{"id":120679,"date":"2026-11-01T01:56:39","date_gmt":"2026-10-31T17:56:39","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/120679.html"},"modified":"2026-11-01T01:56:39","modified_gmt":"2026-10-31T17:56:39","slug":"%e6%97%a2%e7%84%b6%e6%b2%a1%e4%ba%ba%e5%86%8d%e6%89%8b%e5%86%99%e6%b1%87%e7%bc%96%ef%bc%8c%e4%bd%a0%e4%b8%ba%e4%bb%80%e4%b9%88%e8%bf%98%e5%9c%a8%e6%89%a7%e7%9d%80%e4%ba%8e-review-%e9%82%a3-2000","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/120679.html","title":{"rendered":"\u65e2\u7136\u6ca1\u4eba\u518d\u624b\u5199\u6c47\u7f16\uff0c\u4f60\u4e3a\u4ec0\u4e48\u8fd8\u5728\u6267\u7740\u4e8e Review \u90a3 2000 \u884c AI Diff\uff1f"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261031175637-6ae62bd575d9d.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>1957 \u5e74&#xff0c;IBM 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\u8bde\u751f\u65f6&#xff0c;\u53d1\u660e\u8005\u544a\u8bc9\u5927\u5bb6&#xff1a;\u201c\u4ee5\u540e\u4f60\u4eec\u4e0d\u9700\u8981\u518d\u8bb0\u4ec0\u4e48\u5bc4\u5b58\u5668\u3001\u5185\u5b58\u5bfb\u5740\u4e86&#xff0c;\u53ea\u8981\u7528\u7c7b\u4f3c\u4e8e\u82f1\u8bed\u53e5\u5b50\u7684\u516c\u5f0f\u5199\u4ee3\u7801&#xff0c;\u7f16\u8bd1\u5668\u4f1a\u81ea\u52a8\u628a\u5b83\u7ffb\u8bd1\u6210\u5e95\u5c42\u7684\u673a\u5668\u6307\u4ee4&#xff01;\u201d<\/p>\n<p>\u4f60\u731c\u5f53\u65f6\u7684\u8001\u7a0b\u5e8f\u5458\u4eec\u662f\u4ec0\u4e48\u53cd\u5e94&#xff1f;<\/p>\n<p>\u4ed6\u4eec\u6ca1\u6709\u9f13\u638c&#xff0c;\u53cd\u800c\u7206\u53d1\u51fa\u4e86\u5f3a\u70c8\u7684\u62b5\u89e6\u4e0e\u9119\u89c6\u3002<\/p>\n<p>\u6280\u672f\u6742\u5fd7\u548c\u5b9e\u9a8c\u5ba4\u91cc\u5145\u65a5\u7740\u8d28\u7591\u58f0&#xff1a; \u201c\u7f16\u8bd1\u5668\u7ffb\u8bd1\u51fa\u6765\u7684\u673a\u5668\u7801\u592a\u81c3\u80bf\u4e86&#xff01;\u201d 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Python\u3001TypeScript \u6216 Go \u4ee3\u7801\u65f6&#xff0c;\u65e0\u6570\u5de5\u7a0b\u5e08\u4f9d\u7136\u5750\u5728\u7535\u8111\u524d&#xff0c;\u901a\u7ea2\u7740\u53cc\u773c&#xff0c;\u4e00\u884c\u4e00\u884c\u5ba1\u9605\u90a3\u957f\u8fbe\u4e24\u5343\u884c\u7684\u4ee3\u7801\u5dee\u5f02&#xff08;Diff&#xff09;\u3002<\/p>\n<p>\u6211\u4eec\u4f3c\u4e4e\u5fd8\u4e86&#xff1a;\u4eca\u5929\u7684\u7f16\u7a0b\u8bed\u8a00&#xff0c;\u6b63\u5728\u8fc5\u901f\u9000\u5316\u6210\u5f53\u5e74\u7684\u201c\u6c47\u7f16\u201d\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001 \u8ba4\u77e5\u9519\u4f4d&#xff1a;\u6211\u4eec\u5728\u7528\u5ba1\u67e5\u6c47\u7f16\u7684\u65b9\u5f0f&#xff0c;\u770b AI 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decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261031175637-6ae62bd5bb22a.