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in time\uff09\u8bed\u5883\u7b56\u7565\u589e\u5f3a\u8fd9\u4e9b\u68c0\u7d22\u7cfb\u7edf\u3002<\/p>\n<p>\u91c7\u7528\u201c\u5373\u65f6\u201d\u65b9\u6cd5\u6784\u5efa\u7684\u667a\u80fd\u4f53\u5e76\u975e\u9884\u5148\u5904\u7406\u6240\u6709\u76f8\u5173\u6570\u636e\uff0c\u800c\u662f\u7ef4\u62a4\u8f7b\u91cf\u6807\u8bc6\u7b26\uff08\u6587\u4ef6\u8def\u5f84\u3001\u5b58\u50a8\u67e5\u8be2\u3001\u7f51\u9875\u94fe\u63a5\u7b49\uff09\uff0c\u5e76\u4f7f\u7528\u8fd9\u4e9b\u5f15\u7528\u5728\u8fd0\u884c\u65f6\u901a\u8fc7\u5de5\u5177\u52a8\u6001\u52a0\u8f7d\u6570\u636e\u5230\u8bed\u5883\u4e2d\u3002Anthropic\u7684\u667a\u80fd\u4f53\u7f16\u7801\u65b9\u6848Claude Code\u91c7\u7528\u6b64\u65b9\u6cd5\u5bf9\u5927\u578b\u6570\u636e\u5e93\u6267\u884c\u590d\u6742\u6570\u636e\u5206\u6790\u3002\u6a21\u578b\u53ef\u7f16\u5199\u5b9a\u5411\u67e5\u8be2\u3001\u5b58\u50a8\u7ed3\u679c\uff0c\u5e76\u5229\u7528head\u548ctail\u7b49Bash\u547d\u4ee4\u5206\u6790\u5927\u91cf\u6570\u636e\uff0c\u800c\u65e0\u9700\u5c06\u5b8c\u6574\u6570\u636e\u5bf9\u8c61\u52a0\u8f7d\u5230\u8bed\u5883\u4e2d\u3002\u6b64\u6cd5\u4eff\u6548\u4eba\u7c7b\u8ba4\u77e5\uff1a\u6211\u4eec\u901a\u5e38\u4e0d\u8bb0\u5fc6\u6574\u4e2a\u4fe1\u606f\u5e93\uff0c\u800c\u662f\u5f15\u5165\u5916\u90e8\u7ec4\u7ec7\u548c\u7d22\u5f15\u7cfb\u7edf\uff08\u5982\u6587\u4ef6\u7cfb\u7edf\u3001\u6536\u4ef6\u7bb1\u3001\u4e66\u7b7e\uff09\u6765\u6309\u9700\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/p>\n<p>\u9664\u5b58\u50a8\u6548\u7387\u5916\uff0c\u8fd9\u4e9b\u5f15\u7528\u7684\u5143\u6570\u636e\u63d0\u4f9b\u4e86\u9ad8\u6548\u4f18\u5316\u884c\u4e3a\u7684\u673a\u5236\uff08\u65e0\u8bba\u660e\u786e\u63d0\u4f9b\u8fd8\u662f\u76f4\u89c2\u611f\u77e5\uff09\u3002\u5bf9\u5728\u6587\u4ef6\u7cfb\u7edf\u4e2d\u64cd\u4f5c\u7684\u667a\u80fd\u4f53\uff0ctests\u6587\u4ef6\u5939\u4e2d\u540d\u4e3atest_utils.py\u7684\u6587\u4ef6\u4e0esrc\/core_logic.py\u4e2d\u540c\u540d\u6587\u4ef6\u9690\u542b\u4e0d\u540c\u76ee\u7684\u3002\u6587\u4ef6\u5939\u5c42\u6b21\u3001\u547d\u540d\u7ea6\u5b9a\u548c\u65f6\u95f4\u6233\u90fd\u63d0\u4f9b\u91cd\u8981\u4fe1\u53f7\uff0c\u5e2e\u52a9\u4eba\u7c7b\u548c\u667a\u80fd\u4f53\u7406\u89e3\u5982\u4f55\u53ca\u4f55\u65f6\u5229\u7528\u4fe1\u606f\u3002<\/p>\n<p>\u8ba9\u667a\u80fd\u4f53\u81ea\u4e3b\u5bfc\u822a\u548c\u68c0\u7d22\u6570\u636e\u8fd8\u652f\u6301<strong>\u6e10\u8fdb\u5f0f\u62ab\u9732<\/strong>\uff08progressive