{"id":105814,"date":"2026-09-16T07:17:45","date_gmt":"2026-09-15T23:17:45","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/105814.html"},"modified":"2026-09-16T07:17:45","modified_gmt":"2026-09-15T23:17:45","slug":"metarsi%ef%bc%9a-a-meta-recursive-self-improving-system-for-recursive-self-improving-systems-themselves","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/105814.html","title":{"rendered":"MetaRSI\uff1a A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves"},"content":{"rendered":"<h3>\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u6838\u5fc3\u95ee\u9898<\/h3>\n<h4>1.1 \u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;RSI&#xff09;\u7684\u73b0\u72b6<\/h4>\n<p>\u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;Recursive Self-Improvement, RSI&#xff09;\u662f\u6307\u7cfb\u7edf\u80fd\u591f\u8bfb\u53d6\u81ea\u8eab\u5931\u8d25\u5e76\u6539\u8fdb\u6a21\u578b\u6784\u5efa\u673a\u5236\u672c\u8eab&#xff0c;\u4f7f\u540e\u7eed\u6784\u5efa\u7684\u6bcf\u4e2a\u6a21\u578b\u90fd\u7ee7\u627f\u8fd9\u4e00\u6536\u76ca\u3002\u8fd1\u671f\u7cfb\u7edf\u5df2\u8bc1\u660e\u8fd9\u4e0d\u518d\u662f\u601d\u8fa8&#xff1a;\u667a\u80fd\u4f53\u53ef\u4ee5\u91cd\u5199\u81ea\u5df1\u7684\u811a\u624b\u67b6\u3001\u751f\u6210\u81ea\u5df1\u7684\u5fae\u8c03\u6570\u636e\u3002<\/p>\n<h4>1.2 \u6838\u5fc3\u95ee\u9898&#xff1a;\u683c\u5f0f\u7ea6\u675f\u800c\u975e\u5b66\u79d1\u7ea6\u675f<\/h4>\n<p>\u4f5c\u8005\u901a\u8fc7\u5bf945\u4e2a\u8fd1\u671fRSI\u7cfb\u7edf\u7684\u8c03\u67e5\u53d1\u73b0&#xff1a;<\/p>\n<ul>\n<li>\n<p>69%\u7684\u7cfb\u7edf\u9488\u5bf9\u673a\u5668\u53ef\u514d\u8d39\u68c0\u67e5\u7684\u76ee\u6807&#xff08;\u6d4b\u8bd5\u5957\u4ef6\u3001\u7cbe\u786e\u5339\u914d\u952e\u3001\u6570\u503c\u76ee\u6807\u3001\u591a\u9879\u9009\u62e9\u6807\u7b7e&#xff09;\u95ed\u5408\u5176\u6539\u8fdb\u5faa\u73af<\/p>\n<\/li>\n<li>\n<p>\u62a5\u544a\u79d1\u5b66\u57fa\u51c6\u7684\u7cfb\u7edf\u4e5f\u843d\u5728\u8fd9\u4e00\u591a\u6570\u4e4b\u5185&#xff0c;\u800c\u975e\u4e4b\u5916<\/p>\n<\/li>\n<li>\n<p>\u8fd9\u5bfc\u81f4RSI\u53ea\u80fd\u8ba4\u8bc1\u53d7\u9650\u7684\u3001\u57fa\u51c6\u7ed1\u5b9a\u7684\u80fd\u529b&#xff0c;\u800c\u975e\u5b66\u79d1\u672c\u8eab\u7684\u901a\u7528\u80fd\u529b<\/p>\n<\/li>\n<\/ul>\n<p>\u5173\u952e\u6d1e\u5bdf&#xff1a;\u7ea6\u675f\u74f6\u9888\u4e0d\u662f\u5b66\u79d1&#xff0c;\u800c\u662f\u9a8c\u8bc1\u683c\u5f0f\u3002\u5728\u95ee\u9898\u5f00\u653e\u3001\u6b63\u786e\u6027\u7531\u8bba\u8bc1\u3001\u590d\u73b0\u6216\u6d4b\u91cf\u6765\u5224\u5b9a\u7684\u9886\u57df&#xff0c;RSI\u5faa\u73af\u96be\u4ee5\u95ed\u5408\u3002<\/p>\n<h4>1.3 \u4e24\u4e2a\u6301\u7eed\u5b58\u5728\u7684\u7a7a\u767d<\/h4>\n<li>\n<p>\u8de8\u57fa\u5e95\u8fb9\u754c\u7684\u7cfb\u7edf\u786c\u7f16\u7801\u5355\u4e00\u987a\u5e8f&#xff0c;\u800c\u975e\u4ece\u8bc1\u636e\u4e2d\u51b3\u5b9a\u987a\u5e8f&#xff0c;\u5c3d\u7ba1\u8de8\u57fa\u5e95\u7ec4\u5408\u6b63\u662f\u975e\u4ea4\u6362\u6027\u548c\u5197\u4f59\u6027\u51fa\u73b0\u7684\u5730\u65b9<\/p>\n<\/li>\n<li>\n<p>\u6539\u8fdb\u7b97\u5b50\u51e0\u4e4e\u603b\u662f\u56fa\u5b9a\u7a0b\u5e8f&#xff0c;\u5faa\u73af\u6539\u8fdb\u7cfb\u7edf\u4f46\u6ca1\u6709\u4efb\u4f55\u4e1c\u897f\u6539\u8fdb\u5faa\u73af<\/p>\n<\/li>\n<hr \/>\n<h3>\u4e8c\u3001\u6838\u5fc3\u8d21\u732e&#xff1a;MetaRSI-v1\u6846\u67b6<\/h3>\n<h4>2.1 \u603b\u4f53\u8bbe\u8ba1\u7406\u5ff5<\/h4>\n<p>MetaRSI-v1\u662f\u4e00\u4e2a\u5143\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u7cfb\u7edf&#xff0c;\u6838\u5fc3\u601d\u60f3\u662f&#xff1a;<\/p>\n<p>\u4e00\u4e2a\u5185\u6838\u3001\u4e24\u4e2a\u8f74\u3001\u4e09\u4e2a\u7b97\u5b50\u3001\u8986\u76d6\u6240\u6709\u9886\u57df<\/p>\n<p>\u6539\u8fdb\u88ab\u5b9a\u4e49\u4e3a\u5728\u7edf\u4e00\u8303\u5f0f\u4e0b\u3001\u7531\u4e09\u4e2a\u7c7b\u578b\u5316\u7b97\u5b50\u6309\u8c03\u5ea6\u7ec4\u5408\u800c\u6210\u3002<\/p>\n<h4>2.2 \u76ee\u6807\u7cfb\u7edf\u7684\u4e09\u7ec4\u4ef6\u6a21\u578b<\/h4>\n<p>\u4efb\u4f55\u5df2\u90e8\u7f72\u7cfb\u7edf\u88ab\u5f62\u5f0f\u5316\u4e3a\u4e09\u5143\u7ec4&#xff1a;<\/p>\n<p>S&#061;(D,\u03b8,H)<\/p>\n<ul>\n<li>\n<p>D&#xff08;\u6570\u636e\u72b6\u6001&#xff09;&#xff1a;\u8bed\u6599\u5e93\u3001\u5408\u6210\u8bb0\u5f55\u3001\u8bad\u7ec3\u8bfe\u7a0b<\/p>\n<\/li>\n<li>\n<p>\u03b8&#xff08;\u6a21\u578b\u72b6\u6001&#xff09;&#xff1a;\u53ef\u8bad\u7ec3\u53c2\u6570\u3001\u9002\u914d\u5668\u3001\u67b6\u6784\u9009\u62e9\u3001\u8bad\u7ec3\u914d\u7f6e<\/p>\n<\/li>\n<li>\n<p>H&#xff08;\u811a\u624b\u67b6\u72b6\u6001&#xff09;&#xff1a;\u7cfb\u7edf\u63d0\u793a\u3001\u6301\u4e45\u8bb0\u5fc6\u3001\u5185\u7f6e\u5de5\u5177\u3001\u6280\u80fd\u5e93\u3001MCP\u6302\u8f7d\u7684\u5de5\u5177\u548c\u8d44\u6e90<\/p>\n<\/li>\n<\/ul>\n<p>\u4e09\u4e2a\u7ec4\u4ef6\u5171\u540c\u51b3\u5b9a\u5df2\u90e8\u7f72\u7cfb\u7edf\u7684\u884c\u4e3a&#xff0c;\u4efb\u4f55\u4e00\u4e2a\u7684\u53d8\u5316\u90fd\u4f1a\u6539\u53d8\u53e6\u5916\u4e24\u8005\u6240\u63cf\u8ff0\u7684\u5185\u5bb9\u3002<\/p>\n<h4>2.3 \u4e09\u4e2a\u57fa\u7840\u7b97\u5b50<\/h4>\n<table>\n<tr>\u7b97\u5b50\u5199\u8868\u9762\u6838\u5fc3\u529f\u80fd\u6210\u672c\u7279\u5f81<\/tr>\n<tbody>\n<tr>\n<td>Data-RSI<\/td>\n<td>D<\/td>\n<td>\u4ece\u6267\u884c\u7ecf\u9a8c\u5408\u6210\u7ecf\u9a8c\u8bc1\u8bad\u7ec3\u8bb0\u5f55&#xff0c;\u653e\u5927\u5df2\u6709\u80fd\u529b\u5e76\u6807\u8bb0\u8fb9\u754c<\/td>\n<td>\u6a21\u578b\u8c03\u7528<\/td>\n<\/tr>\n<tr>\n<td>Harness-RSI<\/td>\n<td>H<\/td>\n<td>\u901a\u8fc7\u4e94\u69fd\u4e0a\u7684\u7c7b\u578b\u5316\u8865\u4e01\u7f16\u8f91\u6267\u884c\u811a\u624b\u67b6&#xff0c;\u96f6\u8bad\u7ec3\u6210\u672c<\/td>\n<td>\u6a21\u578b\u8c03\u7528&#043;\u91cd\u653e<\/td>\n<\/tr>\n<tr>\n<td>Model-RSI<\/td>\n<td>\u03b8<\/td>\n<td>\u901a\u8fc7\u6709\u754c\u8bad\u7ec3\u914d\u65b9\u5c06\u80fd\u529b\u5185\u5316\u5230\u53c2\u6570\u4e2d<\/td>\n<td>GPU\u5c0f\u65f6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u8005\u7684\u4e92\u8865\u5173\u7cfb&#xff1a;<\/p>\n<ul>\n<li>\n<p>Data-RSI\u662f\u653e\u5927\u5668&#xff1a;\u538b\u51fa\u6a21\u578b\u5df2\u6301\u6709\u7684\u80fd\u529b&#xff0c;\u6807\u8bb0\u80fd\u529b\u8fb9\u754c<\/p>\n<\/li>\n<li>\n<p>Harness-RSI\u662f\u811a\u624b\u67b6&#xff1a;\u6700\u4fbf\u5b9c\u6bcf\u5355\u4f4d\u6536\u76ca&#xff0c;\u4f46\u6bcf\u6b21\u63a8\u7406\u91cd\u65b0\u652f\u4ed8\u4e0a\u4e0b\u6587\u6210\u672c<\/p>\n<\/li>\n<li>\n<p>Model-RSI\u662f\u5185\u5316&#xff1a;\u4e00\u6b21\u6027\u8bad\u7ec3\u6210\u672c&#xff0c;\u63a8\u7406\u65f6\u514d\u8d39\u4e14\u8de8\u811a\u624b\u67b6\u6301\u4e45<\/p>\n<\/li>\n<\/ul>\n<h4>2.4 \u5faa\u73af\u5185\u6838&#xff1a;\u4e00\u4e2a\u7edf\u4e00\u6267\u884c\u8303\u5f0f<\/h4>\n<p>\u6240\u6709\u7b97\u5b50\u5b9e\u4f8b\u5316\u540c\u4e00\u4e2a\u5faa\u73af\u5185\u6838\u00a0KK&#xff0c;\u5305\u542b\u4e03\u4e2a\u9636\u6bb5&#xff1a;<\/p>\n<p>K&#061;Observe\u2192Diagnose\u2192Propose\u2192Validate\u2192Execute\u2192Select\u2192Export<\/p>\n<p>\u6838\u5fc3\u6743\u5a01\u8fb9\u754c&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u9a71\u52a8\u5f27&#xff08;Diagnose, Propose&#xff09;&#xff1a;\u6a21\u578b\u8bfb\u53d6\u5b66\u4e60\u4fe1\u53f7&#xff0c;\u5f52\u56e0\u5931\u8d25&#xff0c;\u53d1\u51fa\u5019\u9009\u4fee\u6539<\/p>\n<\/li>\n<li>\n<p>\u786e\u5b9a\u6027\u4ee3\u7801\u5f27&#xff08;Observe, Validate, Execute, Select, Export&#xff09;&#xff1a;\u9a8c\u8bc1\u3001\u6267\u884c\u3001\u8bc4\u5206\u3001\u5bfc\u51fa<\/p>\n<\/li>\n<\/ul>\n<p>\u5173\u952e\u8bbe\u8ba1&#xff1a;\u6a21\u578b\u627f\u62c5\u51b3\u5b9a&#034;\u4ec0\u4e48\u9519\u4e86&#034;\u548c&#034;\u8981\u6539\u53d8\u4ec0\u4e48&#034;\u7684\u5168\u90e8\u8bed\u4e49\u8d1f\u62c5&#xff0c;\u786e\u5b9a\u6027\u4ee3\u7801\u6301\u6709\u51b3\u5b9a&#034;\u53d8\u66f4\u662f\u5426\u826f\u597d&#034;\u7684\u5168\u90e8\u6743\u5a01\u3002<\/p>\n<h4>2.5 \u5b66\u4e60\u4fe1\u53f7\u4e0e\u5931\u8d25\u7b7e\u540d<\/h4>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"888\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231727-6aa9d207e953a.png\" width=\"1610\" \/><\/p>\n<h4>2.6 \u7b97\u5b50\u7ec4\u5408&#xff1a;\u4e94\u79cd\u53ef\u91c7\u7eb3\u8f6c\u79fb<\/h4>\n<p>\u4fe1\u53f7\u65b0\u9c9c\u5ea6\u6761\u4ef6&#xff08;\u5b9a\u4e494.3&#xff09;&#xff1a;\u5de5\u4ef6\u662f\u65b0\u9c9c\u7684&#xff0c;\u5f53\u4e14\u4ec5\u5f53\u5b83\u6240\u6e90\u81ea\u7684\u4fe1\u53f7\u7f16\u8bd1\u4e0d\u65e9\u4e8e\u6700\u8fd1\u7684\u80fd\u529b\u6539\u53d8\u6b65\u9aa4\u3002<\/p>\n<p>\u53ef\u91c7\u7eb3\u8f6c\u79fb&#xff08;\u516c\u5f0f23&#xff09;&#xff1a;<\/p>\n<p>Alegal\u200b&#061;{D\u2192H,D\u2192M,H\u2192D,M\u2192D,M\u2192H,D\u2192D,H\u2192H}<\/p>\n<p>Aforbidden&#061;{H\u2192M,M\u2192M}<\/p>\n<p>\u552f\u4e00\u8de8\u7b97\u5b50\u6392\u9664 H\u2192M \u7684\u539f\u56e0&#xff1a;\u811a\u624b\u67b6\u6b65\u9aa4\u6539\u53d8\u7cfb\u7edf\u80fd\u505a\u4ec0\u4e48\u4f46\u4e0d\u4ea7\u751f\u6570\u636e&#xff0c;\u6700\u8fd1\u7684\u6570\u636e\u96c6\u5fc5\u7136\u65e9\u4e8e\u8be5\u53d8\u66f4&#xff0c;\u5728\u5176\u4e0a\u8bad\u7ec3\u5c06\u5185\u5316\u7cfb\u7edf\u5df2\u53d6\u4ee3\u7684\u884c\u4e3a\u3002<\/p>\n<h4>2.7 \u53cc\u8f74\u8c03\u5ea6<\/h4>\n<p>RSI\u00b2 Agent-v1\u00a0\u5728\u6bcf\u4e2a\u51b3\u7b56\u70b9\u9009\u62e9\u4e24\u4e2a\u8f74\u4e4b\u4e00&#xff1a;<\/p>\n<p>\u6c34\u5e73\u7f16\u6392&#xff1a;\u6269\u5c55\u5e8f\u5217&#xff0c;\u7ed8\u5236\u7c7b\u578b\u5316\u6539\u8fdb\u7a0b\u5e8f<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"398\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231728-6aa9d208dbd1d.png\" width=\"1600\" \/><\/p>\n<h4>2.8 \u5143\u5c42&#xff1a;\u6539\u8fdb\u8c03\u5ea6\u5668<\/h4>\n<p>MetaRSI\u00b2 Agent-v1\u00a0\u5728\u6bcf\u4e2a\u6539\u8fdb\u9879\u5b8c\u6210\u540e\u4fee\u8ba2RSI\u00b2 Agent-v1\u7684\u8c03\u5ea6\u7b56\u7565&#xff1a;<\/p>\n<p>\u03d5\u2190M\u03c8\u200b(\u03d5,Hterm\u200b)<\/p>\n<p>\u4e09\u4e2a\u5d4c\u5957\u6539\u8fdb\u5c42\u7ea7&#xff1a;<\/p>\n<table>\n<tr>\u5c42\u7ea7\u667a\u80fd\u4f53\u6539\u8fdb\u5bf9\u8c61\u8282\u594f<\/tr>\n<tbody>\n<tr>\n<td>L1<\/td>\n<td>\u5faa\u73af\u5185\u6838<\/td>\n<td>\u76ee\u6807\u7cfb\u7edf<\/td>\n<td>\u6bcf\u4e2a\u7b97\u5b50\u6b65\u9aa4<\/td>\n<\/tr>\n<tr>\n<td>L2<\/td>\n<td>RSI\u00b2 Agent-v1<\/td>\n<td>\u7b97\u5b50\u53ca\u5176\u7ec4\u5408<\/td>\n<td>\u6bcf\u6b65\/\u6bcf\u9879<\/td>\n<\/tr>\n<tr>\n<td>L3<\/td>\n<td>MetaRSI\u00b2 Agent-v1<\/td>\n<td>\u8c03\u5ea6\u7b56\u7565<\/td>\n<td>\u6bcf\u9879\u4e00\u6b21<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2.9 \u6846\u67b6\u4fdd\u62a4\u673a\u5236<\/h4>\n<p>\u4e09\u79cd\u5206\u79bb\u4fdd\u6301\u76ee\u6807\u51fd\u6570\u6709\u610f\u4e49&#xff1a;<\/p>\n<li>\n<p>\u63d0\u8bae\u4e0e\u9a8c\u8bc1\u5206\u79bb&#xff1a;\u6a21\u578b\u8bca\u65ad\u548c\u63d0\u8bae&#xff0c;\u786e\u5b9a\u6027\u4ee3\u7801\u9a8c\u8bc1\u3001\u8bc4\u4f30\u548c\u63d0\u5347<\/p>\n<\/li>\n<li>\n<p>\u5019\u9009\u751f\u6210\u4e0e\u53d1\u5e03\u5206\u79bb&#xff1a;\u81f3\u591a\u4e00\u4e2a\u540e\u7ee7\u88ab\u53d1\u5e03\u548c\u8bc4\u5206<\/p>\n<\/li>\n<li>\n<p>\u5bc6\u5c01\u6d4b\u91cf\u5728\u6bcf\u4e00\u5c42\u7ea7\u6bcf\u4e2a\u5199\u8868\u9762\u4e4b\u5916&#xff1a;<\/p>\n<\/li>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"132\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231729-6aa9d20934c41.png\" width=\"1578\" \/><\/p>\n<h3>\u4e09\u3001\u5b9e\u9a8c\u9a8c\u8bc1<\/h3>\n<h4>3.1 \u5b9e\u9a8c\u8bbe\u7f6e<\/h4>\n<p>\u4e24\u4e2a\u76ee\u6807\u7ebf&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u81ea\u6258\u7ba1\u5f00\u653e\u6743\u91cd&#xff1a;Qwen3.5-35B-A3B&#xff08;35B\u603b\u53c2\u6570&#xff0c;3B\u6d3b\u8dc3\u53c2\u6570&#xff09;&#xff0c;\u6240\u6709\u6743\u91cd\u53ef\u5199&#xff0c;\u4e09\u4e2a\u7b97\u5b50\u90fd\u53ef\u4f5c\u7528<\/p>\n<\/li>\n<li>\n<p>\u524d\u6cbf\u6a21\u578b&#xff1a;\u901a\u8fc7\u63d0\u4f9b\u8005\u63a5\u53e3\u89e6\u53ca&#xff0c;\u6743\u91cd\u4e0d\u53ef\u5199&#xff0c;\u53ea\u80fd\u8d70Data-RSI&#043;Harness-RSI\u8def\u7ebf<\/p>\n<\/li>\n<\/ul>\n<p>\u95ed\u73af\u81ea\u6211\u6f14\u5316&#xff1a;\u6bcf\u4e2a\u6a21\u578b\u9a71\u52a8\u89d2\u8272\u90fd\u7531\u76ee\u6807\u6a21\u578b\u81ea\u5df1\u626e\u6f14&#xff0c;\u65e0\u5916\u90e8\u6559\u5e08\u3002<\/p>\n<p>\u57fa\u51c6&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u53ef\u6267\u884c&#xff1a;Terminal-Bench 2.1&#xff08;89\u4efb\u52a1&#xff09;\u3001SWE-bench Pro&#xff08;731\u4efb\u52a1&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u95ed\u5f0f&#xff1a;GPQA-D-hard100&#xff08;100\u4e2a\u51bb\u7ed3\u96be\u9898&#xff09;\u3001AIME&#xff08;2025&#043;2026&#xff0c;60\u9898&#xff09;<\/p>\n<\/li>\n<\/ul>\n<h4>3.2 \u4e3b\u8981\u7ed3\u679c<\/h4>\n<table>\n<tr>\u65b9\u6cd5Terminal-Bench 2.1SWE-bench ProGPQA-D-hard100AIME\u5e73\u5747\u0394<\/tr>\n<tbody>\n<tr>\n<td>\u51bb\u7ed3\u53c2\u8003<\/td>\n<td>23.6<\/td>\n<td>10.3<\/td>\n<td>71.2<\/td>\n<td>55.0<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td>Data-RSI<\/td>\n<td>27.4 (&#043;3.8)<\/td>\n<td>12.4 (&#043;2.1)<\/td>\n<td>73.8 (&#043;2.6)<\/td>\n<td>57.7 (&#043;2.7)<\/td>\n<td>&#043;2.8<\/td>\n<\/tr>\n<tr>\n<td>Harness-RSI<\/td>\n<td>29.4 (&#043;5.8)<\/td>\n<td>14.9 (&#043;4.6)<\/td>\n<td>78.8 (&#043;7.6)<\/td>\n<td>63.3 (&#043;8.3)<\/td>\n<td>&#043;6.6<\/td>\n<\/tr>\n<tr>\n<td>Model-RSI<\/td>\n<td>27.0 (&#043;3.4)<\/td>\n<td>14.0 (&#043;3.7)<\/td>\n<td>75.4 (&#043;4.2)<\/td>\n<td>59.3 (&#043;4.3)<\/td>\n<td>&#043;3.9<\/td>\n<\/tr>\n<tr>\n<td>\u4eba\u7c7b\u56fa\u5b9aD\u2192M\u2192H<\/td>\n<td>30.3 (&#043;6.7)<\/td>\n<td>15.3 (&#043;5.0)<\/td>\n<td>79.4 (&#043;8.2)<\/td>\n<td>64.3 (&#043;9.3)<\/td>\n<td>&#043;7.3<\/td>\n<\/tr>\n<tr>\n<td>\u9759\u6001\u8def\u7531\u5668<\/td>\n<td>30.8 (&#043;7.2)<\/td>\n<td>14.9 (&#043;4.6)<\/td>\n<td>79.6 (&#043;8.4)<\/td>\n<td>64.0 (&#043;9.0)<\/td>\n<td>&#043;7.3<\/td>\n<\/tr>\n<tr>\n<td>MetaRSI-v1<\/td>\n<td>31.9 (&#043;8.3)<\/td>\n<td>19.5 (&#043;9.2)<\/td>\n<td>83.8 (&#043;12.6)<\/td>\n<td>68.3 (&#043;13.3)<\/td>\n<td>&#043;10.9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6838\u5fc3\u53d1\u73b0&#xff1a;<\/p>\n<li>\n<p>MetaRSI-v1\u5728\u6240\u6709\u56db\u4e2a\u57fa\u51c6\u4e0a\u6700\u4f73&#xff0c;\u5e73\u5747\u63d0\u9ad810.9\u5206<\/p>\n<\/li>\n<li>\n<p>\u6536\u76ca\u4e0d\u7531\u5355\u4e00\u7b97\u5b50\u627f\u8f7d&#xff0c;\u8c03\u5ea6\u7ec4\u5408\u5728\u6700\u5f3a\u5355\u4e00\u7b97\u5b50&#xff08;Harness-RSI&#xff09;\u4e4b\u4e0a\u518d\u589e\u52a04.3\u5206<\/p>\n<\/li>\n<li>\n<p>\u5b8c\u6574\u7cfb\u7edf\u51fb\u8d25\u4e24\u4e2a\u7ec4\u5408\u57fa\u7ebf3.6\u5206&#xff0c;\u5c3d\u7ba1\u4e09\u8005\u7ec4\u5408\u76f8\u540c\u7b97\u5b50\u3001\u76f8\u540c\u8bc1\u636e&#xff0c;\u4ec5\u987a\u5e8f\u51b3\u7b56\u8005\u4e0d\u540c<\/p>\n<\/li>\n<li>\n<p>\u8c03\u5ea6\u7ec4\u5408\u4e0d\u662f\u7c3f\u8bb0&#xff1a;\u8c03\u5ea6\u7b56\u7565\u672c\u8eab\u662f\u627f\u91cd\u7ec4\u4ef6<\/p>\n<\/li>\n<h4>3.3 \u524d\u6cbf\u6a21\u578b\u81ea\u6211\u6539\u8fdb<\/h4>\n<p>\u516d\u4e2a\u524d\u6cbf\u6a21\u578b\u5728Terminal-Bench 2.1\u4e0a\u901a\u8fc7\u811a\u624b\u67b6\u8def\u7ebf\u81ea\u6211\u6539\u8fdb&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578b\u57fa\u7ebf\u6539\u8fdb\u540e\u589e\u76ca<\/tr>\n<tbody>\n<tr>\n<td>Gemini 3.1 Pro<\/td>\n<td>66.3<\/td>\n<td>75.5<\/td>\n<td>&#043;9.2<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek V4 Pro<\/td>\n<td>83.6<\/td>\n<td>91.2<\/td>\n<td>&#043;7.6<\/td>\n<\/tr>\n<tr>\n<td>Claude Opus 5<\/td>\n<td>84.5<\/td>\n<td>92.1<\/td>\n<td>&#043;7.6<\/td>\n<\/tr>\n<tr>\n<td>Kimi K3<\/td>\n<td>84.0<\/td>\n<td>91.2<\/td>\n<td>&#043;7.2<\/td>\n<\/tr>\n<tr>\n<td>GPT-5.6 Sol<\/td>\n<td>83.4<\/td>\n<td>90.1<\/td>\n<td>&#043;6.7<\/td>\n<\/tr>\n<tr>\n<td>GLM-5.2<\/td>\n<td>78.4<\/td>\n<td>84.0<\/td>\n<td>&#043;5.6<\/td>\n<\/tr>\n<tr>\n<td>\u5747\u503c<\/td>\n<td>&#8211;<\/td>\n<td>&#8211;<\/td>\n<td>&#043;7.3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5173\u952e\u7ed3\u8bba&#xff1a;\u811a\u624b\u67b6\u8def\u7ebf\u4e0d\u662f\u5728\u4fee\u590d\u5c0f\u6a21\u578b\u7279\u6709\u7684\u7f3a\u9677\u2014\u2014\u524d\u6cbf\u6a21\u578b\u4e5f\u7559\u4e0b\u6750\u6599\u6027\u6536\u76ca&#xff0c;\u81ea\u5bfc\u5411\u5faa\u73af\u53ef\u5728\u65e0\u6743\u91cd\u66f4\u65b0\u3001\u65e0\u5916\u90e8\u6559\u5e08\u7684\u60c5\u51b5\u4e0b\u6062\u590d\u3002<\/p>\n<h4>3.4 \u6539\u8fdb\u6539\u8fdb\u8005&#xff08;\u5143\u5c42\u6548\u679c&#xff09;<\/h4>\n<p>\u4e94\u4e2a\u8fde\u7eed\u9879\u7684\u5bf9\u6bd4&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u65e0\u5143\u66f4\u65b0\u6709\u5143\u66f4\u65b0<\/tr>\n<tbody>\n<tr>\n<td>\u7d2f\u79ef\u6536\u76ca&#xff08;\u98795&#xff09;<\/td>\n<td>&#043;20.7<\/td>\n<td>&#043;26.2<\/td>\n<\/tr>\n<tr>\n<td>\u6bcf\u9879\u6536\u76ca&#xff08;\u98792\u2192\u98795&#xff09;<\/td>\n<td>&#043;4.9\u2192&#043;0.7<\/td>\n<td>&#043;7.2\u2192&#043;1.4<\/td>\n<\/tr>\n<tr>\n<td>\u5e73\u5747\u6bcf\u9879&#xff08;\u98792-5&#xff09;<\/td>\n<td>&#043;2.5<\/td>\n<td>&#043;3.8<\/td>\n<\/tr>\n<tr>\n<td>\u5e73\u53f0\u671f<\/td>\n<td>\u98794<\/td>\n<td>\u98795<\/td>\n<\/tr>\n<tr>\n<td>\u7b97\u5b50\u7b56\u7565\u7f16\u8f91\u4fdd\u7559\u7387<\/td>\n<td>38%<\/td>\n<td>68%<\/td>\n<\/tr>\n<tr>\n<td>\u8c03\u5ea6\u5668\u9057\u61be<\/td>\n<td>16.5%<\/td>\n<td>8.2%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7ed3\u8bba&#xff1a;\u5143\u66f4\u65b0\u4e70\u5230\u66f4\u665a\u7684\u5e73\u53f0\u671f\u548c\u66f4\u9ad8\u7684\u5929\u82b1\u677f&#xff1b;\u53d1\u5e03\u7684\u540e\u7ee7\u662f\u66f4\u597d\u7684\u6539\u8fdb\u8005&#xff0c;\u800c\u4e0d\u4ec5\u662f\u66f4\u597d\u7684\u7cfb\u7edf\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u4e94\u6761\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u5b9a\u5f8b<\/h3>\n<table>\n<tr>\u5b9a\u5f8b\u6838\u5fc3\u4e3b\u5f20\u673a\u5236\u53cd\u9a73\u6761\u4ef6<\/tr>\n<tbody>\n<tr>\n<td>\u5b9a\u5f8b1<\/td>\n<td>\u9a8c\u8bc1\u800c\u975e\u80fd\u529b\u8bbe\u5b9a\u524d\u6cbf<\/td>\n<td>\u5faa\u73af\u5efa\u5728\u95ed\u5408\u5ec9\u4ef7\u5904&#xff0c;\u95ed\u5408\u5728\u9a8c\u8bc1\u514d\u8d39\u5904\u5ec9\u4ef7<\/td>\n<td>\u63a7\u5236\u9a8c\u8bc1\u7ea7\u522b\u540e\u5faa\u73af\u6570\u4ecd\u8ddf\u8e2a\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u5b9a\u5f8b2<\/td>\n<td>\u81ea\u6211\u77e5\u8bc6\u4f1a\u8fc7\u671f&#xff0c;\u91cd\u65b0\u63cf\u8ff0\u662f\u901f\u7387\u9650\u5236<\/td>\n<td>\u5173\u4e8e\u5df2\u4e0d\u5b58\u5728\u72b6\u6001\u7684\u8bc1\u636e\u4e0d\u652f\u6301\u4efb\u4f55\u63a8\u65ad<\/td>\n<td>\u5faa\u73af\u5728\u65e7\u63cf\u8ff0\u4e0a\u6301\u7eed\u83b7\u5f97\u6536\u76ca<\/td>\n<\/tr>\n<tr>\n<td>\u5b9a\u5f8b3<\/td>\n<td>\u80dc\u4efb\u529b\u65e0\u57fa\u5e95&#xff0c;\u5176\u6210\u672c\u4e0d\u662f<\/td>\n<td>\u53ea\u6709\u53cc\u57fa\u5e95\u5faa\u73af\u624d\u80fd\u9000\u5f79\u53e6\u4e00\u4e2a\u5df2\u5438\u6536\u7684\u4e1c\u897f<\/td>\n<td>\u5355\u57fa\u5e95\u5faa\u73af\u6539\u8fdb\u800c\u6bcf\u63a8\u7406\u6210\u672c\u4e0d\u589e\u957f<\/td>\n<\/tr>\n<tr>\n<td>\u5b9a\u5f8b4<\/td>\n<td>\u4fe1\u4efb\u7531\u4e0d\u80fd\u5199\u4ec0\u4e48\u6765\u8861\u91cf<\/td>\n<td>\u88ab\u5141\u8bb8\u79fb\u52a8\u76ee\u6807\u7684\u4f18\u5316\u5668\u4f1a\u79fb\u52a8\u5b83<\/td>\n<td>\u53ef\u5199\u951a\u70b9\u4ea7\u751f\u7ecf\u5f97\u8d77\u4e0d\u53ef\u5199\u951a\u70b9\u7684\u6536\u76ca<\/td>\n<\/tr>\n<tr>\n<td>\u5b9a\u5f8b5<\/td>\n<td>\u6ca1\u6709\u5faa\u73af\u521b\u9020\u80fd\u529b&#xff0c;\u6bcf\u4e2a\u6536\u76ca\u90fd\u662f\u5bfc\u5165\u7684<\/td>\n<td>\u4ece\u672a\u5c55\u793a\u80fd\u529b\u7684\u8bb0\u5f55\u4e0e\u6b63\u786e\u8bb0\u5f55\u6a21\u5f0f\u4e0a\u65e0\u6cd5\u533a\u5206<\/td>\n<td>\u8fb9\u754c\u4e4b\u5916\u7684\u5408\u6210\u53ef\u6d4b\u91cf\u5730\u6709\u5e2e\u52a9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e94\u6761\u5b9a\u5f8b\u7684\u8054\u5408\u610f\u4e49&#xff1a;<\/p>\n<p>\u8fdb\u6b65\u7684\u5355\u4f4d\u662f\u5faa\u73af&#xff0c;\u800c\u975e\u6a21\u578b\u3002\u5bcc\u6709\u6210\u6548\u7684\u95ee\u9898\u4e0d\u662f&#034;\u5982\u4f55\u8ba9\u6a21\u578b\u66f4\u5f3a&#034;&#xff0c;\u800c\u662f&#034;\u5728\u4e00\u4e2a\u4ece\u672a\u95ed\u5408\u8fc7\u5faa\u73af\u7684\u5730\u65b9&#xff0c;\u80fd\u4ee5\u591a\u4f4e\u6210\u672c\u95ed\u5408\u4e00\u4e2a\u65b0\u5faa\u73af&#034;\u3002<\/p>\n<h3>\u4e94\u3001\u8de8\u9886\u57df\u6269\u5c55\u4e0e\u7269\u7406\u4e16\u754c<\/h3>\n<h4>5.1 \u9a8c\u8bc1\u5668\u9636\u68af<\/h4>\n<table>\n<tr>\u7ea7\u522b\u9a8c\u8bc1\u5668\u793a\u4f8b\u9886\u57dfData-RSI\u7684\u7528\u9014<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u53ef\u6267\u884c\u6d4b\u8bd5\u3001\u7cbe\u786e\u5339\u914d<\/td>\n<td>\u8f6f\u4ef6\u3001\u7ec8\u7aef\u3001\u95ed\u5f0f\u79d1\u5b66<\/td>\n<td>\u5c06\u5408\u6210\u5bfc\u5411\u8bca\u65ad<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u6570\u503c\u6536\u655b\u3001\u6a21\u62df<\/td>\n<td>\u6d41\u4f53\u4e0e\u7ed3\u6784\u8bbe\u8ba1\u3001\u7535\u8def<\/td>\n<td>\u540c\u4e0a&#xff0c;\u4ee5\u6a21\u62df\u5668\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u62a5\u544a\u7ed3\u679c\u590d\u73b0<\/td>\n<td>ML\u590d\u73b0\u3001\u8ba1\u7b97\u751f\u7269\u5b66<\/td>\n<td>\u5206\u79bb\u65b9\u6cd5\u7f3a\u53e3\u4e0e\u6570\u636e\u7f3a\u53e3<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u5e26\u4eea\u5668\u7684\u534f\u8bae\u6267\u884c<\/td>\n<td>\u6e7f\u5b9e\u9a8c\u5ba4\u5316\u5b66\u3001\u6750\u6599\u5408\u6210<\/td>\n<td>\u51b3\u5b9a\u8fd0\u884c\u54ea\u4e9b\u5b9e\u9a8c<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u4e13\u5bb6\u8bc4\u5206&#xff0c;\u65e0\u771f\u5b9e\u6807\u51c6<\/td>\n<td>\u6cd5\u5f8b\u3001\u653f\u7b56\u3001\u5386\u53f2\u7f16\u7e82<\/td>\n<td>\u9650\u5b9a\u4e13\u5bb6\u65f6\u95f4\u8bf7\u6c42<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>5.2 \u79d1\u5b66\u751f\u4ea7\u7ebf\u7684\u5206\u89e3<\/h4>\n<p>\u4efb\u4f55\u79d1\u5b66\u6216\u5de5\u7a0b\u8ba1\u5212\u672c\u8eab\u5c31\u662f\u4e00\u6761\u751f\u4ea7\u7ebf&#xff0c;\u5176\u9636\u6bb5\u53ef\u4ee5\u63d2\u5165\u4e00\u9636\u7b97\u5b50&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6750\u6599\u8ba1\u5212&#xff1a;\u5019\u9009\u751f\u6210\u2192\u6027\u8d28\u9884\u6d4b\u2192\u5408\u6210\u8def\u7ebf\u89c4\u5212\u2192\u8868\u5f81\u2192\u89e3\u91ca<\/p>\n<\/li>\n<li>\n<p>\u8ba1\u7b97\u751f\u7269\u5b66&#xff1a;\u5047\u8bbe\u6784\u5efa\u2192\u6d4b\u5b9a\u8bbe\u8ba1\u2192\u6d41\u6c34\u7ebf\u6784\u5efa\u2192\u7edf\u8ba1\u5206\u6790\u2192\u5199\u4f5c<\/p>\n<\/li>\n<li>\n<p>\u786c\u4ef6\u8ba1\u5212&#xff1a;\u89c4\u683c\u2192\u67b6\u6784\u63a2\u7d22\u2192\u5b9e\u73b0\u2192\u9a8c\u8bc1\u2192\u7269\u7406\u6536\u655b<\/p>\n<\/li>\n<\/ul>\n<p>\u5173\u952e\u6d1e\u5bdf&#xff1a;\u9886\u57df\u4e0d\u5fc5\u4e00\u6b21\u95ed\u5408\u6574\u4e2a\u5faa\u73af\u3002\u5728\u5355\u4e2a\u9636\u6bb5\u5b9e\u4f8b\u5316\u6846\u67b6\u4ea7\u751f\u4e00\u9636\u5faa\u73af&#xff0c;\u5df2\u4ea7\u751f\u6709\u7528\u7ed3\u679c\u548c\u76f8\u90bb\u9636\u6bb5\u53ef\u7528\u7684\u7c7b\u578b\u5316\u5de5\u4ef6\u3002<\/p>\n<h4>5.3 \u7269\u7406\u4e16\u754c\u7684\u6311\u6218<\/h4>\n<p>\u5ef6\u7eed&#xff1a;\u5b66\u4e60\u4fe1\u53f7\u3001\u9884\u7b97\u8d26\u672c\u3001\u53d7\u4fdd\u62a4\u5206\u79bb\u5bf9\u9a8c\u8bc1\u5668\u7c7b\u578b\u65e0\u5dee\u522b\u3002<\/p>\n<p>\u5931\u8d25\u6a21\u5f0f&#xff1a;<\/p>\n<li>\n<p>\u53ef\u9006\u6027&#xff1a;\u7269\u7406\u52a8\u4f5c\u6ca1\u6709\u6c99\u7bb1&#xff0c;\u4e0d\u53ef\u56de\u6eda<\/p>\n<\/li>\n<li>\n<p>\u5faa\u73af\u5ef6\u8fdf&#xff1a;\u6602\u8d35\u7b97\u5b50\u9700\u8981\u6570\u5929\u5e76\u6d88\u8017\u6750\u6599&#xff0c;\u8c03\u5ea6\u5668\u5de5\u4f5c\u4ece\u6392\u5e8f\u53d8\u4e3a\u51b3\u5b9a\u662f\u5426\u884c\u52a8<\/p>\n<\/li>\n<p>\u6240\u9700\u6dfb\u52a0&#xff1a;<\/p>\n<li>\n<p>\u5206\u7ea7\u4fdd\u771f\u5ea6&#xff1a;\u6a21\u62df\u2192\u53f0\u67b6\u4ee3\u7406\u2192\u4eea\u5668<\/p>\n<\/li>\n<li>\n<p>\u4e0d\u53ef\u9006\u6027\u611f\u77e5\u52a8\u4f5c\u7a7a\u95f4<\/p>\n<\/li>\n<li>\n<p>\u4eba\u7c7b\u6388\u6743\u4f5c\u4e3a\u53d7\u4fdd\u62a4\u8868\u9762<\/p>\n<\/li>\n<h3>\u516d\u3001\u6838\u5fc3\u521b\u65b0\u70b9\u603b\u7ed3<\/h3>\n<h4>6.1 \u7406\u8bba\u521b\u65b0<\/h4>\n<li>\n<p>\u4ece\u5355\u4e00\u8868\u9762\u5230\u751f\u4ea7\u6d41\u6c34\u7ebf&#xff1a;\u5c06\u81ea\u6211\u6539\u8fdb\u4ece\u5355\u4e00\u53ef\u7f16\u8f91\u8868\u9762\u91cd\u65b0\u5b9a\u4e49\u4e3a\u8d2f\u7a7f\u6570\u636e\u3001\u811a\u624b\u67b6\u3001\u6a21\u578b\u4e09\u4e2a\u8868\u9762\u7684\u7ec4\u5408<\/p>\n<\/li>\n<li>\n<p>\u7c7b\u578b\u5316\u7b97\u5b50\u4ee3\u6570&#xff1a;\u4e09\u4e2a\u7b97\u5b50\u5199\u8868\u9762\u4e0d\u76f8\u4ea4&#xff0c;\u4fe1\u53f7\u65b0\u9c9c\u5ea6\u6761\u4ef6\u7cbe\u786e\u5141\u8bb8\u4e94\u79cd\u53ef\u91c7\u7eb3\u8f6c\u79fb<\/p>\n<\/li>\n<li>\n<p>\u53cc\u8f74\u8c03\u5ea6&#xff1a;\u6c34\u5e73\u7f16\u6392&#xff08;\u7b97\u5b50\u987a\u5e8f&#xff09;&#043; \u5782\u76f4\u4f18\u5316&#xff08;\u7b97\u5b50\u7b56\u7565&#xff09;&#xff0c;\u8054\u5408\u4f18\u5316<\/p>\n<\/li>\n<li>\n<p>\u5143\u5c42\u9012\u5f52&#xff1a;RSI\u00b2\u6539\u8fdb\u7b97\u5b50&#xff0c;MetaRSI\u00b2\u6539\u8fdb\u8c03\u5ea6\u5668&#xff0c;\u4e09\u4e2a\u5d4c\u5957\u5c42\u7ea7<\/p>\n<\/li>\n<li>\n<p>\u4e94\u6761\u53ef\u8bc1\u4f2a\u5b9a\u5f8b&#xff1a;\u5173\u4e8e\u5faa\u73af\u5b58\u5728\u3001\u7b97\u5b50\u7ec4\u5408\u3001\u76d1\u7763\u4ef7\u503c\u7684\u53ef\u53cd\u9a73\u4e3b\u5f20<\/p>\n<\/li>\n<h4>6.2 \u5de5\u7a0b\u521b\u65b0<\/h4>\n<li>\n<p>\u5faa\u73af\u5185\u6838&#xff1a;\u4e00\u4e2a\u7edf\u4e00\u6267\u884c\u8303\u5f0f&#xff0c;\u6a21\u578b\u63d0\u8bae&#043;\u786e\u5b9a\u6027\u4ee3\u7801\u88c1\u51b3<\/p>\n<\/li>\n<li>\n<p>\u7c7b\u578b\u5316\u9002\u914d\u5668&#xff1a;\u4e94\u79cdTransition