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Self-Improving Personal AI\uff08\u9012\u5f52\u81ea\u8fdb\u5316\u4e2a\u6027\u5316\u667a\u80fd\uff09\uff0c\u5c1d\u8bd5\u4e3a\u4e0a\u8ff0\u95ee\u9898\u63d0\u4f9b\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u4f9d\u6258\u5317\u4eac\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u4f53\u7cfb\u7684\u79d1\u7814\u4e0e\u4ea7\u4e1a\u8d44\u6e90\uff0c\u516c\u53f8\u9009\u62e9\u5728\u73b0\u6709\u901a\u7528\u6a21\u578b\u4e4b\u4e0a\uff0c\u901a\u8fc7\u8f7b\u91cf\u5316\u4e2a\u6027\u5316\u53c2\u6570\u627f\u8f7d\u4e0d\u540c\u4e3b\u4f53\u7684\u4e13\u5c5e\u80fd\u529b\uff0c\u5e76\u7ed3\u5408\u6301\u7eed\u5b66\u4e60\u673a\u5236\u548c\u7b97\u529b\u8c03\u5ea6\u6280\u672f\uff0c\u8ba9\u6a21\u578b\u5728\u957f\u671f\u4f7f\u7528\u4e2d\u4e0d\u65ad\u9002\u5e94\u7528\u6237\u3002<\/p>\n<p>\u8fd9\u5957\u6280\u672f\u4f53\u7cfb\u7684\u76ee\u6807\uff0c\u662f\u8ba9\u4e2a\u4eba\u3001\u9879\u76ee\u548c\u4f01\u4e1a\u4e0d\u5fc5\u5206\u522b\u8bad\u7ec3\u5b8c\u6574\u7684\u901a\u7528\u5927\u6a21\u578b\uff0c\u4e5f\u80fd\u9010\u6b65\u5efa\u7acb\u9002\u5408\u81ea\u8eab\u9700\u6c42\u3001\u80fd\u591f\u6301\u7eed\u6f14\u8fdb\u7684\u4e13\u5c5e\u667a\u80fd\u3002<\/p>\n<p>\u540c\u6837\u4f7f\u7528Coding Agent\uff0c\u4e0d\u540c\u7814\u53d1\u56e2\u961f\u83b7\u5f97\u7684\u7ed3\u679c\u53ef\u80fd\u5b58\u5728\u660e\u663e\u5dee\u5f02\u3002<\/p>\n<p>\u4e00\u5957\u6210\u719f\u7684\u8f6f\u4ef6\u7cfb\u7edf\u5f80\u5f80\u6709\u81ea\u5df1\u7684\u67b6\u6784\u539f\u5219\u3001\u6280\u672f\u89c4\u8303\u548c\u5386\u53f2\u7ea6\u675f\uff0c\u8d44\u6df1\u5de5\u7a0b\u5e08\u77e5\u9053\u54ea\u4e9b\u6a21\u5757\u4e0d\u80fd\u8f7b\u6613\u8c03\u6574\uff0c\u4e5f\u6e05\u695a\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u4f18\u5148\u8003\u8651\u7a33\u5b9a\u6027\u800c\u975e\u6280\u672f\u4e0a\u7684\u6700\u4f18\u89e3\u3002<\/p>\n<p>\u8fd9\u4e9b\u7ecf\u9a8c\u4e00\u90e8\u5206\u8bb0\u5f55\u5728\u6587\u6863\u4e2d\uff0c\u66f4\u591a\u5219\u5206\u6563\u5728\u957f\u671f\u7684\u4ee3\u7801\u4fee\u6539\u3001\u65b9\u6848\u8ba8\u8bba\u548c\u9879\u76ee\u5b9e\u8df5\u91cc\u3002<\/p>\n<p>\u7c7b\u4f3c\u60c5\u51b5\u4e5f\u5b58\u5728\u4e8e\u91d1\u878d\u6295