disclosure\uff09\u2014\u2014\u5373\u5141\u8bb8\u667a\u80fd\u4f53\u901a\u8fc7\u63a2\u7d22\u9010\u6b65\u53d1\u73b0\u76f8\u5173\u8bed\u5883\u3002\u6bcf\u6b21\u4ea4\u4e92\u4ea7\u751f\u6307\u5bfc\u4e0b\u4e00\u51b3\u7b56\u7684\u8bed\u5883\uff1a\u6587\u4ef6\u5927\u5c0f\u6697\u793a\u590d\u6742\u6027\uff1b\u547d\u540d\u7ea6\u5b9a\u63d0\u793a\u76ee\u7684\uff1b\u65f6\u95f4\u6233\u53ef\u4f5c\u76f8\u5173\u6027\u4ee3\u7406\u3002\u667a\u80fd\u4f53\u80fd\u5c42\u5c42\u7ec4\u88c5\u7406\u89e3\uff0c\u4ec5\u5728\u5de5\u4f5c\u8bb0\u5fc6\u4e2d\u7ef4\u62a4\u5fc5\u8981\u5185\u5bb9\uff0c\u5e76\u5229\u7528\u7b14\u8bb0\u7b56\u7565\u5b9e\u73b0\u989d\u5916\u6301\u4e45\u6027\u3002\u8fd9\u79cd\u81ea\u6211\u7ba1\u7406\u7684\u8bed\u5883\u7a97\u53e3\u4f7f\u667a\u80fd\u4f53\u805a\u7126\u76f8\u5173\u5b50\u96c6\uff0c\u800c\u975e\u6df9\u6ca1\u5728\u8be6\u5c3d\u4f46\u53ef\u80fd\u65e0\u5173\u7684\u4fe1\u606f\u4e2d\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u5b58\u5728\u6743\u8861\uff1a\u8fd0\u884c\u65f6\u63a2\u7d22\u6bd4\u68c0\u7d22\u9884\u8ba1\u7b97\u6570\u636e\u6162\u3002\u4e0d\u4ec5\u5982\u6b64\uff0c\u8fd8\u9700\u8981\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u7684\u5de5\u7a0b\u5316\uff0c\u786e\u4fddLLM\u62e5\u6709\u6709\u6548\u5bfc\u822a\u5176\u4fe1\u606f\u666f\u89c2\u7684\u6b63\u786e\u5de5\u5177\u548c\u542f\u53d1\u5f0f\u65b9\u6cd5\u3002\u7f3a\u4e4f\u9002\u5f53\u5f15\u5bfc\uff0c\u667a\u80fd\u4f53\u53ef\u80fd\u56e0\u8bef\u7528\u5de5\u5177\u3001\u8ffd\u9010\u6b7b\u80e1\u540c\u6216\u672a\u80fd\u8bc6\u522b\u5173\u952e\u4fe1\u606f\u800c\u6d6a\u8d39\u8bed\u5883\u3002<\/p>\n<p>\u67d0\u4e9b\u573a\u666f\u4e0b\uff0c\u6700\u6709\u6548\u7684\u667a\u80fd\u4f53\u53ef\u80fd\u91c7\u7528<strong>\u6df7\u5408\u7b56\u7565<\/strong>\uff1a\u4e3a\u901f\u5ea6\u9884\u5148\u68c0\u7d22\u90e8\u5206\u6570\u636e\uff0c\u5e76\u81ea\u4e3b\u51b3\u5b9a\u8fdb\u4e00\u6b65\u63a2\u7d22\u3002\u201c\u5408\u9002\u201d\u81ea\u4e3b\u6c34\u5e73\u53d6\u51b3\u4e8e\u4efb\u52a1\u3002Claude