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>\u5f53\u6572\u952e\u76d8\u7684\u6210\u672c\u5f52\u96f6&#xff0c;\u8bed\u6cd5\u7684\u9632\u7ebf\u5c31\u5931\u5b88\u4e86<\/h4>\n<p>\u8fc7\u53bb\u4e09\u5341\u5e74&#xff0c;\u4e3a\u4ec0\u4e48\u6211\u4eec\u8981\u4e25\u683c\u505a\u4ee3\u7801\u5ba1\u67e5&#xff08;Code Review&#xff09;&#xff1f;<\/p>\n<p>\u56e0\u4e3a\u4ee3\u7801\u662f\u4eba\u5199\u51fa\u6765\u7684\u3002\u4eba\u7c7b\u6572\u952e\u76d8\u53c8\u6162\u53c8\u5bb9\u6613\u7b14\u8bef&#xff0c;\u5e38\u5e38\u628a &#061; \u6572\u6210 &#061;&#061;&#xff0c;\u6216\u8005\u628a\u6570\u7ec4\u4e0b\u6807\u5199\u8d8a\u754c\u3002\u7531\u540c\u4f34\u5e2e\u4f60\u770b\u4e00\u773c&#xff0c;\u80fd\u6709\u6548\u67e5\u6f0f\u8865\u7f3a\u3002<\/p>\n<p>\u4f46\u9762\u5bf9 AI 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\u4f1a\u80e1\u8bf4\u516b\u9053\u554a&#xff01;<\/h3>\n<p>\u80af\u5b9a\u4f1a\u6709\u654f\u9510\u7684\u8bfb\u8005\u7ad9\u51fa\u6765\u53cd\u9a73\u6211&#xff1a;<\/p>\n<p>\u201c\u4f5c\u8005&#xff0c;\u4f60\u8fd9\u4e2a\u7c7b\u6bd4\u6709\u4e2a\u81f4\u547d\u6f0f\u6d1e&#xff01;\u5f53\u5e74\u5927\u5bb6\u4e0d\u770b\u6c47\u7f16&#xff0c;\u662f\u56e0\u4e3a\u7f16\u8bd1\u5668\u662f\u786e\u5b9a\u6027\u7684\u2014\u2014\u540c\u6837\u7684 C \u8bed\u8a00\u4ee3\u7801&#xff0c;\u7f16\u8bd1\u5668\u7edd\u5bf9\u4e0d\u4f1a\u7f16\u51fa\u5e7b\u89c9\u6765\u3002\u4f46\u4eca\u5929\u7684\u5927\u6a21\u578b\u662f\u6982\u7387\u6a21\u578b&#xff0c;\u5b83\u4f1a**\u5e7b\u89c9&#xff08;Hallucination&#xff0c;\u5c31\u50cf\u4e00\u4e2a\u4eba\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053&#xff09;**\u554a&#xff01;\u6211\u4e0d\u770b\u4ee3\u7801&#xff0c;\u7cfb\u7edf\u600e\u4e48\u6b7b\u7684\u90fd\u4e0d\u77e5\u9053&#xff01;\u201d<\/p>\n<p>\u8fd9\u4e2a\u8d28\u7591\u975e\u5e38\u6f02\u4eae&#xff0c;\u76f4\u63a5\u624e\u5230\u4e86\u95ee\u9898\u7684\u6700\u6838\u5fc3\u3002<\/p>\n<p>\u662f\u7684&#xff0c;AI \u786e\u5b9e\u4f1a\u5e7b\u89c9\u3002\u4f46\u89e3\u51b3\u65b9\u6848&#xff0c;\u7edd\u4e0d\u662f\u9760\u8089\u773c\u53bb\u770b 2000 \u884c\u4ee3\u7801&#xff01;<\/p>\n<p>\u4e3a\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u56e0\u4e3a\u5728\u957f\u8fbe\u51e0\u5343\u884c\u7684\u6d77\u91cf\u4ee3\u7801\u91cc&#xff0c;AI \u7684\u5e7b\u89c9\u5f80\u5f80\u662f\u6781\u5ea6\u9690\u853d\u7684&#xff1a;<\/p>\n<ul>\n<li>\u5b83\u5f15\u7528\u4e86\u4e00\u4e2a\u957f\u5f97\u975e\u5e38\u50cf\u6807\u51c6\u5e93\u3001\u4f46\u5b9e\u9645\u6839\u672c\u4e0d\u5b58\u5728\u7684\u53c2\u6570\u540d&#xff1b;<\/li>\n<li>\u5b83\u5728\u6781\u7aef\u8fb9\u754c\u6761\u4ef6\u4e0b&#xff08;\u6bd4\u5982\u7f51\u7edc\u8d85\u65f6\u91cd\u8bd5\u7b2c 3 \u6b21&#xff09;&#xff0c;\u5077\u5077\u6f0f\u6389\u4e86\u4e00\u4e2a\u72b6\u6001\u6e05\u7406\u64cd\u4f5c&#xff1b;<\/li>\n<li>\u5b83\u628a\u4e00\u6bb5\u6d89\u53ca\u9ad8\u5e76\u53d1\u7684\u5171\u4eab\u5185\u5b58\u8bfb\u5199&#xff0c;\u5199\u6210\u4e86\u4e00\u4e2a\u770b\u8d77\u6765\u5f88\u5408\u903b\u8f91\u4f46\u5b9e\u9645\u4e0a\u4f1a\u53d1\u751f\u6b7b\u9501\u7684\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<p>\u8bf7\u95ee&#xff1a;\u9762\u5bf9\u8fd9\u79cd\u7ea7\u522b\u7684\u81f4\u547d