\u7814\u3001\u4f01\u4e1a\u8fd0\u8425\u7b49\u9886\u57df\u3002\u901a\u7528\u6a21\u578b\u53ef\u4ee5\u5206\u6790\u5e02\u573a\u3001\u7406\u89e3\u4e1a\u52a1\u6d41\u7a0b\uff0c\u4f46\u4e0d\u540c\u56e2\u961f\u957f\u671f\u5f62\u6210\u7684\u98ce\u9669\u504f\u597d\u3001\u51b3\u7b56\u4e60\u60ef\u548c\u5de5\u4f5c\u65b9\u6cd5\uff0c\u5f80\u5f80\u9700\u8981\u901a\u8fc7\u6301\u7eed\u534f\u4f5c\u624d\u80fd\u9010\u6e10\u638c\u63e1\u3002<\/p>\n<p>\u76ee\u524d\uff0cAI\u4e3b\u8981\u4f9d\u9760Prompt\u3001RAG\u3001Memory\u548cSkill\u7b49\u673a\u5236\u9002\u5e94\u5177\u4f53\u573a\u666f\u3002\u5b83\u4eec\u5206\u522b\u627f\u62c5\u6307\u4ee4\u7ea6\u675f\u3001\u77e5\u8bc6\u68c0\u7d22\u3001\u72b6\u6001\u4fdd\u5b58\u548c\u80fd\u529b\u590d\u7528\u7b49\u4efb\u52a1\uff0c\u5df2\u7ecf\u6210\u4e3a\u4f01\u4e1a\u5e94\u7528\u5927\u6a21\u578b\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002\u4e0d\u8fc7\uff0c\u8fd9\u7c7b\u673a\u5236\u4e3b\u8981\u5728\u6a21\u578b\u5916\u90e8\u7ec4\u7ec7\u4fe1\u606f\uff0c\u6a21\u578b\u81ea\u8eab\u7684\u53c2\u6570\u901a\u5e38\u4e0d\u4f1a\u56e0\u4e3a\u4e00\u6b21\u4e1a\u52a1\u4ea4\u4e92\u800c\u53d1\u751f\u53d8\u5316\u3002<\/p>\n<p>\u5f53\u4e2a\u6027\u5316\u9700\u6c42\u4ece\u4fe1\u606f\u83b7\u53d6\u5ef6\u4f38\u5230\u957f\u671f\u884c\u4e3a\u6a21\u5f0f\uff0c\u53c2\u6570\u5316\u5b66\u4e60\u63d0\u4f9b\u4e86\u53e6\u4e00\u79cd\u6280\u672f\u9009\u62e9\u3002<\/p>\n<p>\u901a\u884d\u7075\u667a\u91c7\u7528\u5171\u4eab\u57fa\u7840\u6a21\u578b\uff08Base Model\uff09\u4e0e\u4e2a\u6027\u5316\u53c2\u6570\uff08Personal Parameters\uff09\u76f8\u7ed3\u5408\u7684\u67b6\u6784\u3002\u57fa\u7840\u6a21\u578b\u63d0\u4f9b\u901a\u7528\u77e5\u8bc6\u548c\u63a8\u7406\u80fd\u529b\uff0c\u4e0d\u540c\u4e2a\u4eba\u3001\u9879\u76ee\u548c\u4f01\u4e1a\u5219\u901a\u8fc7\u8f7b\u91cf\u5316\u7684Personal LoRA\u8fdb\u884c\u53c2\u6570\u9002\u914d\uff0c\u5c06\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u4e13\u4e1a\u504f\u597d\u548c\u884c\u4e3a\u7279\u5f81\u9010\u6b65\u878d\u5165\u6a21\u578b\u3002<\/p>\n<p>\u4e0e\u4f20\u7edf\u884c\u4e1a\u6a21\u578b\u4e3b\u8981\u89e3\u51b3\u4e0d\u540c\u884c\u4e1a\u4e4b\u95f4\u7684\u80fd\u529b\u5dee\u5f02\u76f8\u6bd4\uff0c\u8fd9