Code\u662f\u91c7\u7528\u6b64\u6df7\u5408\u6a21\u578b\u7684\u667a\u80fd\u4f53\uff1aCLAUDE.md\u6587\u4ef6\u88ab\u7b80\u5355\u9884\u5148\u653e\u5165\u8bed\u5883\uff0c\u800cglob\u548cgrep\u7b49\u539f\u8bed\u8ba9\u5176\u80fd\u5bfc\u822a\u73af\u5883\u5e76\u5373\u65f6\u68c0\u7d22\u6587\u4ef6\uff0c\u6709\u6548\u89c4\u907f\u8fc7\u671f\u7d22\u5f15\u548c\u590d\u6742\u8bed\u6cd5\u6811\u95ee\u9898\u3002<\/p>\n<p>\u6df7\u5408\u7b56\u7565\u53ef\u80fd\u66f4\u9002\u5408\u5185\u5bb9\u52a8\u6001\u6027\u8f83\u4f4e\u7684\u8bed\u5883\uff08\u5982\u6cd5\u5f8b\u6216\u91d1\u878d\u5de5\u4f5c\uff09\u3002\u968f\u7740\u6a21\u578b\u80fd\u529b\u63d0\u5347\uff0c\u667a\u80fd\u4f53\u8bbe\u8ba1\u5c06\u8d8b\u5411\u8ba9\u667a\u80fd\u6a21\u578b\u667a\u80fd\u884c\u52a8\uff0c\u9010\u6b65\u51cf\u5c11\u4eba\u5de5\u7b56\u5212\u3002\u9274\u4e8e\u9886\u57df\u5feb\u901f\u53d1\u5c55\uff0c\u201c\u505a\u6700\u7b80\u5355\u6709\u6548\u7684\u4e8b\u201d\u53ef\u80fd\u4ecd\u662f\u6211\u4eec\u5bf9\u57fa\u4e8eClaude\u6784\u5efa\u667a\u80fd\u4f53\u7684\u56e2\u961f\u7684\u6700\u4f73\u5efa\u8bae\u3002<\/p>\n<h3>\u957f\u5468\u671f\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/h3>\n<p>\u957f\u5468\u671f\u4efb\u52a1\u8981\u6c42\u667a\u80fd\u4f53\u5728\u7b26\u53f7\u6570\u8d85\u8fc7LLM\u8bed\u5883\u7a97\u53e3\u7684\u52a8\u4f5c\u5e8f\u5217\u4e2d\u4fdd\u6301\u8fde\u8d2f\u6027\u3001\u8bed\u5883\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u3002\u5bf9\u4e8e\u6301\u7eed\u6570\u5341\u5206\u949f\u5230\u6570\u5c0f\u65f6\u7684\u4efb\u52a1\uff08\u5982\u5927\u578b\u4ee3\u7801\u5e93\u8fc1\u79fb\u6216\u7efc\u5408\u7814\u7a76\u9879\u76ee\uff09\uff0c\u667a\u80fd\u4f53\u9700\u8981\u4e13\u95e8\u6280\u672f\u6765\u89c4\u907f\u8bed\u5883\u7a97\u53e3\u5927\u5c0f\u9650\u5236\u3002<\/p>\n<p>\u7b49\u5f85\u66f4\u5927\u8bed\u5883\u7a97\u53e3\u4f3c\u662f\u660e\u663e\u7b56\u7565\u3002\u4f46\u53ef\u9884\u89c1\u7684\u662f\uff0c\u6240\u6709\u5c3a\u5bf8\u7684\u8bed\u5883\u7a97\u53e3\u90fd\u53ef\u80fd\u53d7\u8bed\u5883\u6c61\u67d3\u548c\u4fe1\u606f\u76f8\u5173\u6027\u95ee\u9898\u7684\u56f0\u6270\u2014\u2014\u81f3\u5c11\u5728\u5bf9\u667a\u80fd\u4f53\u6027\u80fd\u8981\u6c42\u6781\u9ad8\u7684\u60c5\u5883\u4e2d\u5982\u6b64\u3002\u4e3a\u8ba9\u667a\u80fd\u4f53\u5728\u6269\u5c55\u65f6\u95f4\u8de8\u5ea6\u4e2d\u6709\u6548\u5de5\u4f5c\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u51e0\u79cd\u76f4\u63a5\u5e94\u5bf9\u8fd9\u4e9b\u8bed\u5883\u6c61\u67d3\u7ea6\u675f\u7684\u6280\u672f\uff1a<strong>\u538b\u7f29\uff08compaction\uff09<\/strong>\u200d\u3001<strong>\u7ed3\u6784\u5316\u7b14\u8bb0\uff08structured