u6210\u672c\u89e3\u51b3 80% \u7684\u75db\u70b9&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5931\u8d25\u8fb9\u754c\u95ee&#xff1a;<\/p>\n<p>\u5f53\u6a21\u578b\u9047\u5230\u4fe1\u606f\u51b2\u7a81\u6216\u6743\u9650\u53d7\u9650\u65f6&#xff0c;\u5b83\u6709\u6ca1\u6709\u4e00\u6761\u4f53\u9762\u7684\u964d\u7ea7\u9000\u8def&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<p>\u201c\u4e0d\u505a\u4ec0\u4e48\u201d\u5f80\u5f80\u51b3\u5b9a\u4e86AI\u529f\u80fd\u7684\u751f\u6b7b\u3002\u6a21\u578b\u652f\u6301100\u79cd\u8bed\u8a00&#xff0c;\u4e0d\u4ee3\u8868\u4f60\u7684\u8fd0\u8425\u56e2\u961f\u6709\u80fd\u529b\u5e94\u5bf9\u6d77\u5916\u5e02\u573a\u7684\u6cd5\u89c4\u5408\u89c4\u3002\u4ea7\u54c1\u7ecf\u7406\u7684\u804c\u8d23\u4e0d\u662f\u66ff\u5927\u6a21\u578b\u627e\u5e94\u7528\u573a\u666f&#xff0c;\u800c\u662f\u66ff\u7528\u6237\u627e\u6210\u672c\u6700\u4f4e\u3001\u963b\u529b\u6700\u5c0f\u7684\u89e3\u9898\u65b9\u6848\u3002<\/p>\n<p>04<\/p>\n<h3>\u522b\u62ff\u751f\u6210\u6b21\u6570&#xff0c;\u5192\u5145\u7528\u6237\u4ef7\u503c<\/h3>\n<p>\u65b0\u529f\u80fd\u7070\u5ea6\u4e0a\u7ebf\u540e&#xff0c;\u540e\u53f0\u76d1\u63a7\u663e\u793a&#xff1a;API\u8c03\u7528\u91cf\u66b4\u6da8 300%&#xff0c;\u751f\u6210\u6b21\u6570\u7834\u4e07&#xff0c;\u56e2\u961f\u5728\u590d\u76d8\u4f1a\u4e0a\u7686\u5927\u6b22\u559c\u3002<\/p>\n<p>\u4f46\u53ea\u8981\u7a0d\u5fae\u4e0b\u6c89\u8c03\u7814&#xff0c;\u5c31\u4f1a\u53d1\u73b0\u60ca\u4eba\u7684\u771f\u76f8&#xff1a;**\u5927\u91cf\u7528\u6237\u662f\u56e0\u4e3a\u7b2c\u4e00\u6b21\u751f\u6210\u7684\u4e0d\u51c6&#xff0c;\u53cd\u590d\u4fee\u6539Prompt\u91cd\u65b0\u751f\u6210\u4e86\u4e94\u516d\u904d&#xff1b;\u6700\u540e\u65e0\u5948\u53f9\u6c14&#xff0c;\u8fd8\u662f\u590d\u5236\u5230\u8bb0\u4e8b\u672c\u91cc\u624b\u52a8\u6539\u4e86\u534a\u5c0f\u65f6\u3002**\u8fd9\u4e0d\u53eb\u4e1a\u52a1\u7e41\u8363&#xff0c;\u8fd9\u53eb\u632b\u8d25\u611f\u7684\u7d2f\u79ef\u3002<\/p>\n<p>&#x1f4c8; AI \u65f6\u4ee3\u7684\u6307\u6807\u8131\u6c34&#xff1a;\u4ece\u865a\u8363\u6570\u636e\u5230\u771f\u5b9e\u4ef7\u503c<br \/>\n\u274c<br \/>\n\u865a\u8363\u6307\u6807&#xff1a;Token \u6d88\u8017\u91cf\u3001\u751f\u6210\u6309\u94ae\u70b9\u51fb\u6b21\u6570\u3001\u5bf9\u8bdd\u8f6e\u6570<br \/>\n\u2714<br \/>\n\u771f\u5b9e\u6307\u6807&#xff1a;<br \/>\n\u7aef\u5230\u7aef\u5b8c\u6210\u603b\u8017\u65f6&#xff1a;\u5305\u542b\u7b49\u5f85\u751f\u6210\u3001\u6bd4\u5bf9\u771f\u5b9e\u6570\u636e\u3001\u4eba\u5de5\u4e8c\u6b21\u7ea0\u9519\u7684\u603b\u65f6\u957f&#xff1b;<br \/>\n\u4eba\u5de5\u7f16\u8f91\u8ddd\u79bb&#xff08;Edit Distance&#xff09;&#xff1a;\u6700\u7ec8\u53d1\u5e03\u7684\u7248\u672c\u4e2d&#xff0c;\u6709\u591a\u5c11\u6bd4\u4f8b\u662fAI\u76f4\u63a5\u91c7\u7eb3\u7684&#xff1b;<br \/>\nBad <span class=\"token keyword\">Case<\/span> \u9003\u9038\u7387&#xff1a;\u4e8b\u5b9e\u6027\u9519\u8bef\u662f\u5426\u7a7f\u900f\u5ba1\u7b7e\u73af\u8282&#xff0c;\u8fdb\u5165\u4e86\u4e0b\u6e38\u6d41\u7a0b\u3002<\/p>\n<p>Anthropic \u7ed9\u51fa\u8fc7\u4e00\u6761\u975e\u5e38\u5b9e\u64cd\u7684\u5de5\u7a0b\u5efa\u8bae&#xff1a;\u4ee5 20 \u5230 50 \u4e2a\u5728\u771f\u5b9e\u4e1a\u52a1\u4e2d\u7ffb\u8fc7\u8f66\u7684\u4efb\u52a1&#xff08;Bad Cases&#xff09;\u4f5c\u4e3a\u8bc4\u4f30\u8d77\u70b9[2]\u3002<\/p>\n<p>\u5728AI\u65f6\u4ee3&#xff0c;\u4e00\u540d\u4ea7\u54c1\u7ecf\u7406\u6700\u786c\u6838\u7684\u6838\u5fc3\u8d44\u4ea7&#xff0c;\u4e0d\u518d\u662f\u51e0\u767e\u9875\u7684PRD\u6587\u6863&#xff0c;\u800c\u662f\u90a3\u4e2a\u51dd\u805a\u4e86\u4e1a\u52a1\u6781\u9650\u573a\u666f\u7684 Evals&#xff08;\u8bc4\u6d4b\u96c6&#xff09;\u2014\u2014\u91cc\u9762\u6db5\u76d6\u4e86\u4fe1\u606f\u51b2\u7a81\u3001\u8de8\u6743\u9650\u8d8a\u6743\u3001\u8fb9\u754c\u5f02\u5e38\u7b49\u6700\u771f\u5b9e\u7684\u6ce5\u6cde\u8def\u51b5\u3002\u53ea\u6709\u4eb2\u81ea\u53bb\u6807\u6ce8\u8fc7\u51e0\u5341\u4e2a\u4e1a\u52a1\u5931\u8d25\u6848\u4f8b\u3001\u5bf9\u9f50\u8fc7\u8bc4\u5206\u6807\u51c6\u7684PM&#xff0c;\u624d\u7b97\u771f\u6b63\u6478\u5230\u4e86AI\u4ea7\u54c1\u7684\u547d\u95e8\u3002<\/p>\n<p>\u5199\u5728\u6700\u540e&#xff1a;\u4ea7\u54c1\u4eba\u7684\u771f\u6b63\u62a4\u57ce\u6cb3<\/p>\n<p>AI 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