Bug&#xff0c;\u662f\u4f60\u63c9\u7740\u60fa\u5fea\u7684\u7761\u773c\u5728\u5c4f\u5e55\u4e0a\u626b\u89c6\u80fd\u627e\u51fa\u6765\u7684&#xff0c;\u8fd8\u662f\u9760\u81ea\u52a8\u5316\u7684\u6d4b\u8bd5\u673a\u628a\u5b83\u8dd1\u5d29\u627e\u51fa\u6765\u7684&#xff1f;<\/p>\n<p>\u7b54\u6848\u6beb\u65e0\u7591\u95ee\u662f\u540e\u8005\u3002<\/p>\n<p>\u5f53\u5e74\u9ad8\u7ea7\u8bed\u8a00\u53d6\u4ee3\u6c47\u7f16\u65f6&#xff0c;\u5de5\u7a0b\u5e08\u4e5f\u6ca1\u6709\u8d64\u624b\u7a7a\u62f3&#xff0c;\u4ed6\u4eec\u53d1\u660e\u4e86\u7c7b\u578b\u68c0\u67e5\u5668&#xff08;Type Checker&#xff09;\u548c\u9759\u6001\u5206\u6790\u5de5\u5177&#xff1b; \u4eca\u5929&#xff0c;\u5f53\u6211\u4eec\u9762\u5bf9\u6982\u7387\u6027\u7684 AI&#xff0c;\u6211\u4eec\u7528\u6765\u9632\u8303\u5e7b\u89c9\u7684\u5de5\u5177&#xff0c;\u5fc5\u987b\u4ece\u201c\u8089\u773c\u5ba1 diff\u201d\u5347\u7ea7\u4e3a**\u201c\u5951\u7ea6\u7ea6\u675f &#043; \u673a\u5668\u5ba1\u5224\u201d**\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001 \u65b0\u7684\u5de5\u7a0b\u8303\u5f0f&#xff1a;\u5982\u679c\u4e0d\u5728 Diff \u4e0a\u82b1\u65f6\u95f4&#xff0c;\u6211\u4eec\u7684\u7cbe\u529b\u8be5\u5f80\u54ea\u653e&#xff1f;<\/h3>\n<p>\u771f\u6b63\u6e05\u9192\u7684\u6280\u672f\u9886\u8896&#xff0c;\u5df2\u7ecf\u5728\u7528\u4e00\u5957\u5168\u65b0\u7684\u201c\u4e09\u9053\u9632\u7ebf\u201d\u8303\u5f0f\u6765\u7ec4\u7ec7\u8f6f\u4ef6\u5f00\u53d1&#xff1a;<\/p>\n<table>\n<tr>\u9632\u7ebf\u5c42\u6b21\u53c2\u4e0e\u89d2\u8272\u6838\u5fc3\u804c\u8d23\u4e0e\u9632\u5b88\u52a8\u4f5c<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u7b2c\u4e00\u9053&#xff1a;\u524d\u671f\u9632\u7ebf&#xff08;\u67b6\u6784\u7acb\u6cd5&#xff09;<\/td>\n<td align=\"left\">\u4eba\u7c7b\u67b6\u6784\u5e08 &#043; Claude Opus 5.5&#xff08;\u603b\u7ba1&#xff09;<\/td>\n<td align=\"left\">\u7528\u4e25\u683c\u7684\u7c7b\u578b\u5b9a\u4e49\u4e0e\u63a5\u53e3\u5951\u7ea6&#xff0c;\u628a\u8f93\u5165\u3001\u8f93\u51fa\u3001\u72b6\u6001\u6d41\u8f6c\u548c\u8fb9\u754c\u5b89\u5168\u5b9a\u6b7b&#xff0c;\u7edd\u4e0d\u8ba9 AI \u76f2\u76ee\u81ea\u7531\u53d1\u6325\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u7b2c\u4e8c\u9053&#xff1a;\u4e2d\u671f\u9632\u7ebf&#xff08;\u6781\u901f\u4ea4\u4ed8\u4e0e\u6df1\u5ea6\u9632\u8150&#xff09;<\/td>\n<td align=\"left\">DeepSeek V4.1 Flash&#xff08;\u7801\u519c&#xff09; &#043; Claude Opus 5.5&#xff08;\u5ba1\u6838&#xff09; &#043; \u9ad8\u9636\u5927\u6a21\u578b&#xff08;\u91cd\u6784\u4fdd\u6d01&#xff09;<\/td>\n<td