note-taking\uff09<\/strong>\u200d\u548c<strong>\u591a\u667a\u80fd\u4f53\u67b6\u6784\uff08multi-agent architectures\uff09<\/strong>\u200d\u3002<\/p>\n<p><strong>\u538b\u7f29<\/strong><br \/> \u538b\u7f29\u662f\u5bf9\u63a5\u8fd1\u8bed\u5883\u7a97\u53e3\u9650\u5236\u7684\u5bf9\u8bdd\u8fdb\u884c\u603b\u7ed3\uff0c\u5e76\u7528\u8be5\u603b\u7ed3\u91cd\u65b0\u521d\u59cb\u5316\u65b0\u8bed\u5883\u7a97\u53e3\u7684\u5b9e\u8df5\u3002\u538b\u7f29\u901a\u5e38\u662f\u8bed\u5883\u5de5\u7a0b\u4e2d\u63d0\u5347\u957f\u671f\u8fde\u8d2f\u6027\u7684\u9996\u8981\u624b\u6bb5\u3002\u6838\u5fc3\u5728\u4e8e\uff0c\u538b\u7f29\u4ee5\u9ad8\u4fdd\u771f\u65b9\u5f0f\u84b8\u998f\u8bed\u5883\u7a97\u53e3\u5185\u5bb9\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u4ee5\u6700\u5c0f\u6027\u80fd\u964d\u7ea7\u7ee7\u7eed\u5de5\u4f5c\u3002<\/p>\n<p>\u4f8b\u5982\u5728Claude Code\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7\u5c06\u6d88\u606f\u5386\u53f2\u4f20\u9012\u7ed9\u6a21\u578b\u6765\u603b\u7ed3\u548c\u538b\u7f29\u6700\u5173\u952e\u7ec6\u8282\u3002\u6a21\u578b\u4fdd\u7559\u67b6\u6784\u51b3\u7b56\u3001\u672a\u89e3\u51b3\u6f0f\u6d1e\u548c\u5b9e\u65bd\u7ec6\u8282\uff0c\u540c\u65f6\u4e22\u5f03\u5197\u4f59\u5de5\u5177\u8f93\u51fa\u6216\u6d88\u606f\u3002\u667a\u80fd\u4f53\u968f\u540e\u53ef\u5e26\u7740\u538b\u7f29\u540e\u7684\u8bed\u5883\u53ca\u6700\u8fd1\u8bbf\u95ee\u7684\u4e94\u4e2a\u6587\u4ef6\u7ee7\u7eed\u5de5\u4f5c\u3002\u7528\u6237\u83b7\u5f97\u8fde\u7eed\u6027\uff0c\u65e0\u9700\u62c5\u5fc3\u8bed\u5883\u7a97\u53e3\u9650\u5236\u3002<\/p>\n<p>\u538b\u7f29\u7684\u827a\u672f\u5728\u4e8e\u9009\u62e9\u4fdd\u7559\u4e0e\u4e22\u5f03\u7684\u5185\u5bb9\uff0c\u56e0\u4e3a\u8fc7\u5ea6\u538b\u7f29\u53ef\u80fd\u5bfc\u81f4\u7ec6\u5fae\u4f46\u5173\u952e\u7684\u8bed\u5883\u4e22\u5931\uff08\u5176\u91cd\u8981\u6027\u53ef\u80fd\u540e\u671f\u624d\u663e\u73b0\uff09\u3002\u5bf9\u5b9e\u65bd\u538b\u7f29\u7cfb\u7edf\u7684\u5de5\u7a0b\u5e08\uff0c\u6211\u4eec\u5efa\u8bae\u5728\u590d\u6742\u667a\u80fd\u4f53\u8f68\u8ff9\u4e0a\u7cbe\u5fc3\u8c03\u6574\u63d0\u793a\uff1a\u5148\u6700\u5927\u5316\u53ec\u56de\u786e\u4fdd\u538b\u7f29\u63d0\u793a\u6355\u83b7\u8f68\u8ff9\u4e2d\u6240\u6709\u76f8\u5173\u4fe1\u606f\uff0c\u7136\u540e\u8fed\u4ee3\u63d0\u9ad8\u7cbe\u5ea6\uff0c\u6d88\u9664\u5197\u4f59