Agent-v1\u5b9e\u73b0\u53ef\u91c7\u7eb3\u8fb9\u7684\u5de5\u4ef6\u8f6c\u6362<\/p>\n<\/li>\n<li>\n<p>\u53d7\u4fdd\u62a4\u5206\u79bb&#xff1a;\u5bc6\u5c01\u8bc4\u4f30\u5668\u5728\u6bcf\u4e00\u5c42\u7ea7\u6bcf\u4e2a\u5199\u8868\u9762\u4e4b\u5916<\/p>\n<\/li>\n<li>\n<p>\u5f00\u6e90\u7ec4\u4ef6RSI-Harness&#xff1a;\u811a\u624b\u67b6\u7b97\u5b50\u7684\u8fd0\u884c\u65f6\u548c\u57fa\u56e0\u7ec4\u683c\u5f0f<\/p>\n<\/li>\n<h4>6.3 \u5b9e\u8bc1\u521b\u65b0<\/h4>\n<li>\n<p>\u65e0\u5916\u90e8\u6559\u5e08\u7684\u95ed\u73af\u81ea\u6211\u6539\u8fdb&#xff1a;3B\u6d3b\u8dc3\u6a21\u578b\u9a71\u52a8\u4e24\u4f4d\u6570\u5e73\u5747\u81ea\u6211\u6539\u8fdb<\/p>\n<\/li>\n<li>\n<p>\u524d\u6cbf\u6a21\u578b\u811a\u624b\u67b6\u8def\u7ebf&#xff1a;\u516d\u4e2a\u524d\u6cbf\u6a21\u578b\u5e73\u5747&#043;7.3\u5206&#xff0c;\u8bc1\u660e\u4e0d\u662f\u5c0f\u6a21\u578b\u6280\u672f<\/p>\n<\/li>\n<li>\n<p>\u5143\u5c42\u590d\u5408\u6548\u5e94&#xff1a;\u4e94\u9879\u8fd0\u884c\u663e\u793a\u5143\u8def\u5f84\u8fbe\u5230&#043;26.2 vs &#043;20.7&#xff0c;\u5e73\u53f0\u671f\u5ef6\u540e<\/p>\n<\/li>\n<li>\n<p>\u7ec4\u5408vs\u5355\u7b97\u5b50&#xff1a;\u8c03\u5ea6\u7ec4\u5408\u5728\u6700\u5f3a\u5355\u4e00\u7b97\u5b50\u4e4b\u4e0a\u518d\u589e\u52a04.3\u5206<\/p>\n<\/li>\n<h3>\u4e03\u3001\u6838\u5fc3\u7ed3\u8bba\u4e0e\u7acb\u573a<\/h3>\n<h4>7.1 \u4e3b\u8981\u7ed3\u8bba<\/h4>\n<li>\n<p>\u683c\u5f0f\u7ea6\u675f\u800c\u975e\u5b66\u79d1\u7ea6\u675f&#xff1a;RSI\u7684\u7ea6\u675f\u74f6\u9888\u662f\u9a8c\u8bc1\u683c\u5f0f&#xff0c;69%\u7684\u7cfb\u7edf\u9488\u5bf9\u673a\u5668\u53ef\u68c0\u67e5\u76ee\u6807\u95ed\u5408\u5faa\u73af<\/p>\n<\/li>\n<li>\n<p>\u7ec4\u5408\u4f18\u4e8e\u5355\u7b97\u5b50&#xff1a;\u4e09\u4e2a\u7b97\u5b50\u643a\u5e26\u4e92\u8865\u4fe1\u53f7&#xff0c;\u8c03\u5ea6\u7ec4\u5408\u5728\u6700\u5f3a\u5355\u4e00\u7b97\u5b50\u4e4b\u4e0a\u518d\u589e\u52a04.3\u5206<\/p>\n<\/li>\n<li>\n<p>\u8c03\u5ea6\u7b56\u7565\u662f\u627f\u91cd\u7ec4\u4ef6&#xff1a;\u5b8c\u6574\u7cfb\u7edf\u51fb\u8d25\u4e24\u4e2a\u7ec4\u5408\u57fa\u7ebf3.6\u5206&#xff0c;\u4ec5\u987a\u5e8f\u51b3\u7b56\u8005\u4e0d\u540c<\/p>\n<\/li>\n<li>\n<p>\u5143\u5c42\u4e70\u5230\u66f4\u597d\u7684\u6539\u8fdb\u8005&#xff1a;\u5143\u66f4\u65b0\u4f7f\u6539\u8fdb\u8005\u6bcf\u9879\u589e\u52a07.2 vs 4.9\u5206&#xff0c;\u5e73\u53f0\u671f\u5ef6\u540e<\/p>\n<\/li>\n<li>\n<p>\u811a\u624b\u67b6\u8def\u7ebf\u9002\u7528\u4e8e\u524d\u6cbf\u6a21\u578b&#xff1a;\u516d\u4e2a\u524d\u6cbf\u6a21\u578b\u5e73\u5747&#043;7.3\u5206&#xff0c;\u4e0d\u662f\u5c0f\u6a21\u578b\u6280\u672f<\/p>\n<\/li>\n<h4>7.2 \u6838\u5fc3\u7acb\u573a<\/h4>\n<p>\u8fdb\u6b65\u7684\u5355\u4f4d\u662f\u5faa\u73af&#xff0c;\u800c\u975e\u6a21\u578b\u3002<\/p>\n<p>\u5bf9\u4e8e\u4e0b\u4e00\u9636\u6bb5\u8fdb\u6b65&#xff0c;\u7ea6\u675f\u74f6\u9888\u4e0d\u662f\u6a21\u578b\u591a\u6709\u80fd\u529b&#xff0c;\u800c\u662f\u5b58\u5728\u591a\u5c11\u5faa\u73af\u4ee5\u53ca\u5b83\u4eec\u80fd\u5728\u54ea\u91cc\u95ed\u5408\u3002\u5bcc\u6709\u6210\u6548\u7684\u95ee\u9898\u4e0d\u662f&#034;\u8fd9\u4e2a\u6a21\u578b\u80fd\u597d\u591a\u5c11&#034;&#xff0c;\u800c\u662f&#034;\u5728\u4e00\u4e2a\u4ece\u672a\u95ed\u5408\u8fc7\u5faa\u73af\u7684\u5730\u65b9&#xff0c;\u80fd\u4ee5\u591a\u4f4e\u6210\u672c\u95ed\u5408\u4e00\u4e2a\u65b0\u5faa\u73af&#034;\u3002<\/p>\n<h4>7.3 \u5b9e\u8df5\u610f\u4e49<\/h4>\n<ul>\n<li>\n<p>\u5bf9\u65b0\u9886\u57df&#xff1a;\u5b9e\u4f8b\u5316\u6846\u67b6\u53ea\u9700\u4e09\u4e2a\u8f93\u5165\u2014\u2014\u4e00\u4e2a\u4efb\u52a1\u65cf\u3001\u4e00\u4e2a\u4efb\u4f55\u4fdd\u771f\u5ea6\u7684\u9a8c\u8bc1\u5668\u3001\u4e00\u4e2a\u79cd\u5b50\u811a\u624b\u67b6<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u90e8\u7f72\u8005&#xff1a;\u811a\u624b\u67b6\u8def\u7ebf\u9002\u7528\u4e8e\u6743\u91cd\u4e0d\u53ef\u89e6\u53ca\u7684\u573a\u666f&#xff1b;\u6a21\u578b\u8def\u7ebf\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u957f\u671f\u670d\u52a1<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u7814\u7a76\u8005&#xff1a;\u4e94\u6761\u5b9a\u5f8b\u63d0\u4f9b\u53ef\u8bc1\u4f2a\u7684\u5047\u8bbe&#xff1b;\u9a8c\u8bc1\u5668\u6784\u5efa\u6bd4\u6a21\u578b\u6269\u5c55\u66f4\u53ef\u80fd\u62d3\u5bbd\u81ea\u6211\u6539\u8fdb\u524d\u6cbf<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u793e\u533a&#xff1a;RSI-Harness\u5f00\u6e90&#xff0c;\u9f13\u52b1\u8d21\u732e\u57fa\u56e0\u7ec4&#xff0c;\u6784\u5efa\u72ed\u7a84\u3001\u7ecf\u8fc7\u826f\u597d\u6d4b\u8bd5\u7684\u811a\u624b\u67b6\u516c\u5171\u5e93<\/p>\n<\/li>\n<\/ul>\n<h3>\u516b\u3001\u5c40\u9650\u4e0e\u672a\u6765\u65b9\u5411<\/h3>\n<h4>8.1 \u5f53\u524d\u5c40\u9650<\/h4>\n<li>\n<p>\u5b9e\u9a8c\u4ec5\u5728\u53ef\u6267\u884c\u7f16\u7801\u548c\u95ed\u5f0f\u79d1\u5b66\u63a8\u7406\u4e24\u79cd\u72b6\u6001\u4e0b\u5b9e\u4f8b\u5316<\/p>\n<\/li>\n<li>\n<p>\u7269\u7406\u4e16\u754c\u5faa\u73af&#xff08;\u6750\u6599\u5408\u6210\u3001\u6e7f\u5b9e\u9a8c\u5ba4\u3001\u673a\u5668\u4eba&#xff09;\u4ec5\u505a\u7406\u8bba\u5206\u6790&#xff0c;\u672a\u5b9e\u8bc1<\/p>\n<\/li>\n<li>\n<p>\u5143\u5c42\u6539\u8fdb\u8005\u7684\u957f\u671f\u590d\u5408\u6548\u5e94\u4ec5\u9a8c\u8bc1\u4e94\u9879<\/p>\n<\/li>\n<li>\n<p>\u8de8\u9886\u57df\u5de5\u4ef6\u8fc1\u79fb\u7684\u5b9e\u8bc1\u7814\u7a76\u7559\u5f85\u672a\u6765<\/p>\n<\/li>\n<h4>8.2 \u672a\u6765\u65b9\u5411<\/h4>\n<li>\n<p>\u8de8\u9886\u57df\u5b9e\u8bc1&#xff1a;\u5728\u66f4\u591a\u79d1\u5b66\u548c\u5de5\u7a0b\u9886\u57df\u5b9e\u4f8b\u5316\u6846\u67b6<\/p>\n<\/li>\n<li>\n<p>\u7269\u7406\u4e16\u754c\u5faa\u73af&#xff1a;\u5f00\u53d1\u4e0d\u53ef\u9006\u6027\u611f\u77e5\u52a8\u4f5c\u7a7a\u95f4\u3001\u5206\u7ea7\u4fdd\u771f\u5ea6\u3001\u4eba\u7c7b\u6388\u6743\u673a\u5236<\/p>\n<\/li>\n<li>\n<p>\u7b2c\u56db\u7b97\u5b50&#xff1a;\u5199\u73af\u5883\u6a21\u578b\u672c\u8eab\u7684\u7b97\u5b50&#xff0c;\u5904\u7406\u672a\u5efa\u6a21\u60c5\u5883<\/p>\n<\/li>\n<li>\n<p>\u793e\u533a\u57fa\u56e0\u7ec4\u5e93&#xff1a;\u901a\u8fc7RSI-Harness\u6784\u5efa\u5171\u4eab\u811a\u624b\u67b6\u5e93<\/p>\n<\/li>\n<li>\n<p>\u957f\u671f\u590d\u5408\u7814\u7a76&#xff1a;\u9a8c\u8bc1\u5143\u5c42\u6539\u8fdb\u8005\u7684\u591a\u5e74\u5c3a\u5ea6\u590d\u5408\u6548\u5e94<\/p>\n<\/li>\n<p>MetaRSI-v1\u662f\u4e00\u4e2a\u5c06\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u4ece\u5355\u4e00\u8868\u9762\u7f16\u8f91\u91cd\u65b0\u5b9a\u4e49\u4e3a\u6570\u636e\u3001\u811a\u624b\u67b6\u3001\u6a21\u578b\u4e09\u8868\u9762\u8c03\u5ea6\u7ec4\u5408\u7684\u6846\u67b6\u3002\u5176\u6838\u5fc3\u521b\u65b0\u5305\u62ec&#xff1a;\u4e00\u4e2a\u5faa\u73af\u5185\u6838\u3001\u4e09\u4e2a\u7c7b\u578b\u5316\u7b97\u5b50\u3001\u4e94\u79cd\u53ef\u91c7\u7eb3\u8f6c\u79fb\u3001\u53cc\u8f74\u8c03\u5ea6\u3001\u4e09\u5c42\u5d4c\u5957\u6539\u8fdb\u3002\u5b9e\u9a8c\u8bc1\u660e&#xff0c;\u5728\u65e0\u5916\u90e8\u6559\u5e08\u6761\u4ef6\u4e0b&#xff0c;3B\u6d3b\u8dc3\u6a21\u578b\u9a71\u52a8\u4e24\u4f4d\u6570\u81ea\u6211\u6539\u8fdb&#xff1b;\u516d\u4e2a\u524d\u6cbf\u6a21\u578b\u901a\u8fc7\u811a\u624b\u67b6\u8def\u7ebf\u5e73\u5747&#043;7.3\u5206&#xff1b;\u5143\u5c42\u4f7f\u6539\u8fdb\u8005\u672c\u8eab\u6301\u7eed\u6539\u8fdb\u3002\u6846\u67b6\u4ea7\u751f\u4e94\u6761\u53ef\u8bc1\u4f2a\u5b9a\u5f8b&#xff0c;\u6838\u5fc3\u7acb\u573a\u662f&#xff1a;\u8fdb\u6b65\u7684\u5355\u4f4d\u662f\u5faa\u73af&#xff0c;\u800c\u975e\u6a21\u578b\u3002\u8fd9\u91cc\u662f\u81ea\u5df1\u7684\u8bba\u6587\u9605\u8bfb\u8bb0\u5f55&#xff0c;\u611f\u5174\u8da3\u7684\u8bdd\u53ef\u4ee5\u53c2\u8003\u4e00\u4e0b&#xff0c;\u5982\u679c\u9700\u8981\u9605\u8bfb\u539f\u6587\u7684\u8bdd\u53ef\u4ee5\u770b\u8fd9\u91cc&#xff0c;\u5982\u4e0b\u6240\u793a&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1638\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231729-6aa9d20959e64.png\" width=\"2534\" \/><\/p>\n<p>\u9879\u76ee\u5730\u5740\u5728\u8fd9\u91cc&#xff0c;\u5982\u4e0b\u6240\u793a&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1644\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231731-6aa9d20b22fbd.png\" width=\"2544\" \/><\/p>\n<p>\u6a21\u578b\u53d1\u5e03\u5730\u5740\u5728\u8fd9\u91cc&#xff0c;\u5982\u4e0b\u6240\u793a&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1632\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231732-6aa9d20cb533e.png\" width=\"2942\" \/><\/p>\n<p>\u6458\u8981<\/p>\n<p>\u00a0\u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;RSI&#xff09;\u8ba9\u7cfb\u7edf\u80fd\u591f\u4ece\u81ea\u8eab\u7684\u5931\u8d25\u4e2d\u6539\u8fdb\u6a21\u578b\u6784\u5efa\u673a\u5236&#xff0c;\u4ece\u800c\u4f7f\u4e4b\u540e\u6784\u5efa\u7684\u6bcf\u4e00\u4e2a\u6a21\u578b\u90fd\u7ee7\u627f\u8fd9\u4e00\u6536\u76ca\u3002\u7136\u800c&#xff0c;RSI \u51e0\u4e4e\u4ec5\u5728\u7f16\u7801\u548c\u5f62\u5f0f\u5316\u57fa\u51c6&#xff08;\u5982\u79d1\u5b66\u95ee\u7b54\u548c\u6570\u5b66&#xff09;\u4e0a\u5f97\u5230\u9a8c\u8bc1\u3002\u8fd9\u79cd\u683c\u5f0f\u4e0a\u7684\u5c40\u9650\u4f7f RSI \u53ea\u80fd\u5728\u4e00\u4e2a\u673a\u5668\u53ef\u68c0\u67e5\u7684\u5207\u7247\u5185\u5b9e\u73b0\u6539\u8fdb&#xff0c;\u800c\u975e\u5728\u95ee\u9898\u5f00\u653e\u3001\u6b63\u786e\u6027\u7531\u8bba\u8bc1\u3001\u590d\u73b0\u6216\u6d4b\u91cf\u6765\u5224\u5b9a\u7684\u901a\u7528\u80fd\u529b\u4e0a\u5b9e\u73b0\u6539\u8fdb\u3002\u6211\u4eec\u8ba4\u4e3a&#xff0c;RSI \u4e0b\u4e00\u6b65\u5fc5\u987b\u8de8\u8d8a\u771f\u5b9e\u3001\u591a\u6837\u7684\u79d1\u5b66\u3001\u5de5\u7a0b\u548c\u5143\u79d1\u5b66\u9886\u57df&#xff0c;\u800c\u4e0d\u4ec5\u4ec5\u662f\u5728\u5f62\u5f0f\u5316\u8bc4\u4f30\u6613\u4e8e\u5904\u7406\u7684\u5730\u65b9\u8fd0\u4f5c\u3002\u4e3a\u6b64&#xff0c;\u6211\u4eec\u63d0\u51fa MetaRSI-v1&#xff0c;\u5176\u4e2d\u6539\u8fdb\u662f\u5728\u4e00\u4e2a\u7edf\u4e00\u8303\u5f0f\u4e0b\u3001\u7531\u4e09\u4e2a\u7c7b\u578b\u5316\u7b97\u5b50\u6309\u8c03\u5ea6\u7ec4\u5408\u800c\u6210\u3002Data-RSI \u653e\u5927\u5df2\u6709\u80fd\u529b\u5e76\u6807\u8bb0\u5176\u8fb9\u754c&#xff1b;Harness-RSI \u5728\u4e0d\u89e6\u78b0\u6743\u91cd\u7684\u60c5\u51b5\u4e0b\u7f16\u8f91\u4e94\u69fd\u811a\u624b\u67b6&#xff1b;Model-RSI \u901a\u8fc7\u6709\u754c\u8bad\u7ec3\u5c06\u80fd\u529b\u5185\u5316\u5230\u53c2\u6570\u4e2d\u3002\u4e09\u8005\u5171\u4eab\u540c\u4e00\u4e2a\u5faa\u73af\u5185\u6838\u548c\u5de5\u4ef6\u8bcd\u6c47\u8868&#xff0c;\u4f7f\u6570\u636e\u3001\u811a\u624b\u67b6\u548c\u6a21\u578b\u7684\u53d8\u66f4\u53ef\u7ec4\u5408\u800c\u975e\u4e92\u65a5\u3002\u4e00\u4e2a\u53cc\u8f74\u4f18\u5316\u5668\u8054\u5408\u51b3\u5b9a\u7b97\u5b50\u987a\u5e8f\u548c\u6bcf\u4e2a\u7b97\u5b50\u7684\u63d0\u8bae\u7b56\u7565&#xff0c;\u800c\u4e00\u4e2a\u5143\u7ea7\u7b56\u7565\u8de8\u9879\u4fee\u8ba2\u8c03\u5ea6\u3002\u6211\u4eec\u5728\u8be5\u9886\u57df\u7684\u6807\u51c6\u8bc4\u4f30\u4e0b\u9a8c\u8bc1 MetaRSI-v1&#xff0c;\u6db5\u76d6\u4ee3\u7801\u548c\u95ed\u5f0f\u79d1\u5b66&#xff0c;\u4e14\u65e0\u5916\u90e8\u6559\u5e08&#xff1a;\u76ee\u6807\u6a21\u578b\u5728\u5176\u81ea\u8eab\u5faa\u73af\u4e2d\u626e\u6f14\u6240\u6709\u89d2\u8272\u3002MetaRSI-v1 \u5c06\u81ea\u6211\u6539\u8fdb\u4ece\u5355\u4e00\u8868\u9762\u7684\u7f16\u8f91\u91cd\u65b0\u5b9a\u4e49\u4e3a\u8d2f\u7a7f\u6574\u4e2a\u6a21\u578b\u751f\u4ea7\u6d41\u6c34\u7ebf\u7684\u7ec4\u5408&#xff0c;\u5f00\u8f9f\u4e86\u4e24\u6761\u8def\u5f84&#xff1a;\u4e00\u6761\u6a21\u578b\u8def\u7ebf&#xff0c;\u901a\u8fc7\u8bad\u7ec3\u5185\u5316\u80fd\u529b&#xff1b;\u4e00\u6761\u811a\u624b\u67b6\u8def\u7ebf&#xff0c;\u4e0d\u89e6\u78b0\u6743\u91cd&#xff0c;\u4ece\u800c\u5c06\u81ea\u6211\u6539\u8fdb\u6269\u5c55\u5230\u4efb\u4f55\u53ef\u901a\u8fc7\u63a5\u53e3\u89e6\u53ca\u7684\u6a21\u578b&#xff0c;\u5e76\u5c06 Data-RSI \u91cd\u65b0\u5b9a\u4e49\u4e3a\u5582\u517b\u8fd9\u4e24\u8005\u7684\u5171\u4eab\u57fa\u5e95\u3002\u8be5\u6846\u67b6\u8fd8\u4ea7\u751f\u4e86\u5173\u4e8e\u5faa\u73af\u5b58\u5728\u4e8e\u4f55\u5904\u3001\u7b97\u5b50\u5982\u4f55\u7ec4\u5408\u4ee5\u53ca\u76d1\u7763\u80fd\u4e70\u5230\u4ec0\u4e48\u7684\u53ef\u8bc1\u4f2a\u5b9a\u5f8b\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"934\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231735-6aa9d20f062a0.png\" width=\"2150\" \/><\/p>\n<p>\u56fe 1&#xff1a;MetaRSI-v1 \u6982\u89c8\u3002\u00a01&#xff1a;\u5faa\u73af\u5728\u9a8c\u8bc1\u53ef\u673a\u5668\u68c0\u67e5\u5904\u95ed\u5408\u30022&#xff1a;\u4e00\u4e2a\u5185\u6838\u3001\u4e09\u4e2a\u7b97\u5b50&#xff0c;\u5404\u6709\u4e00\u4e2a\u53ef\u5199\u8868\u9762\u30023&#xff1a;\u516d\u79cd\u6392\u5e8f\u4e2d\u6709\u4e94\u79cd\u53ef\u91c7\u7eb3\u30024&#xff1a;\u4e09\u4e2a\u5d4c\u5957\u7684\u6539\u8fdb\u5c42\u7ea7\u30025&#xff1a;\u6c34\u5e73\u7ec4\u5408&#xff0c;\u5782\u76f4\u7b56\u7565\u91cd\u5199\u3002\u8272\u5e26\u4ece\u53ef\u81ea\u7531\u9a8c\u8bc1\u5ef6\u4f38\u5230\u4e0d\u53ef\u9a8c\u8bc1\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1458\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231736-6aa9d2104da03.png\" width=\"1526\" \/><\/p>\n<h3 