align=\"left\">\u6781\u901f\u4e13\u7cbe\u6a21\u578b\u8d1f\u8d23\u541e\u5410\u5b9e\u73b0&#xff1b;\u9876\u914d\u6a21\u578b\u53ea\u5ba1\u4e0d\u6539\u4e25\u628a\u5951\u7ea6&#xff1b;\u9ad8\u9636\u5927\u6a21\u578b\u505a\u8de8\u6587\u4ef6\u5f15\u7528\u5206\u6790\u4e0e\u91cd\u590d\u65b9\u6cd5\u6d88\u9664&#xff0c;\u6df1\u5ea6\u9632\u8150\u6297\u51fb\u6280\u672f\u503a\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u7b2c\u4e09\u9053&#xff1a;\u540e\u671f\u9632\u7ebf&#xff08;\u771f\u5b9e\u9a8c\u6536&#xff09;<\/td>\n<td align=\"left\">\u72ec\u7acb\u6d4b\u8bd5 AI&#xff08;GPT-6 Luna \/ Haiku 5.5&#xff09; &#043; \u4eba\u7c7b\u7b2c\u4e00\u4f53\u9a8c\u5b98<\/td>\n<td align=\"left\">\u654f\u6377\u6d4b\u8bd5 AI \u5728\u72ec\u7acb\u6c99\u7bb1\u91cc\u8dd1\u81ea\u52a8\u5316\u771f\u673a\u538b\u6d4b\u4e0e\u6781\u7aef\u8fb9\u754c&#xff1b;\u4eba\u7c7b\u4eb2\u81ea\u6df1\u5ea6\u8bd5\u7528\u4ea7\u54c1&#xff0c;\u7528\u8089\u8eab\u76f4\u89c9\u628a\u5173\u4ea4\u4e92\u4e0e\u624b\u611f\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261031175638-6ae62bd607d30.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>1. \u6293\u4e24\u5934&#xff1a;\u628a\u9632\u7ebf\u524d\u79fb\u5230\u201c\u5951\u7ea6\u201d&#xff0c;\u540e\u79fb\u5230\u201c\u771f\u673a\u201d<\/h4>\n<ul>\n<li>\u5728\u52a8\u624b\u5199\u4ee3\u7801\u524d&#xff0c;\u8ddf AI \u8fc7\u65b9\u6848&#xff1a;\u82b1 80% \u7684\u65f6\u95f4\u786e\u5b9a\u6570\u636e\u5e93\u600e\u4e48\u5efa\u3001\u63a5\u53e3\u5951\u7ea6\u600e\u4e48\u5b9a\u3001\u9ad8\u53ef\u7528\u600e\u4e48\u9632\u8303\u3002\u5730\u57fa\u6253\u624e\u5b9e\u4e86&#xff0c;AI \u95ed\u7740\u773c\u775b\u780c\u7816\u4e5f\u4e0d\u4f1a\u6b6a\u5230\u54ea\u91cc\u53bb\u3002<\/li>\n<li>\u5728\u4ea4\u4ed8\u5b8c\u4ee3\u7801\u540e&#xff0c;\u770b\u81ea\u52a8\u5316\u8fd0\u884c\u7684\u8bc1\u636e&#xff0c;\u800c\u4e0d\u662f\u770b\u4ee3\u7801\u6587\u672c&#xff1a;\u6d4b\u8bd5\u8986\u76d6\u7387\u6709\u6ca1\u6709\u8fbe\u6807&#xff1f;\u771f\u5b9e\u7f51\u7edc\u538b\u6d4b\u4e0b\u7684\u5ef6\u8fdf\u6709\u6ca1\u6709\u98d9\u5347&#xff1f;\u7528\u6237\u62a5\u9519\u7387\u662f\u4e0d\u662f\u4e3a\u96f6&#xff1f;\u770b\u8bc1\u636e&#xff0c;\u4e0d\u770b\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<h4>2. \u628a\u65f6\u95f4\u82b1\u5728\u6709\u8089\u8eab\u7684\u4eba\u7c7b\u4f18\u52bf\u4e0a<\/h4>\n<ul>\n<li>\u53bb\u7406\u89e3\u590d\u6742\u7684\u5546\u4e1a\u903b\u8f91&#xff1b;<\/li>\n<li>\u53bb\u548c\u771f\u5b9e\u7684\u7528\u6237\u5bf9\u8bdd&#xff0c;\u6316\u6398\u771f\u5b9e\u75db\u70b9&#xff1b;<\/li>\n<li>\u53bb\u4eb2\u81ea\u70b9\u5f00\u6784\u5efa\u597d\u7684\u8f6f\u4ef6&#xff0c;\u50cf\u4e00\u4e2a\u6311\u5254\u7684\u987e\u5ba2\u4e00\u6837\u6311\u51fa\u6bcf\u4e00\u4e2a\u53cd\u4eba\u7c7b\u7684\u4ea4\u4e92\u7ec6\u8282\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u56db\u3001 \u5de5\u5177\u65ad\u5c42&#xff1a;\u591a Agent \u534f\u4f5c\u65f6\u4ee3\u7684\u7ec8\u7aef\u63a7\u5236\u53f0\u91cd\u6784<\/h3>\n<p>\u7406\u89e3\u4e86\u201c\u4e24\u5934\u9501\u6b7b &#043; \u4e2d\u95f4\u81ea\u52a8\u5316\u201d\u7684\u65b0\u8303\u5f0f\u540e&#xff0c;\u5de5\u7a0b\u5e08\u5728\u5de5\u7a0b\u843d\u5730\u4e2d\u9762\u4e34\u7684\u6700\u5927\u963b\u788d&#xff0c;\u5f80\u5f80\u6765\u81ea\u73b0\u6709\u5de5\u5177\u94fe\u7684\u65ad\u5c42\u3002<\/p>\n<p>\u76ee\u524d\u4e3b\u6d41\u7684\u5f00\u53d1\u73af\u5883\u57fa\u672c\u5206\u4e3a\u4e24\u7c7b&#xff0c;\u4f46\u5b83\u4eec\u5728\u591a Agent \u5e76\u53d1\u5de5\u7a0b\u4e2d\u90fd\u66b4\u9732\u51fa\u660e\u663e\u7684\u5c40\u9650&#xff1a;<\/p>\n<li>\u4f20\u7edf IDE \u6a21\u5f0f\u7684\u7ed3\u6784\u6027\u9650\u5236&#xff1a;VS Code \u6216\u5404\u7c7b\u7f16\u8f91\u5668\u63d2\u4ef6&#xff0c;\u672c\u8d28\u4e0a\u4ecd\u4ee5\u201c\u5355\u4eba\u3001\u5355\u5149\u6807\u3001\u5355\u6587\u4ef6\u201d\u4e3a\u6838\u5fc3\u4ea4\u4e92\u8303\u5f0f\u3002\u5f53\u6a21\u578b\u5728\u540e\u53f0\u751f\u6210\u8de8\u6570\u5341\u4e2a\u6587\u4ef6\u7684\u4ee3\u7801\u53d8\u66f4\u65f6&#xff0c;IDE \u53ea\u80fd\u5c06\u5176\u7c97\u66b4\u5730\u6298\u53e0\u8fdb\u4e00\u4e2a\u53cc\u680f Diff \u89c6\u56fe&#xff0c;\u8981\u6c42\u4eba\u7c7b\u9010\u884c\u5ba1\u67e5\u786e\u8ba4\u3002\u8fd9\u79cd\u5ba1\u67e5\u673a\u5236\u7684\u541e\u5410\u4e0a\u9650&#xff0c;\u4e0e\u6a21\u578b\u7684\u751f\u6210\u901f\u5ea6\u5b58\u5728\u51e0\u4e2a\u6570\u91cf\u7ea7\u7684\u7ed3\u6784\u6027\u51b2\u7a81\u3002<\/li>\n<li>\u7ec8\u7aef CLI \u5355\u4f53\u8fd0\u884c\u7684\u534f\u540c\u7f3a\u5931&#xff1a;\u4f7f\u7528 Claude Code \u6216\u5404\u7c7b\u72ec\u7acb CLI \u65f6&#xff0c;\u5728\u7cfb\u7edf\u7ec8\u7aef\u4e2d\u5f00\u591a\u4e2a Tab \u5206\u522b\u8dd1\u524d\u540e\u7aef\u548c\u6d4b\u8bd5&#xff0c;\u5f88\u5bb9\u6613\u9000\u5316\u4e3a\u624b\u52a8\u4e2d\u7ee7&#xff1a;\u5728\u4e0d\u540c\u7a97\u53e3\u4e4b\u95f4\u590d\u5236\u7c98\u8d34\u63a5\u53e3\u4fe1\u606f\u3001\u5904\u7406\u6743\u9650\u786e\u8ba4&#xff1b;\u9047\u5230\u4f9d\u8d56\u5b89\u88c5\u786e\u8ba4&#xff08;\u5982 y\/n&#xff09;\u65f6&#xff0c;\u7ec8\u7aef\u5e38\u5e38\u9677\u5165\u9759\u9ed8\u7b49\u5f85&#xff0c;\u5bfc\u81f4\u957f\u8017\u65f6\u4efb\u52a1\u4e2d\u65ad&#xff1b;\u540c\u65f6\u5404\u4f1a\u8bdd\u4e0a\u4e0b\u6587\u72ec\u7acb&#xff0c;\u4e00\u65e6\u91cd\u7f6e\u4fbf\u4e22\u5931\u534f\u4f5c\u4e0a\u4e0b\u6587\u3002<\/li>\n<p>\u8fd9\u4e5f\u6b63\u662f Polter&#xff08;\u57fa\u4e8e Ghostty \u7ec8\u7aef\u6784\u5efa\u7684\u672c\u5730\u591a Agent \u5de5\u4f5c\u53f0&#xff09;\u6240\u8981\u89e3\u51b3\u7684\u5de5\u7a0b\u95ee\u9898&#xff1a;\u4e3a\u591a Agent \u65f6\u4ee3\u63d0\u4f9b\u4e00\u4e2a\u5177\u5907\u96c6\u4e2d\u8c03\u5ea6\u3001\u72b6\u6001\u6301\u4e45\u5316\u4e0e\u9759\u6b62\u611f\u77e5\u7684\u63a7\u5236\u4e2d\u67a2\u3002<\/p>\n<p>\u5728\u8fd9\u5957\u4f53\u7cfb\u4e0b&#xff0c;\u591a\u89d2\u8272\u534f\u4f5c\u53ef\u4ee5\u901a\u8fc7\u51e0\u4e2a\u660e\u786e\u7684\u673a\u5236\u7a33\u5b9a\u8fd0\u884c&#xff1a;<\/p>\n<h4>1. \u603b\u7ba1\u8c03\u5ea6&#xff08;Supervisor&#xff09;\u4e0e\u5de5\u5355\u5916\u7f6e<\/h4>\n<p>\u5728 