\u4e00\u8def\u7ebf\u8fdb\u4e00\u6b65\u5173\u6ce8\u540c\u4e00\u884c\u4e1a\u3001\u540c\u4e00\u4efb\u52a1\u4e2d\u4e0d\u540c\u4f7f\u7528\u8005\u4e4b\u95f4\u7684\u5dee\u5f02\u3002\u4f8b\u5982\uff0c\u540c\u6837\u662f\u8f6f\u4ef6\u5f00\u53d1\uff0c\u4e24\u4e2a\u9879\u76ee\u53ef\u80fd\u9700\u8981\u5b8c\u5168\u4e0d\u540c\u7684\u5de5\u7a0b\u89c4\u8303\uff1b\u540c\u6837\u662f\u6295\u8d44\u7814\u7a76\uff0c\u4e0d\u540c\u56e2\u961f\u4e5f\u6709\u5404\u81ea\u7684\u8bc4\u4ef7\u6807\u51c6\u548c\u98ce\u9669\u7eaa\u5f8b\u3002<\/p>\n<p>\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u77e5\u8bc6\u5e93\u548c\u957f\u671f\u8bb0\u5fc6\u4f1a\u5931\u53bb\u4ef7\u503c\u3002\u52a8\u6001\u77e5\u8bc6\u4ecd\u7136\u9700\u8981\u68c0\u7d22\uff0c\u4efb\u52a1\u72b6\u6001\u4ecd\u7136\u9700\u8981\u8bb0\u5f55\uff0c\u800c\u90a3\u4e9b\u5728\u957f\u671f\u5b9e\u8df5\u4e2d\u53cd\u590d\u51fa\u73b0\u3001\u76f8\u5bf9\u7a33\u5b9a\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u5219\u53ef\u4ee5\u8fdb\u4e00\u6b65\u901a\u8fc7\u8bad\u7ec3\u8f6c\u5316\u4e3a\u53c2\u6570\u5316\u80fd\u529b\u3002<\/p>\n<p>\u4e2a\u6027\u5316\u7531\u6b64\u4ece\u201c\u8ba9\u6a21\u578b\u638c\u63e1\u66f4\u591a\u5173\u4e8e\u7528\u6237\u7684\u4fe1\u606f\u201d\uff0c\u9010\u6b65\u5ef6\u4f38\u5230\u201c\u8ba9\u6a21\u578b\u5f62\u6210\u66f4\u7b26\u5408\u7528\u6237\u9700\u6c42\u7684\u80fd\u529b\u201d\u3002<\/p>\n<p>\u901a\u884d\u7075\u667aCEO\u8c22\u67ad\u6960\u8868\u793a\uff1a\u201c\u4f01\u4e1a\u5bf9AI\u7684\u9700\u6c42\u6b63\u5728\u4ece\u83b7\u53d6\u901a\u7528\u80fd\u529b\u8f6c\u5411\u79ef\u7d2f\u4e13\u5c5e\u80fd\u529b\u3002\u540c\u4e00\u7c7b\u901a\u7528\u667a\u80fd\u670d\u52a1\u4f1a\u88ab\u8d8a\u6765\u8d8a\u591a\u4f01\u4e1a\u83b7\u5f97\uff0c\u771f\u6b63\u62c9\u5f00\u5dee\u8ddd\u7684\uff0c\u662f\u80fd\u5426\u628a\u81ea\u8eab\u957f\u671f\u5f62\u6210\u7684\u4e13\u4e1a\u5224\u65ad\u548c\u505a\u4e8b\u65b9\u5f0f\u6c89\u6dc0\u4e3a\u6a21\u578b\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u6c38\u8fdc\u505c\u7559\u5728\u2018\u67e5\u8d44\u6599\u2019\u7684\u5c42\u9762\u3002\u201d<\/p>\n<p>\u62e5\u6709\u4e13\u5c5e\u53c2\u6570\u4e4b\u540e\uff0c\u65b0\u7684\u6311\u6218\u968f\u4e4b\u800c\u6765\uff1