\u5185\u5bb9\u3002<\/p>\n<p>\u4f4e\u5782\u7684\u5197\u4f59\u5185\u5bb9\u793a\u4f8b\u662f\u6e05\u9664\u5de5\u5177\u8c03\u7528\u548c\u7ed3\u679c\u2014\u2014\u4e00\u65e6\u5de5\u5177\u5728\u6d88\u606f\u5386\u53f2\u6df1\u5904\u88ab\u8c03\u7528\uff0c\u667a\u80fd\u4f53\u4e3a\u4f55\u9700\u8981\u518d\u6b21\u67e5\u770b\u539f\u59cb\u7ed3\u679c\uff1f\u6700\u5b89\u5168\u8f7b\u91cf\u7684\u538b\u7f29\u5f62\u5f0f\u662f\u5de5\u5177\u7ed3\u679c\u6e05\u9664\uff0c\u6700\u8fd1\u4f5c\u4e3a\u529f\u80fd\u5728Claude\u5f00\u53d1\u8005\u5e73\u53f0\u53d1\u5e03\u3002<\/p>\n<p><strong>\u7ed3\u6784\u5316\u7b14\u8bb0<\/strong><br \/> \u7ed3\u6784\u5316\u7b14\u8bb0\uff08\u6216\u79f0\u667a\u80fd\u4f53\u8bb0\u5fc6\uff09\u662f\u4e00\u79cd\u667a\u80fd\u4f53\u5b9a\u671f\u7f16\u5199\u7b14\u8bb0\u5e76\u6301\u4e45\u5316\u5230\u8bed\u5883\u7a97\u53e3\u5916\u8bb0\u5fc6\u7684\u6280\u672f\u3002\u8fd9\u4e9b\u7b14\u8bb0\u540e\u671f\u88ab\u62c9\u56de\u8bed\u5883\u7a97\u53e3\u3002<\/p>\n<p>\u6b64\u7b56\u7565\u4ee5\u6700\u5c0f\u5f00\u9500\u63d0\u4f9b\u6301\u4e45\u8bb0\u5fc6\u3002\u5982\u540cClaude 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\u6700\u5e38\u89c1\u7684\u6545\u969c\u6a21\u5f0f\u662f\u5de5\u5177\u96c6\u81c3\u80bf\uff0c\u8986\u76d6\u8fc7\u591a\u529f\u80fd\u6216\u5bfc\u81f4\u4f7f\u7528\u54ea\u4e2a\u5de5\u5177\u7684\u6a21\u7cca\u51b3\u7b56\u70b9\u3002\u5982\u679c\u4eba\u7c7b\u5de5\u7a0b\u5e08\u65e0\u6cd5\u786e\u5b9a\u7279\u5b9a\u60c5\u5883\u4e0b\u5e94\u4f7f\u7528\u54ea\u4e2a\u5de5\u5177\uff0c\u5c31\u4e0d\u80fd\u671f\u671bAI\u667a\u80fd\u4f53\u505a\u5f97\u66f4\u597d\u3002\u6b63\u5982\u540e\u6587\u5c06\u8ba8\u8bba\u7684\uff0c\u4e3a\u667a\u80fd\u4f53\u7b56\u5212\u6700\u5c0f\u53ef\u884c\u5de5\u5177\u96c6\u8fd8\u80fd\u5728\u957f\u4ea4\u4e92\u4e2d\u5b9e\u73b0\u66f4\u53ef\u9760\u7684\u8bed\u5883\u7ef4\u62a4\u548c\u4fee\u526a\u3002 \u63d0\u4f9b\u793a\u4f8b\uff08\u5373\u5c11\u6837\u672c\u63d0\u793a\uff09\u662f\u4f17\u6240\u5468\u77e5\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u6211\u4eec\u6301\u7eed\u5f3a\u70c8\u5efa\u8bae\u3002\u4f46\u56e2\u961f\u5e38\u5c06\u4e00\u957f\u4e32\u8fb9\u7f18\u6848\u4f8b\u585e\u5165\u63d0\u793a\uff0c\u8bd5\u56fe\u9610\u660eLLM\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u5e94\u9075\u5faa\u7684\u6240\u6709\u53ef\u80fd\u89c4\u5219\u3002\u6211\u4eec\u4e0d\u63a8\u8350\u6b64\u505a\u6cd5\uff0c\u800c\u662f\u5efa\u8bae\u7b56\u5212\u4e00\u7ec4\u591a\u6837\u5316\u7684\u89c4\u8303\u793a\u4f8b\uff0c\u6709\u6548\u63cf\u7ed8\u667a\u80fd\u4f53\u7684\u9884\u671f\u884c\u4e3a\u3002\u5bf9LLM\u800c\u8a00\uff0c\u793a\u4f8b\u662f\u201c\u4e00\u56fe\u80dc\u5343\u8a00\u201d\u7684\u201c\u56fe\u7247\u201d\u3002 \u6211\u4eec\u5bf9\u8bed\u5883\u5404\u7ec4\u4ef6\uff08\u7cfb\u7edf\u63d0\u793a\u3001\u5de5\u5177\u3001\u793a\u4f8b\u3001\u6d88\u606f\u5386\u53f2\u7b49\uff09\u7684\u603b\u4f53\u6307\u5bfc\u662f\uff1a\u6df1\u601d\u719f\u8651\uff0c\u4fdd\u6301\u8bed\u5883\u4fe1\u606f\u4e30\u5bcc\u4e14\u7d27\u51d1\u3002\u73b0\u5728\u8ba9\u6211\u4eec\u6df1\u5165\u63a2\u8ba8\u8fd0\u884c\u65f6\u52a8\u6001\u68c0\u7d22\u8bed\u5883\u3002 \u4e0a\u4e0b\u6587\u68c0\u7d22\u4e0e\u667a\u80fd\u4f53\u641c\u7d22 \u5728\u300a\u6784\u5efa\u9ad8\u6548AI\u667a\u80fd\u4f53\u300b\u4e2d\uff0c\u6211\u4eec\u5f3a\u8c03\u4e86\u57fa\u4e8eLLM\u7684\u5de5\u4f5c\u6d41\u4e0e\u667a\u80fd\u4f53\u7684\u533a\u522b\u3002\u81ea\u8be5\u6587\u53d1\u5e03\u4ee5\u6765\uff0c\u6211\u4eec\u503e\u5411\u4e8e\u4e00\u4e2a\u7b80\u5355\u7684\u667a\u80fd\u4f53\u5b9a\u4e49\uff1a\u5728\u5faa\u73af\u4e2d\u81ea\u4e3b\u4f7f\u7528\u5de5\u5177\u7684LLM\u3002 \u4e0e\u5ba2\u6237\u5408\u4f5c\u4e2d\uff0c\u6211\u4eec\u89c1\u8bc1\u9886\u57df\u6b63\u6c47\u805a\u4e8e\u8fd9\u4e00\u7b80\u5355\u8303\u5f0f\u3002\u968f\u7740\u5e95\u5c42\u6a21\u578b\u80fd\u529b\u589e\u5f3a\uff0c\u667a\u80fd\u4f53\u7684\u81ea\u4e3b\u6027\u6c34\u5e73\u53ef\u6269\u5c55\uff1a\u66f4\u806a\u660e\u7684\u6a21\u578b\u8ba9\u667a\u80fd\u4f53\u80fd\u72ec\u7acb\u5bfc\u822a\u7ec6\u81f4\u95ee\u9898\u7a7a\u95f4\u5e76\u4ece\u9519\u8bef\u4e2d\u6062\u590d\u3002 \u6211\u4eec\u770b\u5230\u5de5\u7a0b\u5e08\u8bbe\u8ba1\u667a\u80fd\u4f53\u8bed\u5883\u7684\u65b9\u5f0f\u6b63\u5728\u8f6c\u53d8\u3002\u5982\u4eca\uff0c\u8bb8\u591aAI\u539f\u751f\u5e94\u7528\u91c7\u7528\u67d0\u79cd\u57fa\u4e8e\u5d4c\u5165\u7684\u63a8\u7406\u524d\u68c0\u7d22\uff0c\u4ee5\u4e3a\u667a\u80fd\u4f53\u63a8\u7406\u6d6e\u73b0\u91cd\u8981\u8bed\u5883\u3002\u968f\u7740\u9886\u57df\u8f6c\u5411\u66f4\u667a\u80fd\u4f53\u5316\u7684\u65b9\u6cd5\uff0c\u56e2\u961f\u8d8a\u6765\u8d8a\u591a\u5730\u7528\u201c\u5373\u65f6\u201d\uff08just in time\uff09\u8bed\u5883\u7b56\u7565\u589e\u5f3a\u8fd9\u4e9b\u68c0\u7d22\u7cfb\u7edf\u3002 \u91c7\u7528\u201c\u5373\u65f6\u201d\u65b9\u6cd5\u6784\u5efa\u7684\u667a\u80fd\u4f53\u5e76\u975e\u9884\u5148\u5904\u7406\u6240\u6709\u76f8\u5173\u6570\u636e\uff0c\u800c\u662f\u7ef4\u62a4\u8f7b\u91cf\u6807\u8bc6\u7b26\uff08\u6587\u4ef6\u8def\u5f84\u3001\u5b58\u50a8\u67e5\u8be2\u3001\u7f51\u9875\u94fe\u63a5\u7b49\uff09\uff0c\u5e76\u4f7f\u7528\u8fd9\u4e9b\u5f15\u7528\u5728\u8fd0\u884c\u65f6\u901a\u8fc7\u5de5\u5177\u52a8\u6001\u52a0\u8f7d\u6570\u636e\u5230\u8bed\u5883\u4e2d\u3002Anthropic\u7684\u667a\u80fd\u4f53\u7f16\u7801\u65b9\u6848Claude Code\u91c7\u7528\u6b64\u65b9\u6cd5\u5bf9\u5927\u578b\u6570\u636e\u5e93\u6267\u884c\u590d\u6742\u6570\u636e\u5206\u6790\u3002\u6a21\u578b\u53ef\u7f16\u5199\u5b9a\u5411\u67e5\u8be2\u3001\u5b58\u50a8\u7ed3\u679c\uff0c\u5e76\u5229\u7528head\u548ctail\u7b49Bash\u547d\u4ee4\u5206\u6790\u5927\u91cf\u6570\u636e\uff0c\u800c\u65e0\u9700\u5c06\u5b8c\u6574\u6570\u636e\u5bf9\u8c61\u52a0\u8f7d\u5230\u8bed\u5883\u4e2d\u3002\u6b64\u6cd5\u4eff\u6548\u4eba\u7c7b\u8ba4\u77e5\uff1a\u6211\u4eec\u901a\u5e38\u4e0d\u8bb0\u5fc6\u6574\u4e2a\u4fe1\u606f\u5e93\uff0c\u800c\u662f\u5f15\u5165\u5916\u90e8\u7ec4\u7ec7\u548c\u7d22\u5f15\u7cfb\u7edf\uff08\u5982\u6587\u4ef6\u7cfb\u7edf\u3001\u6536\u4ef6\u7bb1\u3001\u4e66\u7b7e\uff09\u6765\u6309\u9700\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002 \u9664\u5b58\u50a8\u6548\u7387\u5916\uff0c\u8fd9\u4e9b\u5f15\u7528\u7684\u5143\u6570\u636e\u63d0\u4f9b\u4e86\u9ad8\u6548\u4f18\u5316\u884c\u4e3a\u7684\u673a\u5236\uff08\u65e0\u8bba\u660e\u786e\u63d0\u4f9b\u8fd8\u662f\u76f4\u89c2\u611f\u77e5\uff09\u3002\u5bf9\u5728\u6587\u4ef6\u7cfb\u7edf\u4e2d\u64cd\u4f5c\u7684\u667a\u80fd\u4f53\uff0ctests\u6587\u4ef6\u5939\u4e2d\u540d\u4e3atest_utils.py\u7684\u6587\u4ef6\u4e0esrc\/core_logic.py\u4e2d\u540c\u540d\u6587\u4ef6\u9690\u542b\u4e0d\u540c\u76ee\u7684\u3002\u6587\u4ef6\u5939\u5c42\u6b21\u3001\u547d\u540d\u7ea6\u5b9a\u548c\u65f6\u95f4\u6233\u90fd\u63d0\u4f9b\u91cd\u8981\u4fe1\u53f7\uff0c\u5e2e\u52a9\u4eba\u7c7b\u548c\u667a\u80fd\u4f53\u7406\u89e3\u5982\u4f55\u53ca\u4f55\u65f6\u5229\u7528\u4fe1\u606f\u3002 \u8ba9\u667a\u80fd\u4f53\u81ea\u4e3b\u5bfc\u822a\u548c\u68c0\u7d22\u6570\u636e\u8fd8\u652f\u6301\u6e10\u8fdb\u5f0f\u62ab\u9732\uff08progressive