Polter \u4e2d&#xff0c;\u4efb\u610f\u7ec8\u7aef\u90fd\u53ef\u4ee5\u901a\u8fc7\u8c03\u7528 become_supervisor \u5c06\u81ea\u8eab\u8bbe\u5b9a\u4e3a\u8c03\u5ea6\u603b\u7ba1&#xff08;\u901a\u5e38\u4f7f\u7528\u9ad8\u667a\u529b\u63a8\u7406\u6a21\u578b\u5982 Claude Opus 5.5&#xff09;\u3002<\/p>\n<p>\u603b\u7ba1\u7684\u6838\u5fc3\u804c\u8d23\u662f\u62c6\u89e3\u9700\u6c42\u4e0e\u76d1\u7763\u4ea4\u4ed8&#xff0c;\u800c\u4e0d\u662f\u76f4\u63a5\u7f16\u5199\u4e1a\u52a1\u4ee3\u7801&#xff1a;<\/p>\n<ul>\n<li>\u524d\u7f6e\u5951\u7ea6\u5bf9\u9f50&#xff1a;\u603b\u7ba1\u6839\u636e\u4eba\u7c7b\u8f93\u5165\u7684\u9700\u6c42\u5b9a\u4e49\u6570\u636e\u6a21\u578b\u3001API \u5951\u7ea6&#xff08;\u5982 OpenAPI \u89c4\u8303&#xff09;\u4ee5\u53ca\u8fb9\u754c\u6761\u4ef6&#xff1b;<\/li>\n<li>\u4efb\u52a1\u72b6\u6001\u6301\u4e45\u5316&#xff1a;\u901a\u8fc7 task_create \u5efa\u7acb\u6301\u4e45\u5316\u770b\u677f&#xff0c;\u5c06\u5f00\u53d1\u4efb\u52a1\u62c6\u89e3\u4e3a\u7c92\u5ea6\u660e\u786e\u7684\u5de5\u5355&#xff0c;\u5404 Worker \u901a\u8fc7\u7ed3\u6784\u5316\u72b6\u6001&#xff08;\u5982 open\u3001working\u3001closed&#xff09;\u6c47\u62a5\u8fdb\u5ea6&#xff1b;\u4efb\u52a1\u9762\u677f\u4fdd\u5b58\u5728\u672c\u5730&#xff0c;\u5373\u4f7f\u4f1a\u8bdd\u91cd\u542f\u4e5f\u80fd\u65e0\u7f1d\u5bf9\u9f50\u8fdb\u5ea6\u3002<\/li>\n<\/ul>\n<h4>2. \u6a21\u578b\u5206\u7ea7\u5206\u5de5\u4e0e\u4e2d\u573a\u81ea\u52a8\u5316<\/h4>\n<p>\u5728\u603b\u7ba1\u7684\u8c03\u5ea6\u4e0b&#xff0c;\u4e0d\u540c\u7ec8\u7aef\u53ef\u4ee5\u7ed1\u5b9a\u9002\u5408\u5176\u4efb\u52a1\u7279\u6027\u7684\u6a21\u578b\u4e0e\u89d2\u8272&#xff0c;\u5f62\u6210\u4e92\u4e0d\u4e32\u5c97\u7684\u534f\u4f5c\u6d41\u6c34\u7ebf&#xff1a;<\/p>\n<ul>\n<li>\u4e1a\u52a1\u5b9e\u73b0&#xff08;Coder&#xff09;&#xff1a;\u5206\u914d\u7ed9\u4e13\u7cbe\u4ee3\u7801\u5b9e\u73b0\u4e14\u541e\u5410\u9ad8\u3001\u6210\u672c\u4f4e\u7684\u6a21\u578b&#xff08;\u5982 DeepSeek V4.1 Flash&#xff09;&#xff0c;\u4e13\u6ce8\u4e8e\u6309\u603b\u7ba1\u7ed9\u5b9a\u7684\u89c4\u8303\u5b8c\u6210\u5177\u4f53\u8def\u7531\u3001\u7ec4\u4ef6\u548c\u6570\u636e\u5c42\u903b\u8f91\u7684\u9ad8\u6548\u4ea7\u51fa&#xff1b;<\/li>\n<li>\u67b6\u6784\u5ba1\u67e5&#xff08;Reviewer&#xff09;&#xff1a;\u5206\u914d\u7ed9\u903b\u8f91\u4e25\u5bc6\u7684\u6a21\u578b&#xff08;\u5982 Claude Opus 5.5&#xff09;&#xff0c;\u6267\u884c\u201c\u53ea\u5ba1\u4e0d\u6539\u201d\u539f\u5219\u3002\u5176\u804c\u8d23\u4ec5\u5bf9\u7167\u524d\u7f6e\u5951\u7ea6\u4e0e\u9759\u6001\u5b89\u5168\u89c4\u5219\u5bf9 Worker \u63d0\u4ea4\u7684\u53d8\u66f4\u8fdb\u884c\u5ba1\u67e5&#xff0c;\u4e0d\u7b26\u5408\u89c4\u8303\u5219\u6253\u56de\u4fee\u6539&#xff0c;\u907f\u514d\u76f4\u63a5\u53c2\u4e0e\u4fee\u6539\u5bfc\u81f4\u804c\u8d23\u6c61\u67d3&#xff1b;<\/li>\n<li>\u4ee3\u7801\u9632\u8150\u4e0e\u91cd\u6784&#xff08;Cleaner&#xff09;&#xff1a;\u8be5\u89d2\u8272\u9700\u8981\u9ad8\u9636\u5927\u6a21\u578b\u652f\u6301\u3002\u591a Worker \u6301\u7eed\u5f00\u53d1\u5bb9\u6613\u79ef\u7d2f\u91cd\u590d\u5de5\u5177\u51fd\u6570\u3001\u65e0\u6548\u5f15\u7528\u4e0e\u7d27\u8026\u5408\u4ee3\u7801\u3002\u9ad8\u9636\u6a21\u578b\u5177\u5907\u5168\u5c40\u4e0a\u4e0b\u6587\u7406\u89e3\u4e0e\u62bd\u8c61\u80fd\u529b&#xff0c;\u53ef\u5728\u540e\u53f0\u5206\u6790\u8de8\u6587\u4ef6 AST \u8bed\u6cd5\u6811&#xff0c;\u63d0\u53d6\u516c\u5171\u903b\u8f91\u5e76\u8fdb\u884c\u5b89\u5168\u53bb\u91cd&#xff0c;\u63a7\u5236\u7cfb\u7edf\u6280\u672f\u503a&#xff1b;<\/li>\n<li>\u771f\u673a\u9a8c\u8bc1&#xff08;Tester&#xff09;&#xff1a;\u5728\u9694\u79bb\u6c99\u7bb1\u4e2d\u8fd0\u884c\u8f7b\u91cf\u6a21\u578b&#xff08;\u5982 GPT-6 Luna \u6216 Claude Haiku 5.5&#xff09;&#xff0c;\u8d1f\u8d23\u62c9\u8d77\u771f\u5b9e\u73af\u5883\u4e0e\u6570\u636e\u5e93&#xff0c;\u6267\u884c\u81ea\u52a8\u5316\u7528\u4f8b\u5e76\u4f7f\u7528\u538b\u6d4b\u5de5\u5177&#xff08;\u5982 k6&#xff09;\u9a8c\u8bc1\u6781\u9650\u6307\u6807&#xff0c;\u4ee5\u5ba2\u89c2\u7684\u6d4b\u8bd5\u62a5\u544a\u548c\u5ef6\u8fdf\u6570\u636e\u4f5c\u4e3a\u9a8c\u6536\u4f9d\u636e\u3002<\/li>\n<\/ul>\n<h4>3. \u672c\u5730\u5c0f\u961f\u7fa4\u804a\u4e0e\u4e0a\u4e0b\u6587\u89e3\u8026<\/h4>\n<p>Worker \u4e4b\u95f4\u7684\u534f\u540c\u4e0d\u9700\u8981\u7ecf\u8fc7\u4e2d\u5fc3\u5316\u7684\u4e91\u7aef\u670d\u52a1&#xff0c;\u800c\u662f\u901a\u8fc7\u672c\u5730\u5c0f\u961f\u7fa4\u804a\u901a\u9053&#xff08;group_post \u4e0e group_read&#xff09;\u8fdb\u884c\u5f02\u6b65\u89e3\u8026&#xff1a;<\/p>\n<ul>\n<li>\u7801\u519c\u5b8c\u6210\u5f00\u53d1\u540e\u5728\u7fa4\u5185\u5e7f\u64ad\u4ea4\u4ed8\u4fe1\u606f&#xff0c;\u89e6\u53d1\u5ba1\u67e5\u4e0e\u6d4b\u8bd5\u4efb\u52a1&#xff1b;<\/li>\n<li>\u6240\u6709\u7684\u51b3\u7b56\u8bb0\u5f55\u4e0e\u6d41\u8f6c\u65e5\u5fd7\u672c\u5730\u843d\u76d8&#xff0c;\u907f\u514d\u5355\u4f1a\u8bdd\u56e0\u4e0a\u4e0b\u6587\u81a8\u80c0\u800c\u88ab\u622a\u65ad\u5bfc\u81f4\u7684\u5de5\u7a0b\u4fe1\u606f\u4e22\u5931\u3002<\/li>\n<\/ul>\n<h4>4. \u7ec8\u7aef\u9759\u6b62\u611f\u77e5\u4e0e\u5206\u7ea7\u4ee3\u7b54<\/h4>\n<p>\u9488\u5bf9\u81ea\u52a8\u5316\u4efb\u52a1\u4e2d\u6700\u5e38\u89c1\u7684\u201c\u7b49\u5f85\u8f93\u5165\u5361\u6b7b\u201d\u73b0\u8c61&#xff0c;Polter \u5b9e\u73b0\u4e86\u9488\u5bf9\u7ec8\u7aef\u5c4f\u5e55\u53d8\u5316\u7684\u6beb\u79d2\u7ea7\u9759\u9ed8\u76d1\u63a7&#xff1a;<\/p>\n<ul>\n<li>\u5f53\u68c0\u6d4b\u5230\u7ec8\u7aef\u505c\u7559\u5728\u975e\u4ea4\u4e92\u63d0\u793a\u7b26\u8d85\u8fc7\u9608\u503c&#xff0c;\u603b\u7ba1\u4f1a\u901a\u8fc7 terminal_read \u8bfb\u53d6\u5c4f\u5e55\u5185\u5bb9&#xff1b;<\/li>\n<li>\u5bf9\u4e8e\u7b26\u5408\u5b89\u5168\u7b56\u7565\u7684\u5e38\u89c4\u64cd\u4f5c&#xff08;\u5982\u4f9d\u8d56\u8bfb\u53d6\u3001\u6807\u51c6\u5305\u5b89\u88c5\u786e\u8ba4&#xff09;&#xff0c;\u603b\u7ba1\u53ef\u901a\u8fc7 terminal_answer_prompt \u4ee3\u4e3a\u786e\u8ba4\u653e\u884c&#xff1b;<\/li>\n<li>\u4ec5\u5f53\u6d89\u53ca\u9ad8\u5371\u53d8\u66f4&#xff08;\u5982\u8d8a\u6743\u6587\u4ef6\u4fee\u6539\u3001\u73af\u5883\u53d8\u91cf\u6cc4\u9732\u98ce\u9669&#xff09;\u65f6&#xff0c;\u624d\u4f1a\u4e3b\u52a8\u5524\u9192\u4eba\u7c7b\u4ecb\u5165\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e94\u3001 \u7ed3\u8bed&#xff1a;\u4ece\u4ee3\u7801\u5ba1\u67e5\u8005\u5230\u7cfb\u7edf\u8bbe\u8ba1\u8005<\/h3>\n<p>\u56de\u987e\u8f6f\u4ef6\u5de5\u7a0b\u7684\u53d1\u5c55\u53f2&#xff0c;\u6bcf\u4e00\u6b21\u62bd\u8c61\u5c42\u6b21\u7684\u8dc3\u8fc1&#xff0c;\u90fd\u4f1a\u5e26\u6765\u5de5\u7a0b\u5e08\u804c\u8d23\u91cd\u5fc3\u7684\u8fc1\u79fb&#xff1a;<\/p>\n<p>1957 \u5e74 Fortran \u7684\u63a8\u5e7f&#xff0c;\u5e76\u672a\u51cf\u5c11\u793e\u4f1a\u5bf9\u7a0b\u5e8f\u5458\u7684\u9700\u6c42&#xff0c;\u800c\u662f\u5c06\u5de5\u7a0b\u5e08\u4ece\u7e41\u7410\u7684\u5185\u5b58\u5bfb\u5740\u4e0e\u5bc4\u5b58\u5668\u5206\u914d\u4e2d\u89e3\u8131\u51fa\u6765&#xff0c;\u4f7f\u6ce8\u610f\u529b\u96c6\u4e2d\u5230\u7b97\u6cd5\u7ed3\u6784\u4e0e\u4e1a\u52a1\u903b\u8f91\u4e4b\u4e0a\u3002\u73b0\u4ee3\u8f6f\u4ef6\u4ea7\u4e1a\u7684\u5e9e\u5927\u89c4\u6a21&#xff0c;\u6070\u6070\u5efa\u7acb\u5728\u9ad8\u7ea7\u8bed\u8a00\u5bf9\u5e95\u5c42\u6c47\u7f16\u7ec6\u8282\u7684\u6709\u6548\u62bd\u8c61\u4e0e\u5c01\u88c5\u4e0a\u3002<\/p>\n<p>\u4eca\u5929&#xff0c;\u5f53\u751f\u6210\u5f0f\u6a21\u578b\u4f7f\u5e38\u89c4\u4ee3\u7801\u751f\u6210\u7684\u8fb9\u9645\u6210\u672c\u8d8b\u8fd1\u4e8e\u96f6\u65f6&#xff0c;\u5ba1\u67e5\u6bcf\u4e00\u884c\u8bed\u6cd5\u7684\u8fb9\u9645\u6536\u76ca\u4e5f\u5728\u6025\u5267\u9012\u51cf\u3002<\/p>\n<p>\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u672a\u6539\u53d8&#xff0c;\u6539\u53d8\u7684\u662f\u8f93\u5165\u8f93\u51fa\u7684\u754c\u9762&#xff1a;<\/p>\n<li>\u4ece\u9010\u884c\u5ba1\u67e5\u8bed\u6cd5&#xff0c;\u8f6c\u5411\u524d\u7f6e\u67b6\u6784\u5951\u7ea6\u7684\u5b9a\u4e49&#xff1a;\u80fd\u5426\u5728\u9700\u6c42\u4e4b\u521d\u5efa\u7acb\u6e05\u6670\u7684\u6570\u636e\u6d41\u3001\u63a5\u53e3\u5b9a\u4e49\u4e0e\u9519\u8bef\u5904\u7406\u8fb9\u754c&#xff0c;\u51b3\u5b9a\u4e86\u6574\u4e2a\u591a Agent \u5c0f\u961f\u7684\u8fd0\u884c\u8d28\u91cf&#xff1b;<\/li>\n<li>\u4ece\u4eba\u8089\u7ea0\u9519&#xff0c;\u8f6c\u5411\u6784\u5efa\u81ea\u52a8\u5316\u7684\u9a8c\u8bc1\u673a\u5236&#xff1a;\u4f9d\u8d56\u7c7b\u578b\u7cfb\u7edf\u3001\u9759\u6001\u5206\u6790\u3001\u5bf9\u6297\u5f0f\u5ba1\u67e5\u4e0e\u771f\u673a\u538b\u6d4b\u8bc1\u636e&#xff0c;\u8fdc\u6bd4\u4eba\u5de5\u8089\u773c\u5728 2000 \u884c diff 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