a\u6a21\u578b\u5982\u4f55\u6301\u7eed\u5438\u6536\u6709\u4ef7\u503c\u7684\u7ecf\u9a8c\uff0c\u5e76\u907f\u514d\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u79ef\u7d2f\u9519\u8bef\uff1f<\/p>\n<p>\u4f01\u4e1a\u65e5\u5e38\u4f7f\u7528AI\u4f1a\u4ea7\u751f\u5927\u91cf\u53cd\u9988\u3002\u5f00\u53d1\u8005\u63a5\u53d7\u6216\u4fee\u6539\u4ee3\u7801\uff0c\u9500\u552e\u4eba\u5458\u8c03\u6574\u5ba2\u6237\u6c9f\u901a\u7b56\u7565\uff0c\u6295\u8d44\u7ecf\u7406\u4fee\u6b63\u7814\u7a76\u7ed3\u8bba\uff0c\u8fd9\u4e9b\u884c\u4e3a\u90fd\u5305\u542b\u7740\u6f5c\u5728\u7684\u5b66\u4e60\u4fe1\u53f7\u3002\u4f46\u5355\u6b21\u53cd\u9988\u672a\u5fc5\u4ee3\u8868\u957f\u671f\u89c4\u5f8b\uff0c\u4e00\u6b21\u6210\u529f\u7684\u5224\u65ad\u4e5f\u4e0d\u610f\u5473\u7740\u76f8\u540c\u7b56\u7565\u53ef\u4ee5\u9002\u7528\u4e8e\u6240\u6709\u573a\u666f\u3002<\/p>\n<p>\u5982\u679c\u672a\u7ecf\u7b5b\u9009\u5c31\u5c06\u4ea4\u4e92\u8bb0\u5f55\u7528\u4e8e\u8bad\u7ec3\uff0c\u6a21\u578b\u53ef\u80fd\u5f3a\u5316\u5076\u7136\u504f\u597d\uff0c\u751a\u81f3\u635f\u5bb3\u539f\u6709\u80fd\u529b\u3002\u56e0\u6b64\uff0c\u6301\u7eed\u5b66\u4e60\u9700\u8981\u5efa\u7acb\u80fd\u591f\u8bc6\u522b\u6709\u6548\u53cd\u9988\u3001\u8bc4\u4f30\u66f4\u65b0\u6548\u679c\u5e76\u63a7\u5236\u6a21\u578b\u884c\u4e3a\u53d8\u5316\u7684\u673a\u5236\u3002<\/p>\n<p>\u901a\u884d\u7075\u667a\u56f4\u7ed5\u8fd9\u4e00\u9700\u6c42\u7814\u53d1RSI\uff08Recursive Self-Improvement\uff0c\u9012\u5f52\u81ea\u6211\u6539\u8fdb\uff09\u6280\u672f\uff0c\u901a\u8fc7\u6a21\u578b\u4e0e\u8bc4\u4f30\u5668\u534f\u540c\u8fed\u4ee3\uff0c\u6784\u5efa\u6301\u7eed\u5b66\u4e60\u6846\u67b6\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u6846\u67b6\u4e2d\uff0c\u4e1a\u52a1\u8fd0\u884c\u4ea7\u751f\u7684\u4efb\u52a1\u8f68\u8ff9\u3001\u4eba\u5de5\u4fee\u6b63\u548c\u5b9e\u9645\u7ed3\u679c\u9996\u5148\u5f62\u6210\u5019\u9009\u5b66\u4e60\u6570\u636e\uff0cEvaluator\u6839\u636e\u5177\u4f53\u7528\u6237\u6216\u4f01\u4e1a\u7684\u8bc4\u4ef7\u6807\u51c6\uff0c\u5bf9\u53cd\u9988\u8fdb\u884c\u7b5b\u9009\u548c\u5224\u65ad\uff0c\u518d\u5c06\u6709\u6548\u6837\u672c\u7528\u4e8ePersonal 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