disclosure\uff09\u2014\u2014\u5373\u5141\u8bb8\u667a\u80fd\u4f53\u901a\u8fc7\u63a2\u7d22\u9010\u6b65\u53d1\u73b0\u76f8\u5173\u8bed\u5883\u3002\u6bcf\u6b21\u4ea4\u4e92\u4ea7\u751f\u6307\u5bfc\u4e0b\u4e00\u51b3\u7b56\u7684\u8bed\u5883\uff1a\u6587\u4ef6\u5927\u5c0f\u6697\u793a\u590d\u6742\u6027\uff1b\u547d\u540d\u7ea6\u5b9a\u63d0\u793a\u76ee\u7684\uff1b\u65f6\u95f4\u6233\u53ef\u4f5c\u76f8\u5173\u6027\u4ee3\u7406\u3002\u667a\u80fd\u4f53\u80fd\u5c42\u5c42\u7ec4\u88c5\u7406\u89e3\uff0c\u4ec5\u5728\u5de5\u4f5c\u8bb0\u5fc6\u4e2d\u7ef4\u62a4\u5fc5\u8981\u5185\u5bb9\uff0c\u5e76\u5229\u7528\u7b14\u8bb0\u7b56\u7565\u5b9e\u73b0\u989d\u5916\u6301\u4e45\u6027\u3002\u8fd9\u79cd\u81ea\u6211\u7ba1\u7406\u7684\u8bed\u5883\u7a97\u53e3\u4f7f\u667a\u80fd\u4f53\u805a\u7126\u76f8\u5173\u5b50\u96c6\uff0c\u800c\u975e\u6df9\u6ca1\u5728\u8be6\u5c3d\u4f46\u53ef\u80fd\u65e0\u5173\u7684\u4fe1\u606f\u4e2d\u3002 \u5f53\u7136\uff0c\u5b58\u5728\u6743\u8861\uff1a\u8fd0\u884c\u65f6\u63a2\u7d22\u6bd4\u68c0\u7d22\u9884\u8ba1\u7b97\u6570\u636e\u6162\u3002\u4e0d\u4ec5\u5982\u6b64\uff0c\u8fd8\u9700\u8981\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u7684\u5de5\u7a0b\u5316\uff0c\u786e\u4fddLLM\u62e5\u6709\u6709\u6548\u5bfc\u822a\u5176\u4fe1\u606f\u666f\u89c2\u7684\u6b63\u786e\u5de5\u5177\u548c\u542f\u53d1\u5f0f\u65b9\u6cd5\u3002\u7f3a\u4e4f\u9002\u5f53\u5f15\u5bfc\uff0c\u667a\u80fd\u4f53\u53ef\u80fd\u56e0\u8bef\u7528\u5de5\u5177\u3001\u8ffd\u9010\u6b7b\u80e1\u540c\u6216\u672a\u80fd\u8bc6\u522b\u5173\u952e\u4fe1\u606f\u800c\u6d6a\u8d39\u8bed\u5883\u3002 \u67d0\u4e9b\u573a\u666f\u4e0b\uff0c\u6700\u6709\u6548\u7684\u667a\u80fd\u4f53\u53ef\u80fd\u91c7\u7528\u6df7\u5408\u7b56\u7565\uff1a\u4e3a\u901f\u5ea6\u9884\u5148\u68c0\u7d22\u90e8\u5206\u6570\u636e\uff0c\u5e76\u81ea\u4e3b\u51b3\u5b9a\u8fdb\u4e00\u6b65\u63a2\u7d22\u3002\u201c\u5408\u9002\u201d\u81ea\u4e3b\u6c34\u5e73\u53d6\u51b3\u4e8e\u4efb\u52a1\u3002Claude Code\u662f\u91c7\u7528\u6b64\u6df7\u5408\u6a21\u578b\u7684\u667a\u80fd\u4f53\uff1aCLAUDE.md\u6587\u4ef6\u88ab\u7b80\u5355\u9884\u5148\u653e\u5165\u8bed\u5883\uff0c\u800cglob\u548cgrep\u7b49\u539f\u8bed\u8ba9\u5176\u80fd\u5bfc\u822a\u73af\u5883\u5e76\u5373\u65f6\u68c0\u7d22\u6587\u4ef6\uff0c\u6709\u6548\u89c4\u907f\u8fc7\u671f\u7d22\u5f15\u548c\u590d\u6742\u8bed\u6cd5\u6811\u95ee\u9898\u3002 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