style=\"background-color:transparent\">1. \u5f15\u8a00<\/h3>\n<p>\u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;RSI&#xff09;\u8ffd\u95ee\u7684\u662f&#xff1a;\u4e00\u4e2a\u7cfb\u7edf\u80fd\u5426\u8bfb\u53d6\u81ea\u8eab\u7684\u5931\u8d25\u5e76\u6539\u8fdb\u6a21\u578b\u6784\u5efa\u673a\u5236\u672c\u8eab&#xff0c;\u4ece\u800c\u4f7f\u4e4b\u540e\u6784\u5efa\u7684\u6bcf\u4e00\u4e2a\u6a21\u578b\u90fd\u7ee7\u627f\u8fd9\u4e00\u6536\u76ca\u3002\u8fd1\u671f\u7cfb\u7edf\u8868\u660e\u8fd9\u5df2\u4e0d\u518d\u662f\u601d\u8fa8&#xff1a;\u667a\u80fd\u4f53\u91cd\u5199\u81ea\u5df1\u7684\u811a\u624b\u67b6 [1-3] \u5e76\u751f\u6210\u81ea\u5df1\u7684\u5fae\u8c03\u6570\u636e [4, 5]\u3002\u7136\u800c&#xff0c;RSI \u8fc4\u4eca\u51e0\u4e4e\u4ec5\u5728\u7f16\u7801\u4efb\u52a1\u548c\u5f62\u5f0f\u5316\u57fa\u51c6&#xff08;\u5982\u591a\u9879\u9009\u62e9\u79d1\u5b66\u95ee\u7b54\u3001\u6570\u5b66\u9898\u96c6\u548c\u53ef\u6267\u884c\u6d4b\u8bd5\u5957\u4ef6&#xff09;\u4e0a\u5f97\u5230\u9a8c\u8bc1\u3002\u5728\u6211\u4eec\u5bf9 45 \u4e2a\u8fd1\u671f\u7cfb\u7edf\u7684\u8c03\u67e5\u4e2d&#xff0c;69% \u7684\u7cfb\u7edf\u9488\u5bf9\u673a\u5668\u53ef\u514d\u8d39\u68c0\u67e5\u7684\u76ee\u6807\u95ed\u5408\u5176\u6539\u8fdb\u5faa\u73af&#xff0c;\u800c\u62a5\u544a\u79d1\u5b66\u57fa\u51c6\u7684\u7cfb\u7edf\u4e5f\u843d\u5728\u8fd9\u4e00\u591a\u6570\u4e4b\u5185\u800c\u975e\u4e4b\u5916&#xff08;\u56fe 4&#xff09;\u3002\u8fd9\u662f\u683c\u5f0f\u7ea6\u675f\u800c\u975e\u5b66\u79d1\u7ea6\u675f\u3002\u6b64\u7c7b\u5faa\u73af\u6240\u8ba4\u8bc1\u7684\u662f\u53d7\u9650\u7684\u3001\u57fa\u51c6\u7ed1\u5b9a\u7684\u80fd\u529b&#xff0c;\u5373\u5728\u4e00\u4e2a\u9884\u5148\u6307\u5b9a\u7684\u3001\u673a\u5668\u53ef\u68c0\u67e5\u7684\u5b66\u79d1\u5207\u7247\u5185\u7684\u80dc\u4efb\u529b&#xff0c;\u800c\u975e\u8be5\u5b66\u79d1\u672c\u8eab\u7684\u901a\u7528\u80fd\u529b\u2014\u2014\u5728\u90a3\u91cc\u95ee\u9898\u5e76\u975e\u7ed9\u5b9a&#xff0c;\u6b63\u786e\u6027\u7531\u8bba\u8bc1\u3001\u590d\u73b0\u6216\u6d4b\u91cf\u6765\u5224\u5b9a\u3002\u4e13\u4e1a\u5316\u7684\u7f3a\u5931\u4e5f\u4e0d\u662f\u95ee\u9898\u6240\u5728&#xff1a;\u4e00\u4e2a\u5df2\u90e8\u7f72\u7cfb\u7edf\u7684\u884c\u4e3a\u7531\u5176\u6570\u636e\u3001\u6743\u91cd\u548c\u6267\u884c\u811a\u624b\u67b6\u5171\u540c\u51b3\u5b9a&#xff0c;\u4e09\u8005\u4e2d\u4efb\u4f55\u4e00\u4e2a\u7684\u53d8\u5316\u90fd\u4f1a\u6539\u53d8\u53e6\u5916\u4e24\u8005\u6240\u63cf\u8ff0\u7684\u5185\u5bb9&#xff08;\u56fe 3&#xff09;&#xff0c;\u56e0\u6b64\u9700\u8981\u4e00\u4e2a\u7edf\u4e00\u8303\u5f0f&#xff0c;\u540c\u65f6\u8986\u76d6\u6240\u6709\u4e09\u4e2a\u8868\u9762&#xff0c;\u5e76\u7531\u4e00\u4e2a\u5143\u7ea7\u7b56\u7565\u6cbb\u7406\u4e0b\u4e00\u6b65\u8be5\u505a\u4f55\u79cd\u53d8\u66f4\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"986\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231737-6aa9d2112834e.png\" width=\"1506\" \/><\/p>\n<p>\u6211\u4eec\u63d0\u51fa MetaRSI-v1&#xff0c;\u4e00\u4e2a\u5143\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u7cfb\u7edf&#xff0c;\u5efa\u7acb\u5728\u4e09\u4e2a\u7c7b\u578b\u5316\u7b97\u5b50\u4e4b\u4e0a&#xff0c;\u5b83\u4eec\u5171\u4eab\u4e00\u4e2a\u5faa\u73af\u5185\u6838\u5e76\u6d88\u8d39\u540c\u4e00\u4e2a\u5b66\u4e60\u4fe1\u53f7\u3002Data-RSI \u4ece\u6267\u884c\u7ecf\u9a8c\u4e2d\u5408\u6210\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u8bad\u7ec3\u8bb0\u5f55&#xff0c;\u653e\u5927\u6a21\u578b\u5df2\u7ecf\u64c5\u957f\u7684\u80fd\u529b\u5e76\u6807\u8bb0\u8be5\u80fd\u529b\u7684\u8fb9\u754c\u3002Harness-RSI \u901a\u8fc7\u4e94\u69fd\u4e0a\u7684\u7c7b\u578b\u5316\u8865\u4e01\u7f16\u8f91\u6267\u884c\u811a\u624b\u67b6&#xff1a;\u7cfb\u7edf\u63d0\u793a\u3001\u8bb0\u5fc6\u3001\u5185\u7f6e\u5de5\u5177\u3001\u6280\u80fd&#xff0c;\u4ee5\u53ca\u901a\u8fc7 MCP \u6302\u8f7d\u7684\u5de5\u5177\u548c\u8d44\u6e90&#xff0c;\u5728\u96f6\u8bad\u7ec3\u6210\u672c\u4e0b\u7acb\u5373\u751f\u6548\u3002Model-RSI \u5728\u6709\u754c\u8bad\u7ec3\u914d\u65b9\u4e0b\u4fee\u6539\u6a21\u578b\u53c2\u6570\u548c\u67b6\u6784&#xff0c;\u5c06\u80fd\u529b\u5185\u5316\u5230\u6743\u91cd\u4e2d&#xff0c;\u4f7f\u5176\u8de8\u811a\u624b\u67b6\u6301\u7eed\u5b58\u5728\u4e14\u4e0d\u589e\u52a0\u63a8\u7406\u6210\u672c\u3002\u8fd9\u4e9b\u7b97\u5b50\u7531 Transition Agent-v1 \u9002\u914d\u5668\u8fde\u63a5&#xff0c;\u540e\u8005\u5728\u5b83\u4eec\u4e4b\u95f4\u4f20\u9012\u5b66\u4e60\u4fe1\u53f7\u53ca\u5176\u8f93\u51fa\u3002\u5728\u6b64\u4e4b\u4e0a&#xff0c;RSI\u00b2 Agent-v1 \u5728\u4e24\u4e2a\u8f74\u4e0a\u4f18\u5316\u3002\u6c34\u5e73\u65b9\u5411\u4e0a&#xff0c;\u5b83\u51b3\u5b9a\u7b97\u5b50\u5e94\u7528\u7684\u987a\u5e8f&#xff0c;\u56e0\u4e3a\u987a\u5e8f\u4f1a\u6539\u53d8\u6bcf\u4e2a\u540e\u7eed\u7b97\u5b50\u8bfb\u53d6\u7684\u5185\u5bb9&#xff0c;\u4e14\u67d0\u4e9b\u987a\u5e8f\u672c\u8eab\u5c31\u4e0d\u5408\u6cd5&#xff1b;\u5782\u76f4\u65b9\u5411\u4e0a&#xff0c;\u5b83\u91cd\u5199\u6bcf\u4e2a\u7b97\u5b50\u81ea\u5df1\u7684\u63d0\u8bae\u7b56\u7565&#xff0c;\u6539\u8fdb\u8be5\u7b97\u5b50\u8bca\u65ad\u5931\u8d25\u548c\u63d0\u8bae\u53d8\u66f4\u7684\u65b9\u5f0f\u3002\u8fd9\u4e24\u4e2a\u8f74\u5728\u5355\u4e00\u53cd\u9988\u6d41\u4e0b\u8054\u5408\u4f18\u5316&#xff0c;\u56e0\u4e3a\u7ec4\u5408\u4f1a\u7ee7\u627f\u5176\u6700\u5f31\u7b97\u5b50\u7684\u8d28\u91cf&#xff0c;\u800c\u56fa\u5b9a\u7b97\u5b50\u96c6\u4f1a\u5c06\u5176\u7f3a\u9677\u5411\u4e0a\u4f20\u9012\u3002\u518d\u5f80\u4e0a&#xff0c;MetaRSI\u00b2 Agent-v1 \u5728\u6bcf\u6b21\u6539\u8fdb\u9879\u5b8c\u6210\u540e\u4fee\u8ba2\u8c03\u5ea6\u7b56\u7565\u672c\u8eab\u3002\u4e09\u4e2a\u5d4c\u5957\u5c42\u7ea7\u4fee\u6539\u4e09\u4e2a\u4e0d\u540c\u7684\u5bf9\u8c61&#xff1a;\u7b97\u5b50\u6539\u53d8\u7cfb\u7edf&#xff0c;RSI\u00b2 Agent-v1 \u6539\u53d8\u7ec4\u5408&#xff0c;MetaRSI\u00b2 Agent-v1 \u6539\u53d8\u7ec4\u5408\u7684\u89c4\u5219\u3002\u8fd9\u4e9b\u63a7\u5236\u89d2\u8272\u7531\u5b83\u4eec\u53ef\u4ee5\u8bfb\u53d6\u548c\u5199\u5165\u7684\u5185\u5bb9\u6765\u5b9a\u4e49&#xff0c;\u800c\u975e\u7531\u5360\u636e\u5b83\u4eec\u7684\u4e1c\u897f\u6765\u5b9a\u4e49\u3002\u56db\u8005\u4e2d\u7684\u4efb\u4f55\u4e00\u4e2a\u90fd\u53ef\u4ee5\u7531\u4eba\u7c7b\u4e13\u5bb6\u66ff\u4ee3\u6a21\u578b\u6765\u62c5\u4efb&#xff0c;\u9075\u5faa\u76f8\u540c\u7684\u7c7b\u578b\u5316\u5951\u7ea6\u548c\u76f8\u540c\u7684\u5ba1\u8ba1&#xff1a;\u8c03\u5ea6\u5668\u3001\u5b50\u667a\u80fd\u4f53\u3001\u5143\u667a\u80fd\u4f53\u6216\u8fc7\u6e21\u9002\u914d\u5668\u3002\u6211\u4eec\u5728\u4ee3\u7801\u6267\u884c\u548c\u95ed\u5f0f\u79d1\u5b66\u63a8\u7406\u4e0a\u9a8c\u8bc1 MetaRSI-v1&#xff0c;\u8fd9\u662f\u793e\u533a\u8bc1\u636e\u6807\u51c6\u6700\u9ad8\u7684\u5730\u65b9\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e2d&#xff0c;\u7cfb\u7edf\u4ec5\u4f7f\u7528\u81ea\u8eab\u8fdb\u884c\u6539\u8fdb&#xff1a;\u5faa\u73af\u4e2d\u6bcf\u4e2a\u6a21\u578b\u9a71\u52a8\u7684\u89d2\u8272\u90fd\u7531\u76ee\u6807\u6a21\u578b\u626e\u6f14&#xff0c;\u56e0\u6b64\u6ca1\u6709\u66f4\u5f3a\u7684\u5916\u90e8\u6a21\u578b\u63d0\u8bae\u3001\u8bc4\u5224\u6216\u8c03\u5ea6&#xff0c;\u6536\u76ca\u5f52\u56e0\u4e8e\u673a\u5236\u800c\u975e\u6559\u5e08\u3002<\/p>\n<p>\u8be5\u6846\u67b6\u5f00\u8f9f\u4e86\u4e24\u6761\u4e92\u8865\u7684\u524d\u8fdb\u8def\u7ebf&#xff0c;\u4e00\u6761\u901a\u8fc7 Harness-RSI&#xff0c;\u4e00\u6761\u901a\u8fc7 Model-RSI\u3002\u6211\u4eec\u5c06 Data-RSI \u91cd\u65b0\u5b9a\u4e49\u4e3a\u8fd9\u6837\u7684\u7b97\u5b50&#xff1a;\u5c06\u6267\u884c\u7ecf\u9a8c\u8f6c\u5316\u4e3a\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u8bb0\u5f55&#xff0c;\u5e76\u6807\u8bb0\u8be5\u7ecf\u9a8c\u6240\u652f\u6301\u5185\u5bb9\u7684\u8fb9\u754c&#xff1b;\u5176\u8f93\u51fa\u88ab Harness-RSI \u548c Model-RSI \u5171\u540c\u6d88\u8d39&#xff1b;\u5b83\u4eec\u53d8\u66f4\u7684\u7ed3\u679c\u4f5c\u4e3a\u65b0\u8bc1\u636e\u6d41\u56de Data-RSI&#xff0c;\u91cd\u65b0\u7f29\u653e\u7cfb\u7edf\u6240\u77e5\u5e76\u9a71\u52a8\u4e0b\u4e00\u8f6e\u3002\u4e09\u4e2a\u7b97\u5b50\u4e4b\u95f4\u7684\u8fd9\u79cd\u53cd\u9988\u4f7f\u7cfb\u7edf\u81ea\u6211\u5f3a\u5316&#xff0c;\u80fd\u529b\u8de8\u8f6e\u6b21\u590d\u5408\u589e\u957f\u3002\u8be5\u6846\u67b6\u662f\u4e3a\u79d1\u5b66\u548c\u5de5\u7a0b\u5b9e\u8df5\u7684\u5b9e\u9645\u53d1\u751f\u65b9\u5f0f\u800c\u8bbe\u8ba1\u7684\u3002\u5728\u4efb\u4f55\u5b66\u79d1\u4e2d&#xff0c;\u5de5\u4f5c\u5206\u89e3\u4e3a\u82e5\u5e72\u9636\u6bb5&#xff0c;\u4ece\u5047\u8bbe\u6784\u5efa\u548c\u5b9e\u9a8c\u8bbe\u8ba1\u5230\u6267\u884c\u548c\u89e3\u91ca&#xff0c;\u6bcf\u4e2a\u9636\u6bb5\u90fd\u5df2\u5177\u5907\u5faa\u73af\u6240\u671f\u671b\u7684\u5f62\u72b6&#xff1a;\u5b83\u63a5\u53d7\u7c7b\u578b\u5316\u8f93\u5165&#xff0c;\u4ea7\u751f\u53ef\u89c2\u5bdf\u7ed3\u679c&#xff0c;\u5e76\u7559\u4e0b\u4e0b\u4e00\u9636\u6bb5\u53ef\u4f7f\u7528\u7684\u8bb0\u5f55\u3002\u8fd9\u610f\u5473\u7740\u4e00\u4e2a\u9886\u57df\u4e0d\u5fc5\u4e00\u6b21\u6027\u95ed\u5408\u5176\u6574\u4e2a\u5faa\u73af\u3002\u5355\u4e2a\u9636\u6bb5\u7684\u5c40\u90e8\u5faa\u73af\u5df2\u7ecf\u4ea7\u751f\u76f8\u90bb\u9636\u6bb5\u53ef\u4ee5\u5efa\u7acb\u5176\u4e0a\u7684\u8bb0\u5f55&#xff0c;\u800c\u7ec4\u5408\u673a\u5236\u5c06\u8fd9\u4e9b\u5c40\u90e8\u5faa\u73af\u6269\u5c55\u4e3a\u6d41\u6c34\u7ebf\u7ea7\u5faa\u73af\u3002\u81f3\u5173\u91cd\u8981\u7684\u662f&#xff0c;\u5faa\u73af\u7559\u4e0b\u7684\u8bb0\u5f55\u8de8\u8f6e\u6b21\u7d2f\u79ef\u5e76\u4ee5\u6a21\u578b\u68c0\u67e5\u70b9\u65e0\u6cd5\u505a\u5230\u7684\u65b9\u5f0f\u8de8\u9886\u57df\u8fc1\u79fb\u3002\u6b63\u662f\u8fd9\u79cd\u8bb0\u5f55\u7684\u7d2f\u79ef\u548c\u8fc1\u79fb\u4f7f\u6539\u8fdb\u80fd\u591f\u8d85\u8d8a\u5176\u8d77\u59cb\u7684\u72ed\u7a84\u5207\u7247\u800c\u590d\u5408\u589e\u957f\u3002\u5728\u6b64\u57fa\u7840\u4e0a&#xff0c;\u8be5\u6846\u67b6\u9648\u8ff0\u4e86\u4e94\u6761\u7ed3\u6784\u6027\u5b9a\u5f8b&#xff0c;\u6d89\u53ca\u5faa\u73af\u5b58\u5728\u4e8e\u4f55\u5904\u3001\u7b97\u5b50\u5982\u4f55\u7ec4\u5408&#xff0c;\u4ee5\u53ca\u5916\u90e8\u76d1\u7763\u80fd\u4e70\u5230\u4ec0\u4e48&#xff0c;\u6bcf\u4e00\u6761\u90fd\u8868\u8ff0\u4e3a\u53ef\u8bc1\u4f2a\u7684\u65ad\u8a00&#xff08;\u7b2c 6.7 \u8282&#xff09;\u3002\u8fd9\u4e9b\u5b9a\u5f8b\u5171\u540c\u652f\u6301\u4e00\u4e2a\u6838\u5fc3\u7acb\u573a&#xff1a;\u8fdb\u6b65\u7684\u57fa\u672c\u5355\u4f4d\u4e0d\u662f\u6a21\u578b&#xff0c;\u800c\u662f\u5faa\u73af\u3002\u56e0\u6b64&#xff0c;\u5bcc\u6709\u6210\u6548\u7684\u95ee\u9898\u4e0d\u662f\u201c\u5982\u4f55\u8ba9\u6a21\u578b\u66f4\u5f3a\u201d&#xff0c;\u800c\u662f\u201c\u5728\u4e00\u4e2a\u4ece\u672a\u95ed\u5408\u8fc7\u5faa\u73af\u7684\u5730\u65b9&#xff0c;\u80fd\u4ee5\u591a\u4f4e\u7684\u6210\u672c\u95ed\u5408\u4e00\u4e2a\u65b0\u5faa\u73af\u201d&#xff08;\u7b2c 6.8 \u8282&#xff09;\u3002<\/p>\n<h3>2. \u76f8\u5173\u5de5\u4f5c<\/h3>\n<h4>2.1. \u57fa\u7840\u6a21\u578b<\/h4>\n<p>\u81ea\u6211\u6539\u8fdb\u5982\u4eca\u8bd5\u56fe\u6269\u5c55\u7684\u80fd\u529b\u672c\u8eab\u662f\u7531\u4e00\u7cfb\u5217\u5de5\u7a0b\u8303\u5f0f\u4ea7\u751f\u7684&#xff0c;\u800c\u8fd9\u4e00\u5e8f\u5217\u7684\u5f62\u72b6\u89e3\u91ca\u4e86\u5269\u4f59\u7a7a\u95f4\u5728\u54ea\u91cc\u3002\u89c4\u6a21\u662f\u7b2c\u4e00\u8303\u5f0f&#xff1a;Transformer [6] \u4f7f\u7b97\u529b\u6210\u4e3a\u7ea6\u675f\u74f6\u9888&#xff0c;\u7ecf\u9a8c\u7f29\u653e\u5b9a\u5f8b\u5c06\u6a21\u578b\u89c4\u6a21\u3001\u6570\u636e\u91cf\u548c\u7b97\u529b\u8f6c\u5316\u4e3a\u53ef\u9884\u6d4b\u7684\u6743\u8861 [7, 8]&#xff0c;\u4ea7\u751f\u4e86\u65e0\u9700\u4efb\u52a1\u7279\u5b9a\u8bad\u7ec3\u4fbf\u6d8c\u73b0\u51fa\u5c11\u6837\u672c\u80fd\u529b\u7684\u6a21\u578b [9]\u3002\u5bf9\u9f50\u662f\u7b2c\u4e8c\u8303\u5f0f&#xff1a;\u6307\u4ee4\u5fae\u8c03\u548c\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\u5c06\u539f\u59cb\u7684\u4e0b\u4e00\u4e2a token \u80dc\u4efb\u529b\u8f6c\u5316\u4e3a\u53ef\u9075\u5faa\u7684\u63a5\u53e3 [10, 11]&#xff0c;\u5f00\u653e\u6743\u91cd\u5bb6\u65cf\u4f7f\u8be5\u63a5\u53e3\u53ef\u5e7f\u6cdb\u590d\u73b0 [12-14]\u3002<\/p>\n<p>\u63a8\u7406\u65f6\u8ba1\u7b97\u662f\u7b2c\u4e09\u8303\u5f0f&#xff1a;\u601d\u7ef4\u94fe\u63d0\u793a\u8868\u660e\u5728\u56fa\u5b9a\u6743\u91cd\u4e0b\u989d\u5916\u7684\u4e32\u884c\u8ba1\u7b97\u80fd\u6362\u53d6\u51c6\u786e\u7387 [15]&#xff0c;\u8fd9\u4e00\u6743\u8861\u540e\u6765\u7531\u6d4b\u8bd5\u65f6\u7f29\u653e\u5206\u6790\u660e\u786e\u5316 [16]&#xff0c;\u5e76\u88ab\u7528\u53ef\u9a8c\u8bc1\u5956\u52b1\u8bad\u7ec3\u7684\u63a8\u7406\u6a21\u578b\u5185\u5316 [17, 18]\u3002\u7b2c\u56db\u8303\u5f0f&#xff0c;\u4e5f\u662f\u5f53\u524d\u7cfb\u7edf\u6240\u5904\u7684\u8303\u5f0f&#xff0c;\u5c06\u80fd\u529b\u5b8c\u5168\u79fb\u51fa\u6743\u91cd&#xff1a;\u68c0\u7d22\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u548c\u957f\u65f6\u7a0b\u667a\u80fd\u4f53\u5faa\u73af [19-21] \u73b0\u5728\u4e2d\u4ecb\u4e86\u5df2\u90e8\u7f72\u6a21\u578b\u6240\u80fd\u5b8c\u6210\u7684\u5927\u90e8\u5206\u5de5\u4f5c&#xff0c;\u800c\u5de5\u5177\u548c\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7684\u6807\u51c6\u5316\u63a5\u53e3\u5df2\u4f7f\u8fd9\u4e00\u811a\u624b\u67b6\u6210\u4e3a\u4e00\u7b49\u5de5\u7a0b\u5de5\u4ef6\u3002\u4f5c\u4e3a\u5e8f\u5217\u6765\u8bfb&#xff0c;\u8fd9\u4e9b\u8303\u5f0f\u663e\u793a\u4e86\u6709\u6548\u80fd\u529b\u4f4d\u70b9\u7684\u6301\u7eed\u8fc1\u79fb&#xff1a;\u4ece\u53c2\u6570&#xff0c;\u5230\u5bf9\u9f50\u6570\u636e&#xff0c;\u5230\u63a8\u7406\u8fc7\u7a0b&#xff0c;\u518d\u5230\u5468\u56f4\u7684\u6267\u884c\u7ed3\u6784\u3002\u56e0\u6b64&#xff0c;\u4ec5\u5c40\u9650\u4e8e\u5176\u4e2d\u4efb\u4f55\u4e00\u4e2a\u7684\u81ea\u6211\u6539\u8fdb\u6846\u67b6\u53ea\u5904\u7406\u4e86\u51b3\u5b9a\u6a21\u578b\u884c\u4e3a\u7684\u4e00\u90e8\u5206\u3002\u6b63\u662f\u8fd9\u79cd\u8fc1\u79fb\u4f7f MetaRSI-v1 \u5c06\u6570\u636e\u3001\u811a\u624b\u67b6\u548c\u6a21\u578b\u89c6\u4e3a\u4e00\u4e2a\u7cfb\u7edf\u7684\u4e09\u4e2a\u53ef\u5199\u8868\u9762&#xff0c;\u800c\u975e\u4e09\u4e2a\u72ec\u7acb\u76ee\u6807\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"760\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231737-6aa9d211a0276.png\" width=\"1476\" \/><\/p>\n<h4>2.2. \u9012\u5f52\u81ea\u6211\u6539\u8fdb<\/h4>\n<p>\u8fd9\u4e00\u601d\u60f3\u7531\u6765\u5df2\u4e45&#xff0c;\u63a8\u52a8\u4e86\u7ecf\u5178\u667a\u80fd\u7206\u70b8\u8bba\u8bc1 [22] \u5e76\u5728\u54e5\u5fb7\u5c14\u673a [23] \u4e2d\u5f62\u5f0f\u5316&#xff0c;\u4f46\u76f4\u5230\u6700\u8fd1\u624d\u53ef\u6784\u5efa\u3002\u5df2\u6784\u5efa\u7684\u5de5\u4f5c\u6309\u5176\u5c06\u7cfb\u7edf\u7684\u54ea\u4e00\u90e8\u5206\u89c6\u4e3a\u53ef\u53d8\u6765\u5206\u7c7b&#xff0c;\u800c\u8fd9\u79cd\u5206\u7c7b\u4f7f\u8be5\u9886\u57df\u7684\u96c6\u4e2d\u6027\u53d8\u5f97\u53ef\u89c1\u3002\u6700\u65e9\u7684\u5de5\u4f5c\u5904\u7406\u8f93\u51fa&#xff1a;\u81ea\u6211\u7cbe\u70bc\u548c\u8a00\u8bed\u53cd\u601d\u5728\u4e00\u4e2a\u56de\u5408\u5185\u4fee\u8ba2\u7b54\u6848 [24, 25]&#xff0c;\u68c0\u67e5\u6210\u672c\u4f4e\u4f46\u4e0d\u7559\u4e0b\u4efb\u4f55\u4e1c\u897f&#xff0c;\u4e14\u5728\u6ca1\u6709\u5916\u90e8\u4fe1\u53f7\u65f6\u51e0\u4e4e\u65e0\u6cd5\u7ea0\u6b63 [26]\u3002\u7b2c\u4e8c\u7c7b\u5904\u7406\u811a\u624b\u67b6&#xff1a;STOP \u6539\u8fdb\u6539\u8fdb\u7a0b\u5e8f\u7684\u7a0b\u5e8f [1]&#xff1b;ADAS \u548c AFlow \u5728\u67b6\u6784\u548c\u5de5\u4f5c\u6d41\u56fe\u4e0a\u641c\u7d22 [2, 27]&#xff1b;\u54e5\u5fb7\u5c14\u667a\u80fd\u4f53\u548c\u8fbe\u5c14\u6587\u54e5\u5fb7\u5c14\u673a\u5728\u7ecf\u9a8c\u9009\u62e9\u4e0b\u91cd\u5199\u81ea\u5df1\u7684\u4ee3\u7801 [3, 28]&#xff1b;Self-Harness\u3001DemoEvolve \u548c MetaSkill-Evolve \u76f4\u63a5\u9488\u5bf9\u811a\u624b\u67b6\u6f14\u5316 [29-31]\u3002<\/p>\n<p>\u7b2c\u4e09\u7c7b\u5904\u7406\u6570\u636e&#xff1a;STaR \u4ece\u6b63\u786e\u7b54\u6848\u5f15\u5bfc\u63a8\u7406 [32]&#xff0c;\u81ea\u5956\u52b1\u6a21\u578b\u4ea7\u751f\u81ea\u5df1\u7684\u504f\u597d\u4fe1\u53f7 [33]&#xff0c;\u81ea\u9002\u5e94 LM \u53d1\u51fa\u81ea\u7f16\u8f91\u5e76\u6210\u4e3a\u5fae\u8c03\u6570\u636e [4]&#xff0c;DataEnvGym\u3001SEAL \u548c RSIBench-Data \u5206\u522b\u5c06\u6570\u636e\u751f\u6210\u5668\u3001\u73af\u5883\u548c\u540e\u8bad\u7ec3\u6808\u7f6e\u4e8e\u63a7\u5236\u4e4b\u4e0b [5, 34, 35]\u3002\u7b2c\u56db\u7c7b\u5c0f\u5f97\u591a&#xff0c;\u8de8\u8d8a\u8fd9\u4e9b\u8fb9\u754c&#xff1a;SIA \u540c\u65f6\u66f4\u65b0\u811a\u624b\u67b6\u548c\u6743\u91cd&#xff0c;\u5e76\u62a5\u544a\u7ec4\u5408\u4f18\u4e8e\u4ec5\u811a\u624b\u67b6\u6539\u8fdb [36]&#xff0c;\u800c Hyperagents \u548c Escher-Loop \u540c\u65f6\u4f18\u5316\u591a\u4e2a\u7ec4\u4ef6 [37, 38]&#xff0c;AlphaEvolve \u9488\u5bf9\u56fa\u5b9a\u8bc4\u4f30\u5668\u6f14\u5316\u7a0b\u5e8f\u4ee5\u6539\u8fdb\u7b97\u6cd5\u548c\u786c\u4ef6\u8bbe\u8ba1 [39]\u3002\u7efc\u8ff0\u786e\u8ba4\u4e86\u8fd9\u79cd\u5212\u5206\u53ca\u5176\u4e0d\u5e73\u8861 [40, 41]&#xff0c;\u4e92\u8865\u5de5\u4f5c\u8c03\u67e5\u4e86\u6301\u7eed\u81ea\u6211\u4fee\u6539\u5f15\u5165\u7684\u98ce\u9669\u548c\u7ed3\u6784\u9650\u5236 [42, 43]\u3002<\/p>\n<p>\u6309\u5b66\u79d1\u8bfb&#xff0c;\u5206\u7c7b\u6cd5\u770b\u4f3c\u591a\u6837&#xff1b;\u6309\u95ed\u5408\u6bcf\u4e2a\u5faa\u73af\u7684\u4e1c\u897f\u8bfb&#xff0c;\u5b83\u574d\u7f29\u4e86\u3002\u5728\u8fd9\u4e9b\u7cfb\u7edf\u7684 69% \u4e2d&#xff0c;\u9a8c\u8bc1\u5bf9\u8c61\u662f\u952e\u6216\u6d4b\u8bd5&#xff08;\u8868 7 \u7ed9\u51fa\u4e86\u9010\u7cfb\u7edf\u5206\u914d&#xff09;&#xff0c;\u800c\u62a5\u544a\u79d1\u5b66\u57fa\u51c6\u7684\u7cfb\u7edf\u5728\u8fd9\u4e00\u591a\u6570\u4e4b\u5185\u800c\u975e\u4e4b\u5916\u3002\u5b83\u4eec\u6539\u8fdb\u7684\u662f\u771f\u5b9e\u7684\u4e1c\u897f&#xff0c;\u79f0\u4e4b\u4e3a\u7f16\u7801\u5355\u4e00\u683d\u57f9\u662f\u5bf9\u5b83\u7684\u8bef\u63cf\u8ff0&#xff1b;\u5b83\u4eec\u8ba4\u8bc1\u7684\u662f\u53d7\u9650\u7684\u3001\u57fa\u51c6\u7ed1\u5b9a\u7684\u80fd\u529b&#xff0c;\u53d7\u4f7f\u5faa\u73af\u53ef\u8d1f\u62c5\u7684\u95ed\u5f0f\u683c\u5f0f\u6240\u9650\u3002\u4e24\u4e2a\u7a7a\u767d\u6301\u7eed\u5b58\u5728\u3002\u8de8\u8d8a\u57fa\u5e95\u8fb9\u754c\u7684\u7cfb\u7edf\u786c\u7f16\u7801\u5355\u4e00\u987a\u5e8f\u800c\u975e\u4ece\u8bc1\u636e\u4e2d\u51b3\u5b9a&#xff0c;\u5c3d\u7ba1\u8de8\u57fa\u5e95\u7684\u7ec4\u5408\u6b63\u662f\u975e\u4ea4\u6362\u6027\u548c\u5197\u4f59\u6027\u51fa\u73b0\u7684\u5730\u65b9&#xff1b;\u4e14\u6539\u8fdb\u7b97\u5b50\u51e0\u4e4e\u603b\u662f\u56fa\u5b9a\u7a0b\u5e8f&#xff0c;\u56e0\u6b64\u5faa\u73af\u6539\u8fdb\u7cfb\u7edf\u4f46\u6ca1\u6709\u4efb\u4f55\u4e1c\u897f\u6539\u8fdb\u5faa\u73af\u3002MetaRSI-v1 \u540c\u65f6\u5904\u7406\u8fd9\u4e24\u8005&#xff0c;\u901a\u8fc7\u4f7f\u7b97\u5b50\u96c6\u7c7b\u578b\u5316\u4e14\u53ef\u7ec4\u5408&#xff0c;\u5e76\u5c06\u8c03\u5ea6\u7b56\u7565\u548c\u6bcf\u4e2a\u7b97\u5b50\u7684\u63d0\u8bae\u7b56\u7565\u7f6e\u4e8e\u5171\u4eab\u5143\u4f18\u5316\u5668\u4e4b\u4e0b\u3002<\/p>\n<h4>2.3. \u80fd\u529b\u8fb9\u754c<\/h4>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1286\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231738-6aa9d21206ba4.png\" width=\"1520\" \/><\/p>\n<p>\u7b2c\u4e09\u6761\u5de5\u4f5c\u7ebf\u6d4b\u91cf\u6a21\u578b\u80fd\u529b\u5b9e\u9645\u6b62\u4e8e\u4f55\u5904&#xff0c;\u6b63\u662f\u5b83\u4f7f\u4e0a\u4e00\u5c0f\u8282\u7684\u96c6\u4e2d\u6027\u6210\u4e3a\u95ee\u9898\u800c\u975e\u504f\u597d\u3002\u5e7f\u6cdb\u7684\u591a\u5b66\u79d1\u5957\u4ef6\u786e\u7acb\u4e86\u80dc\u4efb\u529b\u5728\u5b66\u79d1\u95f4\u9ad8\u5ea6\u4e0d\u5747 [45-47]&#xff0c;\u4e13\u5bb6\u7f16\u5199\u7684\u8bc4\u4f30\u9510\u5316\u4e86\u8fd9\u4e00\u56fe\u666f&#xff1a;GPQA \u9694\u79bb\u4e86\u62b5\u6297\u7f51\u7edc\u641c\u7d22\u7684\u7814\u7a76\u751f\u7ea7\u79d1\u5b66 [48]&#xff0c;FrontierMath \u9488\u5bf9\u7814\u7a76\u7ea7\u6570\u5b66 [49]&#xff0c;Humanity&#039;s Last Exam \u6a2a\u8de8\u53e4\u5178\u8bed\u8a00\u3001\u53e4\u4ee3\u5386\u53f2\u548c\u54f2\u5b66\u4ee5\u53ca\u79d1\u5b66 [50]\u3002\u56fe\u666f\u6cbf\u9a8c\u8bc1\u683c\u5f0f\u5206\u88c2\u3002\u7f16\u7801\u548c\u7ec8\u7aef\u57fa\u51c6\u63a8\u52a8\u4e86\u5341\u5e74\u7684\u811a\u624b\u67b6\u8fdb\u5c55 [51-53]&#xff0c;\u95ed\u5f0f\u79d1\u5b66\u5df2\u88ab\u538b\u7f29&#xff0c;GPQA-Diamond \u4ece\u57fa\u51c6\u53d1\u5e03\u65f6\u6700\u4f73\u6a21\u578b\u7684 38.8% \u4e0a\u5347\u5230\u4e24\u5e74\u5185\u7684\u4e5d\u5341\u51fa\u5934&#xff0c;\u9ad8\u4e8e Rein \u7b49\u4eba [48] \u62a5\u544a\u7684\u535a\u58eb\u7ea7\u4e13\u5bb6\u7684 65% \u5230 74%&#xff0c;\u800c\u5f00\u653e\u5f0f\u548c\u57fa\u4e8e\u5b9e\u8df5\u7684\u9886\u57df\u4ecd\u8fdc\u672a\u8fbe\u5230\u4e13\u5bb6\u8868\u73b0\u3002<\/p>\n<p>\u7814\u7a76\u751f\u7ea7\u591a\u9879\u9009\u62e9\u9879\u662f\u4e00\u4e2a\u95ed\u5f0f\u5de5\u5177&#xff1a;\u95ee\u9898\u7ed9\u5b9a&#xff0c;\u7b54\u6848\u96c6\u679a\u4e3e&#xff0c;\u6b63\u786e\u6027\u662f\u67e5\u627e\u3002\u4f7f\u5176\u9971\u548c\u8868\u660e\u77e5\u8bc6\u548c\u63a8\u7406\u94fe\u5728\u8be5\u6846\u67b6\u4e0b\u5b58\u5728&#xff0c;\u4f46\u5bf9\u5b66\u79d1\u5b9e\u9645\u5de5\u4f5c\u8986\u76d6\u591a\u5c11\u4ecd\u5f00\u653e\u2014\u2014\u5728\u90a3\u91cc\u95ee\u9898\u5e76\u975e\u7ed9\u5b9a&#xff0c;\u6b63\u786e\u6027\u7531\u8bba\u8bc1\u3001\u590d\u73b0\u6216\u6d4b\u91cf\u6765\u5224\u5b9a\u3002\u5728\u5f00\u653e\u5f0f\u4e00\u4fa7&#xff0c;\u540c\u6837\u7684\u6a21\u578b\u4ecd\u8fdc\u672a\u8fbe\u5230\u4e13\u5bb6\u8868\u73b0&#xff0c;\u7f3a\u9677\u96c6\u4e2d\u5728\u7f3a\u4e4f\u5ec9\u4ef7\u9a8c\u8bc1\u5668\u7684\u5730\u65b9 [50]&#xff0c;\u800c\u56f4\u7ed5\u5b9e\u8df5\u800c\u975e\u95ee\u7b54\u6784\u5efa\u7684\u57fa\u51c6\u5f3a\u5316\u4e86\u8fd9\u79cd\u4e0d\u5bf9\u79f0&#xff1a;\u590d\u73b0\u673a\u5668\u5b66\u4e60\u7814\u7a76\u3001\u91cd\u73b0\u8bba\u6587\u548c\u6267\u884c\u5b9e\u9a8c\u5ba4\u534f\u8bae\u5bf9\u9971\u548c\u591a\u9879\u9009\u62e9\u79d1\u5b66\u7684\u7cfb\u7edf\u4ecd\u7136\u56f0\u96be [54-58]\u3002\u56fe 5 \u7684\u9762\u677f (e) \u5728\u516d\u4e2a\u914d\u5bf9\u57fa\u51c6\u4e0a\u91cf\u5316\u4e86\u8fd9\u4e00\u70b9&#xff0c;\u5176\u7aef\u70b9\u548c\u6765\u6e90\u5728\u7b2c A.2 \u8282\u7ed9\u51fa&#xff0c;\u5176\u4e2d\u5b9e\u8df5\u7aef\u5728\u6bcf\u4e00\u5bf9\u4e0a\u90fd\u6bd4\u56de\u5fc6\u7aef\u4f4e 35 \u5230 83 \u5206&#xff0c;\u4f7f\u6307\u793a\u6027\u80fd\u529b\u8f74\u6210\u4e3a\u4e0a\u754c\u800c\u975e\u5ea6\u91cf\u3002\u53ea\u6709 MLE-bench \u914d\u5bf9\u662f\u5728\u5355\u4e00\u7cfb\u7edf\u5185\u6d4b\u91cf\u7684&#xff1b;\u5176\u4ed6\u4e94\u4e2a\u6bd4\u8f83\u6bcf\u4e00\u7aef\u7684\u6700\u4f73\u5df2\u53d1\u8868\u524d\u6cbf\u5206\u6570&#xff1b;\u4eba\u6587\u5b66\u79d1\u5dee\u8ddd\u6700\u5927\u90e8\u5206\u662f\u56e0\u4e3a\u5176\u5b9e\u8df5\u7aef\u8f83\u65e7&#xff0c;5.2 \u662f HLE \u8bba\u6587\u81ea\u5df1\u7684 o3-mini (high) \u4eba\u6587\u5b66\u79d1\u884c [50]&#xff0c;\u800c\u524d\u6cbf\u6a21\u578b\u73b0\u5728\u5728 HLE \u6574\u4f53\u95ed\u5377\u4e0a\u8fbe\u5230\u7ea6 55&#xff0c;\u5e26\u5de5\u5177\u7ea6 65\u3002\u6ca1\u6709\u4efb\u4f55\u62a5\u544a\u6574\u4f53\u6570\u5b57\u7684\u699c\u5355\u53d1\u5e03\u6309\u7c7b\u522b\u7684\u4eba\u6587\u5b66\u79d1\u6570\u5b57&#xff0c;\u56e0\u6b64\u4fdd\u7559\u8f83\u65e9\u7684\u7aef\u70b9\u5e76\u6807\u6ce8&#xff0c;\u800c\u975e\u63d2\u8865\u3002<\/p>\n<p>\u56e0\u6b64\u5fc5\u987b\u533a\u5206\u4e24\u79cd\u72b6\u6001&#xff0c;\u56fe 5 \u5c06\u5b83\u4eec\u5206\u5f00&#xff0c;\u800c\u56fe 4 \u663e\u793a\u52aa\u529b\u53bb\u4e86\u54ea\u91cc&#xff1a;\u80fd\u529b\u5927\u4f53\u5b58\u5728\u4f46\u5c1a\u672a\u56f4\u7ed5\u5176\u95ed\u5408\u5faa\u73af\u7684\u9886\u57df&#xff0c;\u4ee5\u53ca\u80fd\u529b\u7f3a\u5931\u4e14\u4efb\u4f55\u811a\u624b\u67b6\u90fd\u65e0\u6cd5\u5236\u9020\u5b83\u7684\u9886\u57df\u3002\u6211\u4eec\u5c06\u6bcf\u4e2a\u9886\u57df\u653e\u5728\u9a8c\u8bc1\u5668\u9636\u68af\u7684\u4e00\u7ea7\u4e0a&#xff08;\u8868 6&#xff1b;\u7b2c 6.4.1 \u8282\u5b9a\u4e49&#xff09;&#xff1a;\u7b2c 1 \u7ea7\u4e3a\u53ef\u6267\u884c\u6d4b\u8bd5\u548c\u7cbe\u786e\u5339\u914d&#xff0c;\u7b2c 2 \u7ea7\u4e3a\u6a21\u62df&#xff0c;\u7b2c 3 \u7ea7\u4e3a\u62a5\u544a\u7ed3\u679c\u7684\u590d\u73b0&#xff0c;\u7b2c 4 \u7ea7\u4e3a\u5e26\u4eea\u5668\u7684\u534f\u8bae\u6267\u884c&#xff0c;\u7b2c 5 \u7ea7\u4e3a\u65e0\u771f\u5b9e\u6807\u51c6\u7684\u4e13\u5bb6\u8bc4\u5206\u3002\u7ea7\u522b\u7531\u8be5\u9886\u57df\u5b9e\u8df5\u57fa\u51c6\u7684\u9a8c\u8bc1\u65b9\u6cd5\u5206\u914d&#xff0c;\u800c\u975e\u5176\u56de\u5fc6\u57fa\u51c6&#xff0c;\u56e0\u6b64\u5b83\u662f\u8be5\u57fa\u51c6\u7684\u5c5e\u6027&#xff1b;\u8868 9 \u6309\u9886\u57df\u7ed9\u51fa&#xff0c;\u7b2c A.1 \u8282\u4e3a\u6bcf\u4e2a\u5206\u914d\u63d0\u4f9b\u4f9d\u636e\u3002\u5728\u666e\u67e5\u7684 55 \u4e2a\u95ed\u5408\u5faa\u73af\u4e2d&#xff0c;53 \u4e2a\u4f4d\u4e8e\u7b2c 1 \u81f3 3 \u7ea7&#xff1b;\u4e24\u4e2a\u4f8b\u5916\u662f\u673a\u5668\u4eba\u64cd\u4f5c\u4e2d\u7684\u4e00\u4e2a\u7b2c 4 \u7ea7\u5faa\u73af\u548c\u6cd5\u5f8b\u4e2d\u4e00\u4e2a\u72ed\u7a84\u7684\u7535\u8377\u5206\u7c7b\u7b2c 5 \u7ea7\u5faa\u73af\u3002\u8be5\u666e\u67e5\u5728 2026 \u5e74 8 \u6708\u7ffb\u500d&#xff0c;\u4ece 18 \u4e2a\u9886\u57df\u7684 22 \u4e2a\u5faa\u73af\u589e\u52a0&#xff0c;\u7ffb\u500d\u4f7f\u96f6\u503c\u6709\u610f\u4e49&#xff1a;33 \u4e2a\u65b0\u5faa\u73af\u4e2d\u6ca1\u6709\u7b2c 4 \u6216 5 \u7ea7\u7684&#xff0c;\u800c\u4ece\u672a\u6709\u8fc7\u5faa\u73af\u7684\u516b\u4e2a\u9886\u57df\u4ecd\u7136\u6ca1\u6709\u3002\u6301\u7eed\u635f\u5931\u533a\u57df\u7684\u4e94\u4e2a\u9886\u57df\u2014\u2014\u7ecf\u6d4e\u5b66\u3001\u4e34\u5e8a\u51b3\u7b56\u652f\u6301\u3001\u6cd5\u5f8b\u3001\u5386\u53f2\u548c\u54f2\u5b66\u2014\u2014\u90fd\u4f4d\u4e8e\u7b2c 5 \u7ea7&#xff0c;\u80fd\u529b\u5728 67.8 \u5230 80.8 \u4e4b\u95f4&#xff0c;\u4e0e RSI \u5df2\u8d77\u4f5c\u7528\u7684\u7b2c 1 \u81f3 3 \u7ea7\u9886\u57df\u76f8\u5f53&#xff0c;\u4f46\u5b83\u4eec\u7684\u5b9e\u8df5\u4e0d\u627f\u8ba4\u81ea\u52a8\u76ee\u6807\u3002\u62a5\u544a\u80fd\u529b\u9608\u503c\u4e3a 60&#xff0c;\u6301\u7eed\u635f\u5931\u96c6\u5bf9 (59.2, 67.8] \u4e2d\u4efb\u4f55\u9608\u503c\u90fd\u662f\u540c\u6837\u4e94\u4e2a\u9886\u57df&#xff0c;\u5176\u4e0b\u754c\u662f\u6e7f\u5b9e\u9a8c\u5ba4\u534f\u8bae\u7684 59.2&#xff0c;\u4e0a\u754c\u662f\u6cd5\u5f8b\u7684 67.8\u3002\u95ed\u5408\u5faa\u73af\u4e5f\u4e0d\u8981\u6c42\u80fd\u529b\u9ad8\u4e8e\u8be5\u7ebf&#xff0c;\u56e0\u4e3a\u673a\u5668\u4eba\u64cd\u4f5c\u5728 12.8\u3001\u5355\u7ec6\u80de\u57fa\u56e0\u7ec4\u5b66\u5728 52.8 \u90fd\u5df2\u95ed\u5408\u4e00\u4e2a\u3002\u533a\u522b\u662f\u64cd\u4f5c\u6027\u7684&#xff1a;\u7b2c\u4e00\u79cd\u72b6\u6001\u53ef\u901a\u8fc7\u653e\u5927\u548c\u5916\u90e8\u7ed3\u6784\u5904\u7406&#xff0c;\u7b2c\u4e8c\u79cd\u9700\u8981\u65b0\u77e5\u8bc6\u8fdb\u5165\u7cfb\u7edf&#xff0c;\u8fd9\u6b63\u662f\u6211\u4eec\u7684 Data-RSI \u7b97\u5b50\u88ab\u6784\u5efa\u6765\u81ea\u52a8\u63d0\u53d6\u7684\u3002<\/p>\n<h3>3. \u9884\u5907\u77e5\u8bc6<\/h3>\n<p>\u672c\u8282\u56fa\u5b9a\u4efb\u4f55\u81ea\u6211\u6539\u8fdb\u7a0b\u5e8f\u6240\u64cd\u4f5c\u7684\u5bf9\u8c61\u3001\u5b83\u88ab\u5141\u8bb8\u8bfb\u53d6\u7684\u4fe1\u53f7&#xff0c;\u4ee5\u53ca\u8bc4\u5224\u5176\u8f93\u51fa\u7684\u6807\u51c6\u3002\u6b64\u5904\u5f15\u5165\u7684\u6240\u6709\u7b26\u53f7\u5728\u672c\u6587\u5176\u4f59\u90e8\u5206\u4e0d\u53d8\u5730\u590d\u7528\u3002<\/p>\n<p>\u76ee\u6807\u7cfb\u7edf\u00a0\u88ab\u6539\u8fdb\u7684\u5b9e\u4f53\u4e0d\u662f\u68c0\u67e5\u70b9&#xff0c;\u800c\u662f\u4e00\u4e2a\u4e09\u5143\u7ec4<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"840\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231738-6aa9d21296e4b.png\" width=\"1558\" \/><\/p>\n<p>\u5373\u4ece\u7cfb\u7edf\u5728\u5f53\u524d\u72b6\u6001\u4e0b\u6240\u505a\u5c1d\u8bd5\u4e2d\u62bd\u53d6\u7684\u8bc1\u636e\u96c6\u00a0E\u00a0\u7684\u786e\u5b9a\u6027\u7f16\u8bd1&#xff0c;\u5176\u4e2d\u00a0yk\u200b\u00a0\u662f\u7b2c\u00a0k\u00a0\u6b21\u5c1d\u8bd5\u7684\u7ed3\u679c\u8bb0\u5f55&#xff1a;\u5728\u6b64\u8bc4\u4f30\u7684\u4ee3\u7801\u548c\u95ee\u7b54\u8f68\u9053\u4e2d&#xff0c;\u5c31\u662f\u4e0a\u9762\u7684\u9a8c\u8bc1\u5668\u6807\u91cf\u00a0rk\u200b&#xff0c;\u4e00\u822c\u5219\u662f\u8be5\u9886\u57df\u80fd\u591f\u786e\u7acb\u7684\u5173\u4e8e\u8be5\u5c1d\u8bd5\u7684\u4efb\u4f55\u5185\u5bb9\u3002\u6211\u4eec\u901a\u8fc7\u5b83\u626e\u6f14\u7684\u89d2\u8272\u800c\u975e\u91c7\u53d6\u7684\u5f62\u5f0f\u6765\u5b9a\u4e49\u00a0\u03c3&#xff0c;\u56e0\u4e3a\u8de8\u9886\u57df\u5f62\u5f0f\u53d8\u5316\u800c\u89d2\u8272\u4e0d\u53d8\u3002\u5728\u5b9e\u73b0\u4e2d&#xff0c;\u03c3\u00a0\u662f\u643a\u5e26\u539f\u59cb\u8f68\u8ff9\u548c\u8bca\u65ad\u7684\u7f16\u8bd1\u8bc1\u636e\u5305&#xff1b;\u540e\u6587\u5bf9\u8f68\u8ff9\u6216\u7ecf\u9a8c\u7684\u5f15\u7528\u5747\u6307\u8be5\u5305\u7684\u7ec4\u4ef6\u3002<\/p>\n<p>\u53ef\u8fdb\u5165\u8bc1\u636e\u96c6\u7684\u5185\u5bb9\u00a0\u56db\u7c7b&#xff1a;\u4efb\u4f55\u4fdd\u771f\u5ea6\u7684\u9a8c\u8bc1\u5668\u7ed3\u679c\u3001\u7cfb\u7edf\u81ea\u8eab\u7684\u8f68\u8ff9&#xff08;\u8bfb\u53d6\u5176\u5c55\u73b0\u7684\u80dc\u4efb\u529b&#xff0c;\u800c\u4e0d\u4ec5\u662f\u662f\u5426\u6210\u529f&#xff09;\u3001\u9488\u5bf9\u5df2\u8bc1\u660e\u7f3a\u53e3\u800c\u5f15\u5165\u7684\u5916\u90e8\u77e5\u8bc6&#xff0c;\u4ee5\u53ca\u6846\u67b6\u81ea\u8eab\u7684\u51b3\u7b56\u8bb0\u5f55\u3002\u6765\u6e90\u53ef\u91c7\u7eb3\u7684\u6761\u4ef6\u662f&#xff1a;\u5b83\u6e90\u81ea\u5f53\u524d\u7cfb\u7edf&#xff0c;\u53ef\u88ab\u6bcf\u4e2a\u7b97\u5b50\u8bfb\u53d6&#xff0c;\u4e14\u4e0d\u643a\u5e26\u51b3\u5b9a\u53d8\u66f4\u662f\u5426\u826f\u597d\u7684\u6743\u5a01\u3002\u4f7f\u67d0\u7269\u6210\u4e3a\u5b66\u4e60\u4fe1\u53f7\u7684\u662f\u5b83\u5728\u5faa\u73af\u4e2d\u7684\u4f4d\u7f6e&#xff0c;\u800c\u975e\u5176\u6a21\u6001\u3002<\/p>\n<p>\u7f16\u8bd1\u5668\u8f93\u51fa\u4ec0\u4e48\u00a0\u03a3\u00a0\u662f\u786e\u5b9a\u4e14\u56fa\u5b9a\u7684&#xff1a;\u5b83\u805a\u5408\u3001\u5f52\u56e0\u5e76\u9644\u52a0\u6765\u6e90&#xff0c;\u8f93\u51fa\u4e00\u4e2a\u5206\u4e09\u5c42\u7684\u7c7b\u578b\u5316\u5bf9\u8c61&#xff08;\u7ed3\u679c\u5c42\u3001\u5f52\u56e0\u5c42\u548c\u6a21\u578b\u5f52\u56e0\u673a\u5236\u5c42&#xff0c;\u5176\u6a21\u5f0f\u4e3a\u516c\u5f0f (10)&#xff09;&#xff0c;\u4e14\u4e0d\u51b3\u5b9a\u8981\u6539\u53d8\u4ec0\u4e48\u3002\u56fa\u5b9a\u7c7b\u578b\u5316\u540c\u65f6\u4fdd\u6301\u6765\u6e90\u5f00\u653e&#xff0c;\u6b63\u662f\u4f7f\u5355\u4e00\u7b97\u5b50\u96c6\u80fd\u8fd0\u884c\u5728\u8bc1\u636e\u6beb\u65e0\u5176\u4ed6\u5171\u540c\u70b9\u7684\u9886\u57df\u4e0a\u7684\u539f\u56e0\u3002<\/p>\n<p>\u4fe1\u53f7\u7684\u4e24\u4e2a\u5c5e\u6027\u00a0\u5b83\u662f\u73af\u5883\u4e0e\u4efb\u4f55\u6539\u8fdb\u7a0b\u5e8f\u4e4b\u95f4\u7684\u552f\u4e00\u901a\u9053&#xff0c;\u8fd9\u4f7f\u5f02\u8d28\u7a0b\u5e8f\u53ef\u6bd4\u8f83\u3001\u4ea4\u6362\u548c\u7ec4\u5408\u3002\u4e14\u5b83\u662f\u6613\u8150\u7684&#xff1a;\u6539\u53d8\u5df2\u90e8\u7f72\u7cfb\u7edf\u884c\u4e3a\u7684\u6b65\u9aa4\u4f1a\u4f7f\u4e4b\u524d\u7f16\u8bd1\u7684\u6bcf\u4e2a\u4fe1\u53f7\u5931\u6548&#xff0c;\u56e0\u4e3a\u6b64\u7c7b\u4fe1\u53f7\u6240\u603b\u7ed3\u7684\u5c1d\u8bd5\u662f\u7531\u4e00\u4e2a\u5df2\u4e0d\u5b58\u5728\u7684\u7cfb\u7edf\u505a\u51fa\u7684\u3002<\/p>\n<p>\u6539\u8fdb\u7a0b\u5e8f\u4e0e\u9884\u7b97\u00a0\u6539\u8fdb\u7a0b\u5e8f\u662f\u4e00\u4e2a\u6620\u5c04<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1028\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231739-6aa9d2133cb7d.png\" width=\"1600\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"224\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231739-6aa9d213f1d7c.png\" width=\"1574\" \/><\/p>\n<h4>3.1. \u76ee\u6807\u5f62\u5f0f\u5316<\/h4>\n<p>\u4ee4\u00a0\u03a0\u00a0\u8868\u793a\u6539\u8fdb\u7a0b\u5e8f\u7684\u5185\u90e8\u7b56\u7565&#xff08;\u5b83\u4eec\u8bca\u65ad\u3001\u63d0\u8bae\u548c\u9009\u62e9\u7684\u65b9\u5f0f&#xff09;&#xff0c;\u03d5\u00a0\u8868\u793a\u5728\u4e00\u4e2a\u9879\u5185\u4ea7\u751f\u5e8f\u5217\u00a0z\u00a0\u7684\u7b56\u7565\u3002\u6211\u4eec\u4f18\u5316\u7684\u91cf\u662f\u4e00\u4e2a\u9879\u7684\u5b9e\u9645\u90e8\u7f72\u6539\u8fdb\u751f\u4ea7\u529b&#xff0c;\u53d7\u6210\u672c\u3001\u5bf9\u5148\u524d\u6301\u6709\u80fd\u529b\u7684\u56de\u5f52&#xff0c;\u4ee5\u53ca\u5de5\u4f5c\u4fe1\u53f7\u4e0e\u5bc6\u5c01\u6d4b\u91cf\u4e4b\u95f4\u5dee\u8ddd\u7684\u60e9\u7f5a&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"526\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231740-6aa9d2143390e.png\" width=\"1588\" \/><\/p>\n<h3>4. \u65b9\u6cd5<\/h3>\n<p>\u6982\u89c8\u3002\u00a0MetaRSI-v1 \u4ece\u5185\u5230\u5916\u6784\u5efa\u3002\u6211\u4eec\u9996\u5148\u56fa\u5b9a\u4e00\u4e2a\u7edf\u4e00\u7684\u6267\u884c\u8303\u5f0f&#xff08;\u4e00\u4e2a\u7531\u5b66\u4e60\u4fe1\u53f7\u95ed\u5408\u3001\u88ab\u4e00\u4e2a\u6743\u5a01\u8fb9\u754c\u5207\u5272\u4e00\u6b21\u7684\u5faa\u73af&#xff09;&#xff0c;\u6bcf\u4e2a\u81ea\u6211\u6539\u8fdb\u7b97\u5b50\u90fd\u5fc5\u987b\u5b9e\u4f8b\u5316\u5b83&#xff0c;\u56e0\u6b64\u7b97\u5b50\u5728\u5199\u4ec0\u4e48\u4e0a\u4e0d\u540c&#xff0c;\u4f46\u5728\u5982\u4f55\u8fd0\u884c\u3001\u9a8c\u8bc1\u6216\u5ba1\u8ba1\u4e0a\u76f8\u540c&#xff08;\u7b2c 4.1 \u8282&#xff09;\u3002\u5728\u516c\u5f0f (1) \u7684\u76ee\u6807\u7cfb\u7edf\u7684\u4e09\u4e2a\u7ec4\u4ef6\u4e0a\u5b9e\u4f8b\u5316\u8be5\u5185\u6838&#xff0c;\u4ea7\u751f\u4e09\u4e2a\u57fa\u7840\u7b97\u5b50&#xff1a;Data-RSI&#xff0c;\u4ece\u6267\u884c\u7ecf\u9a8c\u5408\u6210\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u8bb0\u5f55\u5e76\u53d1\u51fa\u53e6\u4e24\u8005\u6d88\u8d39\u7684\u8bc1\u636e&#xff1b;Harness-RSI&#xff0c;\u5728\u4e0d\u89e6\u78b0\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u7f16\u8f91\u4e94\u69fd\u6267\u884c\u811a\u624b\u67b6&#xff1b;Model-RSI&#xff0c;\u901a\u8fc7\u6709\u754c\u8bad\u7ec3\u914d\u65b9\u5c06\u80fd\u529b\u5185\u5316\u5230\u6a21\u578b\u4e2d&#xff08;\u7b2c 4.2 \u8282&#xff09;\u3002\u7531\u4e8e\u4e09\u8005\u5171\u4eab\u4e00\u4e2a\u5de5\u4ef6\u8bcd\u6c47\u8868&#xff0c;\u5b83\u4eec\u7684\u90bb\u63a5\u53d8\u5f97\u53ef\u5206\u6790\u800c\u975e\u4efb\u610f&#xff1a;\u5b66\u4e60\u4fe1\u53f7\u4e0a\u7684\u5355\u4e00\u65b0\u9c9c\u5ea6\u6761\u4ef6\u6070\u597d\u5141\u8bb8\u516d\u79cd\u6709\u5e8f\u7b97\u5b50\u5bf9\u4e2d\u7684\u4e94\u79cd&#xff0c;\u6bcf\u6761\u53ef\u91c7\u7eb3\u8fb9\u7531\u4e00\u4e2a\u7c7b\u578b\u5316 Transition Agent-v1 \u9002\u914d\u5668\u5b9e\u73b0&#xff0c;\u5c06\u751f\u4ea7\u8005\u7684\u8f93\u51fa\u8f6c\u6362\u4e3a\u6d88\u8d39\u8005\u7684\u8f93\u5165&#xff08;\u7b2c 4.3 \u8282&#xff09;\u3002\u5728\u7b97\u5b50\u5c42\u4e4b\u4e0a&#xff0c;RSI\u00b2 Agent-v1 \u6d88\u8d39\u5f53\u524d\u5e8f\u5217\u548c\u6700\u65b0\u4fe1\u53f7&#xff0c;\u5728\u6c34\u5e73\u6269\u5c55\u5e8f\u5217\u548c\u5782\u76f4\u91cd\u5199\u7b97\u5b50\u63d0\u8bae\u7b56\u7565\u4e4b\u95f4\u9009\u62e9&#xff0c;\u540e\u8005\u53d7\u53ef\u53d8\u66f4\u3001\u52a8\u4f5c\u548c\u53d7\u4fdd\u62a4\u8868\u9762\u7684\u663e\u5f0f\u5951\u7ea6\u7ea6\u675f&#xff08;\u7b2c 4.4 \u8282&#xff09;\u3002\u6700\u540e&#xff0c;\u4e00\u4e2a\u5143\u667a\u80fd\u4f53\u901a\u8fc7\u5728\u4e00\u4e2a\u6539\u8fdb\u9879\u5b8c\u6210\u540e\u4fee\u8ba2 RSI\u00b2 Agent-v1 \u81ea\u5df1\u7684\u8c03\u5ea6\u7b56\u7565\u6765\u95ed\u5408\u6700\u5916\u5c42\u5faa\u73af&#xff08;\u7b2c 4.5 \u8282&#xff09;\u3002\u56fe 6 \u7ed8\u5236\u4e86\u6574\u4e2a\u9879&#xff0c;\u5176\u4e09\u4e2a\u533a\u57df\u4ece\u5de6\u5230\u53f3\u5206\u522b\u5bf9\u5e94\u7b2c 4.1 \u8282\u3001\u7b2c 4.2-4.3 \u8282\u548c\u7b2c 4.4-4.5 \u8282\u3002<\/p>\n<h4>4.1. \u5faa\u73af\u5185\u6838&#xff1a;\u5f02\u8d28\u7b97\u5b50\u7684\u4e00\u4e2a\u8303\u5f0f<\/h4>\n<p>\u5199\u5165\u00a0S\u00a0\u4e0d\u540c\u7ec4\u4ef6\u7684\u7b97\u5b50\u5728\u5b9e\u73b0\u5c42\u9762\u51e0\u4e4e\u6ca1\u6709\u5171\u540c\u70b9&#xff1a;\u4e00\u4e2a\u5408\u6210\u8bad\u7ec3\u8bb0\u5f55&#xff0c;\u4e00\u4e2a\u91cd\u5199\u7cfb\u7edf\u63d0\u793a&#xff0c;\u4e00\u4e2a\u63d0\u4ea4\u8bad\u7ec3\u4f5c\u4e1a\u3002\u5b83\u4eec\u5171\u4eab\u7684\u662f\u5173\u4e8e\u6743\u5a01\u7684\u5951\u7ea6&#xff1b;\u5c06\u8303\u5f0f\u5b9a\u4f4d\u4e8e\u8be5\u5c42\u9762\u800c\u975e\u9636\u6bb5\u5217\u8868\u5c42\u9762&#xff0c;\u6b63\u662f\u4f7f\u5176\u53ef\u8de8\u5b9e\u73b0\u5b8c\u5168\u4e0d\u540c\u7684\u9886\u57df\u79fb\u690d\u7684\u539f\u56e0\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1360\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231740-6aa9d2149cc99.png\" width=\"1570\" \/><\/p>\n<p>\u5b9a\u4e49 4.1&#xff08;\u81ea\u6211\u6539\u8fdb\u7b97\u5b50&#xff09;\u3002\u00a0\u81ea\u6211\u6539\u8fdb\u7b97\u5b50\u662f\u6ee1\u8db3\u4e09\u4e2a\u6761\u4ef6\u7684\u4efb\u4f55\u8fc7\u7a0b&#xff1a;(i) \u5176\u552f\u4e00\u8f93\u5165\u662f\u516c\u5f0f (2) \u7684\u7f16\u8bd1\u5b66\u4e60\u4fe1\u53f7\u00a0\u03c3&#xff0c;\u4ece\u4e0d\u76f4\u63a5\u662f\u73af\u5883&#xff1b;(ii) \u5176\u4e2d\u51b3\u5b9a\u8981\u6539\u53d8\u4ec0\u4e48\u7684\u90e8\u5206\u662f\u7b56\u7565\u00a0\u03c0&#xff0c;\u4e14\u53ef\u53d8\u66f4&#xff1b;(iii) \u5176\u4e2d\u51b3\u5b9a\u53d8\u66f4\u662f\u5426\u826f\u597d\u7684\u90e8\u5206\u662f\u56fa\u5b9a\u7684\u3001\u5916\u5728\u4e8e\u7b97\u5b50\u7684&#xff0c;\u4e14\u5728\u5176\u5199\u8868\u9762\u4e4b\u5916\u3002\u5f62\u5f0f\u5316\u5730&#xff0c;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1054\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231741-6aa9d2159ddb8.png\" width=\"1588\" \/><\/p>\n<p>\u5b83\u547d\u540d\u4e86\u516c\u5f0f (3) \u7684\u4e00\u822c\u8fc7\u7a0b\u4e2d\u53ef\u6539\u8fdb\u7684\u90e8\u5206\u3002<\/p>\n<p>\u5728\u53ef\u53d8\u66f4\u5f27\u4e0a&#xff0c;Diagnose \u548c Propose \u662f\u6a21\u578b\u9a71\u52a8\u7684&#xff1a;\u8bed\u8a00\u6a21\u578b\u8bfb\u53d6\u5b66\u4e60\u4fe1\u53f7\u548c\u5f53\u524d\u7ec4\u4ef6\u72b6\u6001&#xff0c;\u5f52\u56e0\u89c2\u5bdf\u5230\u7684\u5931\u8d25&#xff0c;\u5e76\u53d1\u51fa\u5019\u9009\u4fee\u6539\u53ca\u9884\u671f\u6548\u679c\u548c\u98ce\u9669\u9648\u8ff0\u3002\u5176\u4f59\u4e94\u4e2a\u9636\u6bb5\u662f\u786e\u5b9a\u6027\u4ee3\u7801&#xff1a;Observe \u7ed1\u5b9a\u7b97\u5b50\u58f0\u660e\u5176\u6d88\u8d39\u7684\u7c7b\u578b\u5316\u8f93\u5165&#xff1b;Validate \u6839\u636e\u6a21\u5f0f\u68c0\u67e5\u63d0\u8bae\u5e76\u62d2\u7edd\u4efb\u4f55\u5728\u7b97\u5b50\u58f0\u660e\u5199\u8868\u9762\u4e4b\u5916\u7684\u7f16\u8f91&#xff1b;Execute \u5728\u9694\u79bb\u5de5\u4f5c\u533a\u5e94\u7528\u5b58\u6d3b\u7684\u63d0\u8bae&#xff1b;Select \u7528\u56fa\u5b9a\u8bc4\u4f30\u5668\u548c\u63d0\u5347\u89c4\u5219\u5bf9\u5019\u9009\u8bc4\u5206&#xff1b;Export \u53d1\u51fa\u643a\u5e26\u5185\u5bb9\u54c8\u5e0c\u3001\u5176\u7236\u672c\u3001\u652f\u6301\u8bc1\u636e\u548c\u5b9e\u9645\u6210\u672c\u7684\u7c7b\u578b\u5316\u5de5\u4ef6\u3002Select \u548c Export \u5728\u7b97\u5b50\u5199\u8868\u9762\u4e4b\u5916\u7684\u53d7\u4fdd\u62a4\u4ee3\u7801\u4e0a\u8fd0\u884c&#xff08;\u7b2c 4.7 \u8282&#xff09;\u3002\u6a21\u578b\u627f\u62c5\u51b3\u5b9a\u4ec0\u4e48\u9519\u4e86\u548c\u8981\u6539\u53d8\u4ec0\u4e48\u7684\u5168\u90e8\u8bed\u4e49\u8d1f\u62c5&#xff0c;\u800c\u786e\u5b9a\u6027\u4ee3\u7801\u6301\u6709\u51b3\u5b9a\u53d8\u66f4\u662f\u5426\u826f\u597d\u7684\u5168\u90e8\u6743\u5a01&#xff1b;\u8fd9\u79cd\u5206\u5de5\u4f7f\u7b97\u5b50\u53ef\u5b89\u5168\u7f6e\u4e8e\u81ea\u52a8\u8c03\u5ea6\u5668\u4e4b\u4e0b\u3002<\/p>\n<p>\u5185\u6838\u6070\u597d\u6d88\u8d39\u4e00\u4e2a\u73af\u5883\u8f93\u5165&#xff0c;\u5373\u516c\u5f0f (2) \u7684\u5b66\u4e60\u4fe1\u53f7\u00a0\u03c3&#xff0c;\u5176\u6765\u6e90\u4e0d\u53d7\u7ea6\u675f\u4e14\u5176\u4e09\u5c42\u7c7b\u578b\u5316\u662f\u56fa\u5b9a\u7684\u3002\u5bf9\u6bcf\u4e2a\u5931\u8d25\u8f68\u8ff9&#xff0c;\u8be5\u7c7b\u578b\u5316\u7684\u5177\u4f53\u6a21\u5f0f\u662f\u4e00\u4e2a\u5931\u8d25\u7b7e\u540d&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"928\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231742-6aa9d21666d40.png\" width=\"1598\" \/><\/p>\n<h4>4.2. \u4e09\u4e2a\u57fa\u7840\u7b97\u5b50<\/h4>\n<p>\u5728\u00a0S\u00a0\u7684\u4e09\u4e2a\u7ec4\u4ef6\u4e0a\u5b9e\u4f8b\u5316\u516c\u5f0f (8)&#xff0c;\u4ea7\u751f\u4e09\u4e2a\u5199\u8868\u9762\u6309\u6784\u9020\u4e0d\u76f8\u4ea4\u7684\u7b97\u5b50\u3002\u672c\u5c0f\u8282\u4f59\u4e0b\u90e8\u5206\u4f9d\u6b21\u5c55\u5f00\u6bcf\u4e2a\u7b97\u5b50\u3002\u4e00\u65e6\u5199\u4e0b\u76ee\u6807\u7cfb\u7edf&#xff0c;\u4e09\u8005\u5c31\u4ece\u516c\u5f0f (1) \u5f97\u51fa&#xff1a;\u5df2\u90e8\u7f72\u7cfb\u7edf\u662f\u6570\u636e\u72b6\u6001\u3001\u6a21\u578b\u72b6\u6001\u548c\u811a\u624b\u67b6\u72b6\u6001&#xff0c;\u56e0\u6b64\u6539\u53d8\u7cfb\u7edf\u884c\u4e3a\u7684\u7b97\u5b50\u6070\u597d\u5199\u4e09\u8005\u4e4b\u4e00\u3002\u4e09\u8005\u8fd8\u5904\u4e8e\u56fa\u5b9a\u6210\u672c\u987a\u5e8f&#xff08;\u6a21\u578b\u8c03\u7528&#xff0c;\u7136\u540e\u6a21\u578b\u8c03\u7528\u52a0\u91cd\u653e&#xff0c;\u7136\u540e GPU \u5c0f\u65f6&#xff09;&#xff0c;\u6b63\u662f\u8fd9\u79cd\u6392\u5e8f\u4f7f\u7b2c 4.4 \u8282\u7684\u8c03\u5ea6\u95ee\u9898\u975e\u5e73\u51e1\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1006\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231743-6aa9d21721b5b.png\" width=\"1536\" \/><\/p>\n<p>Data-RSI\u2014\u2014\u653e\u5927\u5668&#xff1a;\u00a0\u4ece\u7cfb\u7edf\u81ea\u8eab\u6267\u884c\u4e2d\u5408\u6210\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u8bb0\u5f55&#xff0c;\u5e76\u6807\u8bb0\u8be5\u7ecf\u9a8c\u7ed3\u675f\u4e4b\u5904&#xff0c;\u56e0\u6b64\u76d1\u7763\u53ea\u82b1\u5728\u8fb9\u754c\u4e4b\u5916&#xff1b;\u5176\u4ea7\u54c1\u5582\u517b\u53e6\u4e24\u8005\u3002Harness-RSI\u2014\u2014\u811a\u624b\u67b6&#xff1a;\u00a0\u5728\u7c7b\u578b\u5316\u8865\u4e01\u4e0b\u7f16\u8f91\u4e94\u69fd\u6267\u884c\u811a\u624b\u67b6&#xff0c;\u5728\u4e0d\u89e6\u78b0\u6743\u91cd\u7684\u60c5\u51b5\u4e0b\u589e\u52a0\u80fd\u529b\u3002\u6bcf\u5355\u4f4d\u6536\u76ca\u6700\u4fbf\u5b9c&#xff1b;\u6bcf\u4e2a\u6dfb\u52a0\u5728\u63a8\u7406\u65f6\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u91cd\u65b0\u652f\u4ed8\u3002Model-RSI\u2014\u2014\u5185\u5316&#xff1a;\u00a0\u5728\u6709\u754c\u914d\u65b9\u4e0b\u5c06\u91cd\u590d\u7684\u4e0a\u4e0b\u6587\u6210\u672c\u8f6c\u5316\u4e3a\u4e00\u6b21\u6027\u8bad\u7ec3\u6210\u672c\u3002\u6700\u6301\u4e45\u3001\u6700\u6602\u8d35&#xff1b;\u9700\u8981\u540e\u4e8e\u4e0a\u6b21\u80fd\u529b\u53d8\u66f4\u7684\u6570\u636e\u96c6\u3002<\/p>\n<h5>4.2.1. Data-RSI&#xff1a;\u4ece\u6267\u884c\u7ecf\u9a8c\u8fdb\u884c\u9a8c\u8bc1\u5408\u6210<\/h5>\n<p>Data-RSI \u5199\u6570\u636e\u72b6\u6001\u00a0D\u3002\u5b83\u6d88\u8d39\u5185\u6838 Execute \u9636\u6bb5\u7684\u6267\u884c\u8f68\u8ff9&#xff0c;\u5e76\u8fd4\u56de\u7ecf\u9a8c\u8bc1\u8bad\u7ec3\u8bb0\u5f55\u7684 DATASET \u5de5\u4ef6&#xff0c;\u53e6\u4e24\u4e2a\u7b97\u5b50\u6d88\u8d39\u5b83\u3002\u5176\u6838\u5fc3\u539f\u5219\u662f\u5408\u6210\u951a\u5b9a\u4e8e\u89c2\u5bdf\u5230\u7684\u6267\u884c\u800c\u975e\u53d1\u660e&#xff1a;\u6bcf\u6761\u8bb0\u5f55\u90fd\u6e90\u81ea\u5b9e\u9645\u8f68\u8ff9\u84b8\u998f\u7684\u7ecf\u9a8c&#xff0c;\u56e0\u6b64\u5408\u6210\u4fdd\u6301\u5728\u89c2\u5bdf\u8f68\u8ff9\u6240\u652f\u6301\u7684\u8303\u56f4\u5185\u3002\u8be5\u7b97\u5b50\u538b\u51fa\u6a21\u578b\u5df2\u6301\u6709\u7684\u80fd\u529b\u5e76\u6807\u8bb0\u8be5\u80fd\u529b\u7ed3\u675f\u4e4b\u5904\u3002\u5bf9\u6bcf\u4e2a\u9879\u00a0e&#xff0c;\u7b97\u5b50\u63d0\u53d6\u56db\u7ef4\u5b66\u4e60\u7b7e\u540d&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1112\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231743-6aa9d21783ad9.png\" width=\"1590\" \/><\/p>\n<p>\u62d2\u7edd\u5c06\u9879\u9000\u56de\u4fee\u8ba2\u81f3\u56fa\u5b9a\u4e0a\u9650&#xff0c;\u672a\u5728\u4e0a\u9650\u5185\u6536\u655b\u7684\u9879\u88ab\u4e22\u5f03\u3002\u56e0\u6b64\u5408\u6210\u8bb0\u5f55\u7531\u8f93\u5165\u9694\u79bb\u4e0b\u7684\u76f2\u91cd\u65b0\u63a8\u5bfc\u8ba4\u8bc1&#xff0c;\u800c\u975e\u751f\u6210\u5668\u81ea\u5df1\u7684\u7f6e\u4fe1\u5ea6&#xff0c;\u8fd9\u4f7f Data-RSI \u80fd\u5728\u6ca1\u6709\u673a\u5668\u53ef\u68c0\u67e5\u952e\u7684\u9886\u57df\u5199\u8bb0\u5f55&#xff0c;\u540c\u65f6\u4fdd\u6301\u8ba4\u8bc1\u4e0e\u751f\u6210\u5668\u89e3\u8026\u3002\u8fd9\u8ba4\u8bc1\u7684\u662f\u76f2\u91cd\u65b0\u6c42\u89e3\u4e0b\u7684\u81ea\u6d3d\u6027&#xff1b;\u5b83\u4e0d\u8ba4\u8bc1\u76f8\u5bf9\u4e8e\u6a21\u578b\u81ea\u8eab\u6240\u7f3a\u77e5\u8bc6\u7684\u6b63\u786e\u6027&#xff08;\u7b2c 6.2 \u8282&#xff0c;\u5b9a\u5f8b 5&#xff09;\u3002<\/p>\n<p>\u9a8c\u8bc1\u00a0\u901a\u8fc7\u5bf9\u6297\u751f\u6210\u7684\u8bb0\u5f55\u7ecf\u8fc7\u72ec\u7acb\u9a8c\u8bc1\u5668&#xff0c;\u8be5\u9a8c\u8bc1\u5668\u7ed3\u5408\u786e\u5b9a\u6027\u5951\u7ea6\u68c0\u67e5\u548c\u6a21\u578b\u9a71\u52a8\u8bed\u4e49\u68c0\u67e5&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1134\" src=\"2026-09-1631j051rqffv.png\" width=\"1604\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"886\" src=\"2026-09-16mhun4y0gvro.png\" width=\"1568\" \/><\/p>\n<h5>4.2.3. Model-RSI&#xff1a;\u5c06\u80fd\u529b\u5185\u5316\u5230\u6a21\u578b<\/h5>\n<p>Model-RSI \u5199\u6a21\u578b\u72b6\u6001\u00a0\u03b8\u3002\u5b83\u6d88\u8d39 Data-RSI \u4ea7\u751f\u7684 DATASET \u5de5\u4ef6&#xff0c;\u5e76\u901a\u8fc7\u6709\u754c\u8bad\u7ec3\u914d\u65b9\u5c06\u7ecf\u9a8c\u8bc1\u8bb0\u5f55\u5185\u5316\u5230\u53c2\u6570\u4e2d\u3002\u8be5\u7b97\u5b50\u5728\u4e00\u4e2a\u6709\u754c\u63d0\u8bae\u7a7a\u95f4\u5185\u540c\u65f6\u8de8\u8d8a\u53ef\u8bad\u7ec3\u6743\u91cd\u548c\u6a21\u578b\u67b6\u6784&#xff1a;\u6743\u91cd\u66f4\u65b0\u8986\u76d6\u9009\u5b9a\u76ee\u6807\u6a21\u5757\u4e0a\u7684\u9002\u914d\u5668\u53c2\u6570&#xff0c;\u67b6\u6784\u51b3\u7b56\u8986\u76d6\u9002\u914d\u5668\u653e\u7f6e\u3001\u5c42\u7ea7\u53c2\u4e0e\u548c\u53ef\u8bad\u7ec3\u53c2\u6570\u96c6\u672c\u8eab\u3002Harness-RSI \u4ee5\u96f6\u8bad\u7ec3\u6210\u672c\u5411\u811a\u624b\u67b6\u6dfb\u52a0\u80fd\u529b\u5e76\u5728\u6bcf\u6b21\u63a8\u7406\u65f6\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u91cd\u65b0\u652f\u4ed8&#xff0c;\u800c Model-RSI \u652f\u4ed8\u4e00\u6b21\u6027\u8bad\u7ec3\u6210\u672c&#xff0c;\u4f7f\u80fd\u529b\u5728\u63a8\u7406\u65f6\u514d\u8d39\u4e14\u8de8\u811a\u624b\u67b6\u6301\u7eed\u3002\u63d0\u8bae\u7a7a\u95f4\u662f\u6709\u754c\u914d\u65b9&#xff0c;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"926\" src=\"2026-09-16dfu10d2p2dl.png\" width=\"1584\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"716\" src=\"2026-09-16p15smsp1taj.png\" width=\"1574\" \/><\/p>\n<h4>4.3. \u7b97\u5b50\u7ec4\u5408&#xff1a;\u4e94\u79cd\u53ef\u91c7\u7eb3\u8f6c\u79fb<\/h4>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"408\" src=\"2026-09-16hwzaxmxtghh.png\" width=\"1522\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"936\" src=\"2026-09-163ywfdt2q1ri.png\" width=\"1624\" \/><\/p>\n<p>\u6070\u597d\u4e94\u4e2a\u53ef\u91c7\u7eb3\u8de8\u7b97\u5b50\u8f6c\u79fb\u548c\u4e24\u4e2a\u53ef\u91c7\u7eb3\u81ea\u8f6c\u79fb\u3002\u552f\u4e00\u7684\u8de8\u7b97\u5b50\u6392\u9664\u662f H\u2192M&#xff1a;\u811a\u624b\u67b6\u6b65\u9aa4\u6539\u53d8\u5df2\u90e8\u7f72\u7cfb\u7edf\u80fd\u505a\u4ec0\u4e48\u4f46\u4e0d\u4ea7\u751f\u6570\u636e&#xff0c;\u56e0\u6b64\u6700\u8fd1\u7684\u6570\u636e\u96c6\u5fc5\u7136\u65e9\u4e8e\u8be5\u53d8\u66f4&#xff0c;\u5728\u5176\u4e0a\u8bad\u7ec3\u5c06\u5185\u5316\u7cfb\u7edf\u5df2\u53d6\u4ee3\u7684\u884c\u4e3a\u3002\u540c\u4e00\u6761\u4ef6\u6392\u9664\u81ea\u8f6c\u79fb M\u2192M&#xff0c;\u800c D\u2192D \u548c H\u2192H \u4f5c\u4e3a\u5404\u7b97\u5b50\u7684\u8fed\u4ee3\u641c\u7d22\u673a\u5236\u4ecd\u53ef\u91c7\u7eb3\u3002\u56fe 8 \u7ed8\u5236\u4e86\u7ed3\u679c\u56fe\u3002<\/p>\n<p>\u4e00\u6761\u53ef\u91c7\u7eb3\u8fb9\u58f0\u660e\u7ec4\u5408\u5408\u6cd5&#xff0c;\u4f46\u5c1a\u4e0d\u53ef\u6267\u884c&#xff1a;\u751f\u4ea7\u7b97\u5b50\u7684\u8f93\u51fa\u683c\u5f0f\u4ecd\u9700\u8f6c\u6362\u4e3a\u6d88\u8d39\u8005\u7684\u8f93\u5165\u3002\u56e0\u6b64\u6bcf\u6761\u53ef\u91c7\u7eb3\u8fb9\u7531 Transition Agent-v1 \u9002\u914d\u5668\u5b9e\u73b0&#xff0c;\u4e00\u4e2a\u53ea\u505a\u6b64\u8f6c\u6362\u7684\u5c0f\u578b\u7c7b\u578b\u5316\u7a0b\u5e8f&#xff0c;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"580\" src=\"2026-09-160sedb330q4l.png\" width=\"1594\" \/><\/p>\n<h4>4.4. \u53cc\u8f74\u8c03\u5ea6<\/h4>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"764\" src=\"2026-09-16jyqshxdf5gu.png\" width=\"1526\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"836\" src=\"2026-09-162jwk2mrb0to.png\" width=\"1594\" \/><\/p>\n<p>\u5176\u4e2d\u00a0\u039e\u00a0\u662f\u4ee5\u4e0b\u63a5\u53d7\u68c0\u67e5\u552f\u4e00\u7ea6\u675f\u7684\u5b57\u6bb5\u3002\u6bcf\u6761\u6307\u4ee4\u8def\u7531\u5230\u5176\u76ee\u6807\u7b97\u5b50\u7684\u4e13\u7528 RSI\u00b2 Sub-Agent-v1\u3002RSI\u00b2 Sub-Agent-v1 \u8bfb\u53d6\u6307\u4ee4\u3001\u7b97\u5b50\u5f53\u524d\u7b56\u7565\u00a0\u03c0i\u200b\u00a0\u548c\u53ef\u5f52\u56e0\u4e8e\u5b83\u7684\u8fd1\u671f\u8f68\u8ff9\u90e8\u5206&#xff0c;\u5e76\u8fd4\u56de\u4fee\u8ba2\u7b56\u7565\u3002\u5951\u7ea6\u00a0\u03ba\u00a0\u5c06\u7b97\u5b50\u7684\u6bcf\u4e2a\u5b57\u6bb5\u5212\u5206\u4e3a\u4e09\u7c7b\u3002\u53ef\u53d8\u66f4\u8868\u9762\u5f00\u653e\u4fee\u8ba2&#xff1a;\u6cbb\u7406\u7b97\u5b50\u5982\u4f55\u8bca\u65ad\u3001\u63d0\u8bae\u65f6\u4f18\u5148\u8003\u8651\u4ec0\u4e48&#xff0c;\u4ee5\u53ca\u5982\u4f55\u9648\u8ff0\u81ea\u8eab\u9002\u7528\u6027\u7684\u6307\u4ee4\u3002\u52a8\u4f5c\u8868\u9762\u662f\u7b97\u5b50\u5728\u76ee\u6807\u7cfb\u7edf\u4e0a\u5199\u7684\u5185\u5bb9&#xff0c;\u4e0e\u7b2c 4.2 \u8282\u7684\u5199\u8868\u9762\u76f8\u540c\u3002\u53d7\u4fdd\u62a4\u8868\u9762\u4fdd\u6301\u56fa\u5b9a&#xff1a;\u8bc4\u4f30\u5668\u3001\u6c99\u7bb1\u3001\u53d1\u5e03\u95e8\u3001\u5de5\u4ef6\u6a21\u5f0f\u3001\u8bc1\u636e\u94fe&#xff0c;\u4ee5\u53ca\u7b97\u5b50\u7684\u8eab\u4efd\u548c\u58f0\u660e\u8f93\u5165\u8f93\u51fa\u7c7b\u578b\u3002\u4fee\u8ba2\u7b56\u7565\u901a\u8fc7\u56db\u9879\u68c0\u67e5\u540e\u5b89\u88c5&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"176\" src=\"2026-09-16jlmi0xqu2yg.png\" width=\"2144\" \/><\/p>\n<p>\u7b2c\u4e09\u9879\u5728\u5b9e\u8df5\u4e2d\u662f\u51b3\u5b9a\u6027\u7684&#xff1a;\u8981\u6c42\u5b9e\u9645\u5dee\u5f02\u7b49\u4e8e\u58f0\u660e\u4fee\u6539\u4f7f\u6bcf\u4e2a\u53d8\u66f4\u90fd\u663e\u5f0f&#xff0c;\u56e0\u6b64\u5782\u76f4\u4f18\u5316\u91c7\u53d6\u5bf9\u547d\u540d\u7b56\u7565\u7684\u53d7\u63a7\u7f16\u8f91\u5f62\u5f0f&#xff0c;\u8bf7\u6c42\u8868\u9762\u7ea6\u675f\u5176\u8303\u56f4\u548c\u5ba1\u8ba1\u8f68\u8ff9\u3002<\/p>\n<p>\u4e24\u4e2a\u8f74\u6d88\u8d39\u76f8\u540c\u8bc1\u636e\u4f46\u4f5c\u7528\u4e8e\u4e0d\u540c\u5bf9\u8c61&#xff0c;\u5b9e\u73b0\u516c\u5f0f (9) \u7684\u4e24\u7ea7\u5206\u79bb&#xff1a;\u6c34\u5e73\u7f16\u6392\u4ea7\u751f\u76ee\u6807\u589e\u91cf\u00a0\u0394S&#xff0c;\u5782\u76f4\u4f18\u5316\u4ea7\u751f\u7b97\u5b50\u589e\u91cf\u00a0\u0394\u03c0\u3002\u4fdd\u6301\u5b83\u4eec\u533a\u5206\u7ed9\u7b2c 5 \u8282\u7684\u5b9e\u8bc1\u5206\u89e3\u4e09\u4e2a\u663e\u5f0f\u5f52\u56e0\u5bf9\u8c61&#xff1a;\u5e8f\u5217\u3001\u7b97\u5b50\u53ca\u5176\u4ea4\u4e92\u3002<\/p>\n<h4>4.5. MetaRSI&#xff1a;\u6539\u8fdb\u8c03\u5ea6\u5668<\/h4>\n<p>\u7b2c 4.4 \u8282\u7684 RSI\u00b2 Agent-v1 \u672c\u8eab\u662f\u4e00\u4e2a\u7b56\u7565&#xff0c;\u76ee\u524d\u6ca1\u6709\u4efb\u4f55\u4e1c\u897f\u6539\u8fdb\u5b83\u3002\u5b83\u7684\u9009\u62e9\u4e0e\u7b97\u5b50\u7684\u63d0\u8bae\u7b56\u7565\u4e00\u6837\u53ef\u5b66\u4e60&#xff1a;\u4f55\u65f6\u4ece\u7f16\u6392\u5207\u6362\u5230\u4f18\u5316\u3001\u5728\u8bc1\u636e\u8bc1\u660e\u8bad\u7ec3\u6b65\u9aa4\u5408\u7406\u524d\u627f\u8bfa\u591a\u5c11\u9884\u7b97\u3001\u4f55\u65f6\u505c\u6b62&#xff0c;\u4ee5\u53ca\u8bca\u65ad\u5e94\u653e\u7f6e\u591a\u5c11\u7f6e\u4fe1\u5ea6\u3002\u8fd9\u4e9b\u4e5f\u662f\u51b3\u5b9a\u7b97\u5b50\u662f\u5426\u88ab\u826f\u597d\u4f7f\u7528\u7684\u9009\u62e9&#xff0c;\u56e0\u6b64\u6211\u4eec\u95ed\u5408\u518d\u4e00\u5c42\u5faa\u73af\u3002\u4e00\u4e2a\u5b8c\u6574\u6539\u8fdb\u9879\u662f\u6267\u884c\u5230\u505c\u6b62\u610f\u56fe\u3001\u5728\u53d7\u4fdd\u62a4\u53d1\u5e03\u95e8\u4e0b\u8bc4\u4f30\u5e76\u53d1\u5e03\u6216\u62d2\u7edd\u7684\u5e8f\u5217&#xff08;\u7b2c 4.6 \u8282\u9648\u8ff0\u5176\u751f\u547d\u5468\u671f&#xff09;\u3002\u6bcf\u4e2a\u9879\u540e&#xff0c;MetaRSI\u00b2 Agent-v1 \u8bfb\u53d6\u6574\u4e2a\u9879\u5e76\u63d0\u8bae\u66f4\u65b0&#xff0c;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"864\" src=\"2026-09-16mqjkgfsqakn.png\" width=\"1610\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"718\" src=\"2026-09-165fnbswiqb1v.png\" width=\"1586\" \/><\/p>\n<p>\u4e09\u4e2a\u7b97\u5b50\u662f\u9ad8\u5bb9\u91cf\u548c\u673a\u68b0\u7684&#xff0c;\u6bcf\u4e2a\u5206\u7247\u5408\u6210\u6570\u5343\u6761\u8bb0\u5f55\u5e76\u91cd\u653e\u5019\u9009\u8865\u4e01&#xff0c;\u56e0\u6b64\u4eba\u7c7b\u5360\u636e\u8005\u5c06\u662f\u7ea6\u675f\u74f6\u9888\u800c\u975e\u5224\u65ad\u6765\u6e90\u3002\u56db\u4e2a\u667a\u80fd\u4f53\u6bcf\u9879\u505a\u51fa\u76f8\u5bf9\u5c11\u7684\u51b3\u7b56&#xff0c;\u800c\u8fd9\u4e9b\u51b3\u7b56\u6070\u6070\u662f\u53d7\u76ca\u4e8e\u5224\u65ad\u7684\u3002\u8fd9\u4f7f\u90e8\u5206\u624b\u52a8\u90e8\u7f72\u5b9e\u9645\u53ef\u884c\u800c\u4e0d\u4ec5\u662f\u53ef\u80fd&#xff0c;\u5e76\u7ed9\u51fa\u4e00\u4e2a\u8c31\u7cfb&#xff1a;\u4e00\u7aef\u5168\u81ea\u52a8&#xff0c;\u4e2d\u95f4\u4eba\u7c7b\u6301\u6709\u8c03\u5ea6\u5668\u800c\u7b97\u5b50\u81ea\u52a8\u8fd0\u884c&#xff0c;\u53e6\u4e00\u7aef\u6bcf\u4e2a\u51b3\u7b56\u70b9\u90fd\u7531\u4eba\u7c7b\u3002\u5728\u65b0\u9886\u57df&#xff0c;\u6846\u67b6\u81ea\u8eab\u8bc1\u636e\u8584\u5f31\u65f6&#xff0c;\u6211\u4eec\u671f\u671b\u9996\u6b21\u90e8\u7f72\u4f4d\u4e8e\u8be5\u8c31\u7cfb\u7684\u4e2d\u95f4&#xff1b;\u8be5\u8c31\u7cfb\u4e5f\u662f\u8f68\u8ff9\u800c\u975e\u56fa\u5b9a\u9009\u62e9&#xff1a;\u65e9\u671f\u4eba\u7c7b\u63d0\u4f9b\u76f8\u5bf9\u5927\u4efd\u989d\u7684\u9ad8\u8d28\u91cf\u6307\u5bfc&#xff0c;\u5236\u5b9a\u63d0\u793a\u5e76\u5728\u667a\u80fd\u4f53\u5c11\u6570\u51b3\u7b56\u70b9\u505a\u51fa\u5224\u65ad&#xff0c;\u800c\u9ad8\u5bb9\u91cf\u7b97\u5b50\u81ea\u52a8\u8fd0\u884c&#xff0c;\u968f\u7740\u7f16\u8bd1\u8bc1\u636e\u548c\u63d0\u5347\u57fa\u56e0\u7ec4\u7d2f\u79ef&#xff0c;\u8be5\u4efd\u989d\u610f\u5728\u51cf\u5c11&#xff0c;\u4e00\u65e6\u6846\u67b6\u81ea\u8eab\u8bb0\u5f55\u8db3\u591f\u5f3a&#xff0c;\u6bcf\u4e2a\u89d2\u8272\u56de\u5230\u667a\u80fd\u4f53&#xff0c;\u76f4\u5230\u7cfb\u7edf\u8fbe\u5230\u5168\u81ea\u52a8\u7aef\u3002\u4eba\u5728\u73af\u4e2d\u662f\u901a\u5f80\u81ea\u4e3b\u7684\u8def\u5f84\u70b9&#xff0c;\u800c\u975e\u4eba\u4e0e\u673a\u5668\u4e4b\u95f4\u7684\u6c38\u4e45\u5206\u5de5\u3002\u8868 2 \u547d\u540d\u4e09\u5c42\u53ca\u6bcf\u5c42\u6240\u5c5e\u7684\u667a\u80fd\u4f53\u548c\u6539\u8fdb\u5bf9\u8c61&#xff0c;\u56e0\u4e3a\u4fdd\u6301\u5b83\u4eec\u5206\u5f00\u662f\u7b2c 5.2 \u8282\u7ec4\u5408\u6bd4\u8f83\u5b9a\u4e49\u826f\u597d\u7684\u539f\u56e0\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"330\" src=\"2026-09-16zrq1uej4cid.png\" width=\"1514\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"818\" src=\"2026-09-16ufpgza2xohu.png\" width=\"1544\" \/><\/p>\n<h4>4.6. \u603b\u4f53\u8fd0\u884c&#xff1a;\u6539\u8fdb\u9879\u7684\u751f\u547d\u5468\u671f<\/h4>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"528\" src=\"2026-09-163woffcv0wi5.png\" width=\"1608\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1108\" src=\"2026-09-16iy11oks0ksm.png\" width=\"1584\" \/><\/p>\n<p>\u6b65\u9aa4 6&#xff08;M&#xff0c;\u7136\u540e M \u2192 D \u548c M \u2192 H&#xff09;\u3002\u00a0Model-RSI \u4ece\u56fa\u5b9a\u57fa\u7840\u8bad\u7ec3\u6709\u754c\u5019\u9009\u914d\u65b9&#xff1b;\u72ec\u7acb\u8bc4\u4f30\u5c42\u5bf9\u5176\u8bc4\u5206&#xff0c;\u53d1\u5e03\u95e8\u63d0\u5347\u4e00\u4e2a\u3002\u7136\u540e\u4fe1\u53f7\u91cd\u65b0\u7f16\u8bd1\u901a\u8fc7 M\u2192D \u9002\u914d\u5668\u5728\u65b0\u6743\u91cd\u4e0b\u91cd\u65b0\u8bc4\u5206&#xff0c;\u4e4b\u540e\u5197\u4f59\u8c03\u548c\u8bfb\u53d6\u8bad\u7ec3\u62a5\u544a&#xff0c;\u53d1\u73b0\u00a0\u03bav\u200b\u00a0\u4e0d\u518d\u5728\u6b65\u9aa4 3 \u6761\u76ee\u6240\u6dfb\u52a0\u7684\u9879\u4e0a\u89e6\u53d1&#xff0c;\u5e76\u63d0\u8bae\u5220\u9664\u8fd9\u4e9b\u6761\u76ee&#xff1b;\u5220\u9664\u88ab\u91cd\u653e\u5e76\u4fdd\u6301\u51c6\u786e\u7387&#xff0c;\u56e0\u6b64\u4fdd\u7559\u3002<\/p>\n<p>\u5782\u76f4\u4ea4\u9519\u3002\u00a0\u5728\u4efb\u4f55\u51b3\u7b56\u70b9&#xff0c;RSI\u00b2 Agent-v1 \u53ef\u7528\u5782\u76f4\u4f18\u5316\u66ff\u4ee3\u4e0b\u4e00\u4e2a\u6c34\u5e73\u6b65\u9aa4\u3002\u4f8b\u5982&#xff0c;\u5982\u679c Data-RSI \u4e0d\u65ad\u53d1\u51fa\u540e\u6765\u663e\u793a\u65e0\u8bc4\u4f30\u589e\u91cf\u7684\u6307\u4ee4&#xff0c;RSI\u00b2 Agent-v1 \u9488\u5bf9 data.policy \u53d1\u51fa\u6307\u4ee4\u800c\u975e\u8c03\u5ea6\u53e6\u4e00\u4e2a\u7b97\u5b50&#xff0c;\u7b97\u5b50\u7684\u63d0\u8bae\u7b56\u7565\u5728\u5176\u5951\u7ea6\u5185\u88ab\u91cd\u5199&#xff1a;\u5b83\u4f18\u5148\u8003\u8651\u54ea\u4e9b\u7b7e\u540d\u7ef4\u5ea6&#xff0c;\u4ee5\u53ca\u5982\u4f55\u5c06\u8bca\u65ad\u8f6c\u5316\u4e3a\u6307\u4ee4\u3002<\/p>\n<p>\u7b97\u6cd5 1&#xff1a;MetaRSI-v1 \u7684\u4e00\u4e2a\u6539\u8fdb\u9879<br \/>\n1: \u03c3\u2080 \u2190 \u03a3(Evaluate(S\u2080))                          \u25b7 \u56fa\u5b9a\u8bc4\u4f30\u5668&#xff1b;\u5bc6\u5c01\u96c6\u672a\u52a8<br \/>\n2: for t &#061; 0,1,2,\u2026 while B_rem &gt; 0 do<br \/>\n3:   a_t \u2190 Route_\u03c6(z_{1:t}, \u03c3_t)                  \u25b7 \u6c34\u5e73\u6216\u5782\u76f4<br \/>\n4:   if a_t &#061; HORIZONTAL then<br \/>\n5:     \u7ed8\u5236\u7a0b\u5e8f z_{t&#043;1:t&#043;m} ~ \u03c0_\u03c6^h \u9650\u4e8e A(z_{1:t})   \u25b7 \u539f\u5219 4.4<br \/>\n6:     \u7f16\u8bd1&#xff1a;\u7ed1\u5b9a\u9002\u914d\u5668&#xff0c;\u6309\u516c\u5f0f (22) \u786e\u8ba4\u65b0\u9c9c\u5ea6&#xff0c;\u9884\u7559\u9884\u7b97<br \/>\n7:     for \u7a0b\u5e8f\u4e2d\u7684\u6bcf\u4e00\u6b65 u do<br \/>\n8:       (S\u0303, A, E, c) \u2190 U_u(S_t, \u03c3_t, B_{u_t}, \u03c0_{u_t})   \u25b7 \u5faa\u73af\u5185\u6838&#xff0c;\u516c\u5f0f (8)<br \/>\n9:       S_{t&#043;1} \u2190 GATE(S_t, S\u0303)&#xff1b;\u53d1\u5e03 A,E \u5230\u8840\u7edf\u5b58\u50a8<br \/>\n10:    end for<br \/>\n11:  else<br \/>\n12:    d_t \u2190 \u03c0_\u03c6^v(z_{1:t}, \u03c3_t)&#xff1b;\u03c0_target \u2190 SUBAGENT(\u03c0_target, d_t)<br \/>\n13:    \u4ec5\u5f53 accept(\u03c0&#039;, \u03c0, d_t) \u516c\u5f0f (27) \u6210\u7acb\u65f6\u5b89\u88c5 \u03c0&#039;   \u25b7 \u5951\u7ea6<br \/>\n14:  end if<br \/>\n15:  \u03c3_{t&#043;1} \u2190 \u03a3(Evaluate(S_{t&#043;1}))                 \u25b7 \u6bcf\u6b65\u540e\u91cd\u65b0\u7f16\u8bd1\u4fe1\u53f7<br \/>\n16: end for<br \/>\n17: \u03c6 \u2190 M_\u03c8(\u03c6, H_term)                             \u25b7 \u5143\u66f4\u65b0&#xff0c;\u516c\u5f0f (28)<br \/>\n18: return \u53d1\u5e03\u7684\u540e\u7ee7 S_T&#xff0c;\u66f4\u65b0\u7684 {\u03c0_i}&#xff0c;\u66f4\u65b0\u7684 \u03c6 <\/p>\n<p>\u9879\u5173\u95ed\u3002\u00a0\u9879\u5728\u505c\u6b62\u610f\u56fe\u5904\u7ed3\u675f\u3002MetaRSI\u00b2 Agent-v1 \u8bfb\u53d6\u6574\u4e2a\u8f68\u8ff9&#xff0c;\u54ea\u4e9b\u6b65\u9aa4\u4ea7\u751f\u4e86\u53d1\u5e03\u7684\u6536\u76ca\u3001\u54ea\u4e9b\u4ea7\u751f\u4e86\u672a\u9009\u5019\u9009\u4ee5\u53ca\u5404\u81ea\u6d88\u8017\u591a\u5c11\u9884\u7b97&#xff0c;\u5e76\u4fee\u8ba2 RSI\u00b2 Agent-v1 \u7684\u8def\u7531\u548c\u9884\u7b97\u6307\u4ee4\u3002\u4e0b\u4e00\u4e2a\u9879\u4ece\u53d1\u5e03\u7684\u540e\u7ee7\u548c\u66f4\u65b0\u7684\u00a0\u03d5\u00a0\u5f00\u59cb\u3002<\/p>\n<p>\u8d2f\u7a7f\u8fd9\u4e00\u5207\u7684\u4e0d\u53d8\u5f0f\u662f\u6ca1\u6709\u4efb\u4f55\u7ec4\u4ef6\u8bc4\u4f30\u81ea\u5df1\u7684\u8f93\u51fa&#xff1a;\u7b97\u5b50\u63d0\u8bae&#xff0c;\u72ec\u7acb\u8bc4\u4f30\u5c42\u8bc4\u5206&#xff0c;\u53d7\u4fdd\u62a4\u53d1\u5e03\u95e8\u53d1\u5e03&#xff0c;\u800c RSI\u00b2 Agent-v1 \u9009\u62e9\u8fd0\u884c\u4ec0\u4e48\u800c\u4e0d\u8bc4\u5206\u5b83&#xff0c;MetaRSI\u00b2 Agent-v1 \u4fee\u8ba2\u8fd9\u4e9b\u9009\u62e9\u5982\u4f55\u505a\u51fa\u800c\u4e0d\u505a\u51fa\u5b83\u4eec\u3002\u8fd9\u79cd\u7aef\u5230\u7aef\u53ef\u5ba1\u8ba1\u6027\u662f\u4e0b\u4e00\u5c0f\u8282\u7684\u4e3b\u9898\u3002<\/p>\n<h4>4.7. \u6846\u67b6\u4fdd\u62a4\u4ec0\u4e48<\/h4>\n<p>\u4e00\u4e2a\u7f16\u8f91\u81ea\u8eab\u6539\u8fdb\u673a\u5236\u7684\u7cfb\u7edf\u53ef\u4ee5\u81a8\u80c0\u5b83\u540c\u65f6\u88ab\u5141\u8bb8\u5b9a\u4e49\u7684\u4efb\u4f55\u6307\u6807&#xff0c;\u56e0\u6b64\u4e09\u79cd\u5206\u79bb\u4fdd\u6301\u516c\u5f0f (5) \u6709\u610f\u4e49\u3002\u63d0\u8bae\u4e0e\u9a8c\u8bc1\u5206\u79bb&#xff0c;\u5019\u9009\u751f\u6210\u4e0e\u53d1\u5e03\u5206\u79bb&#xff1a;\u6a21\u578b\u8bca\u65ad\u548c\u63d0\u8bae&#xff0c;\u800c\u786e\u5b9a\u6027\u4ee3\u7801\u9a8c\u8bc1\u3001\u8bc4\u4f30\u5e76\u81f3\u591a\u63d0\u5347\u4e00\u4e2a\u540e\u7ee7&#xff0c;\u8fd9\u662f\u552f\u4e00\u88ab\u8bc4\u5206\u7684\u5bf9\u8c61&#xff08;\u7b2c 4.1\u30014.2 \u548c 4.6 \u8282&#xff09;\u3002\u5728\u4e24\u8005\u4e4b\u4e0a&#xff0c;\u5bc6\u5c01\u6d4b\u91cf\u4f4d\u4e8e\u6bcf\u4e00\u5c42\u7ea7\u6bcf\u4e2a\u5199\u8868\u9762\u4e4b\u5916&#xff0c;\u5305\u62ec\u5143\u5c42&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"276\" src=\"2026-09-16crldixknrei.png\" width=\"1572\" \/><\/p>\n<h3>5. \u5b9e\u9a8c<\/h3>\n<p>MetaRSI-v1 \u5b9a\u4e49\u5728\u4efb\u610f\u76ee\u6807\u7cfb\u7edf\u4e0a\u5e76\u63a5\u7eb3\u4efb\u4f55\u95ed\u5408\u5faa\u73af\u7684\u4fe1\u53f7\u6e90&#xff0c;\u5b9e\u9a8c\u5728\u8be5 generality \u4e2d\u80fd\u529b\u76ee\u524d\u88ab\u6700\u9510\u5229\u6d4b\u91cf\u7684\u4e24\u79cd\u72b6\u6001\u4e0b\u5b9e\u4f8b\u5316&#xff1a;\u53ef\u6267\u884c\u7f16\u7801\u548c\u95ed\u5f0f\u79d1\u5b66\u63a8\u7406&#xff0c;\u5206\u4e3a\u53ef\u6267\u884c\u8f68\u9053&#xff08;\u5bb9\u5668\u5316\u6d4b\u8bd5\u5957\u4ef6\u51b3\u5b9a\u6b63\u786e\u6027&#xff09;\u548c\u95ed\u5f0f\u8f68\u9053&#xff08;\u7cbe\u786e\u5339\u914d\u6216\u6570\u503c\u952e\u51b3\u5b9a&#xff09;\u3002\u672c\u8282\u9996\u5148\u56fa\u5b9a\u5b9e\u9a8c\u8bbe\u7f6e&#xff0c;\u5305\u62ec\u4e24\u6761\u76ee\u6807\u7ebf\u3001\u5bc6\u5c01\u5206\u5272\u534f\u8bae&#xff0c;\u4ee5\u53ca\u6bcf\u4e2a\u6a21\u578b\u9a71\u52a8\u89d2\u8272\u90fd\u7531\u88ab\u6d4b\u6a21\u578b\u626e\u6f14\u7684\u95ed\u73af\u914d\u7f6e&#xff08;\u7b2c 5.1 \u8282&#xff09;\u3002\u7136\u540e\u6211\u4eec\u7814\u7a76\u81ea\u6258\u7ba1\u5f00\u653e\u6743\u91cd\u76ee\u6807 Qwen3.5-35B-A3B&#xff0c;\u4e09\u4e2a\u7b97\u5b50\u90fd\u5728\u5176\u4e0a\u4f5c\u7528&#xff0c;\u5e76\u95ee\u5728\u7b49\u9884\u7b97\u4e0b\u8c03\u5ea6\u7ec4\u5408\u662f\u5426\u4f18\u4e8e\u6700\u5f3a\u5355\u4e00\u7b97\u5b50\u548c\u6700\u4f73\u624b\u5de5\u56fa\u5b9a\u6d41\u6c34\u7ebf&#xff08;\u7b2c 5.2 \u8282&#xff09;\u3002\u7136\u540e\u6211\u4eec\u5c06\u9886\u5148\u524d\u6cbf\u6a21\u578b\u4ec5\u901a\u8fc7\u5176\u63d0\u4f9b\u8005\u63a5\u53e3\u89e6\u53ca&#xff0c;\u4f7f\u5176\u7ecf\u8fc7 Data-RSI \u548c Harness-RSI \u7684\u811a\u624b\u67b6\u8def\u7ebf&#xff0c;\u5e76\u6d4b\u91cf\u6bcf\u4e2a\u901a\u8fc7\u6539\u8fdb\u81ea\u8eab\u83b7\u5f97\u591a\u5c11&#xff08;\u7b2c 5.3 \u8282&#xff09;\u3002<\/p>\n<h4>5.1. \u5b9e\u9a8c\u8bbe\u7f6e<\/h4>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"852\" src=\"2026-09-16jlfejhkekwx.png\" width=\"1542\" \/><\/p>\n<p>\u76ee\u6807\u7cfb\u7edf\u00a0\u8bc4\u4f30\u4f7f\u7528\u4e24\u6761\u5bf9\u5e94\u4e24\u79cd\u90e8\u7f72\u72b6\u6001\u7684\u76ee\u6807\u7ebf\u3002\u7b2c\u4e00\u662f\u81ea\u6258\u7ba1\u5f00\u653e\u6743\u91cd\u76ee\u6807 Qwen3.5-35B-A3B&#xff0c;\u4e00\u4e2a\u603b\u53c2\u6570 35B\u3001\u6d3b\u8dc3\u53c2\u6570 3B \u7684\u4e13\u5bb6\u6df7\u5408\u6a21\u578b&#xff0c;\u901a\u8fc7\u56fa\u5b9a\u63a8\u7406\u6808\u670d\u52a1&#xff1b;\u5176\u6743\u91cd\u53ef\u5199&#xff0c;\u56e0\u6b64\u6240\u6709\u4e09\u4e2a\u7b97\u5b50\u5305\u62ec Model-RSI \u90fd\u4f5c\u7528\u4e8e\u5b83&#xff08;\u7b2c 5.2 \u8282\u548c\u7b2c 5.4 \u8282&#xff09;\u3002\u7b2c\u4e8c\u662f\u4e00\u7cfb\u5217\u524d\u6cbf\u5f00\u653e\u548c\u95ed\u5f0f\u6743\u91cd\u7cfb\u7edf&#xff0c;\u4ec5\u901a\u8fc7\u5176\u63d0\u4f9b\u8005\u63a5\u53e3\u89e6\u53ca&#xff0c;\u5176\u6743\u91cd\u4e0d\u53ef\u5199&#xff0c;\u6539\u8fdb\u901a\u8fc7 Data-RSI \u548c Harness-RSI \u8def\u7ebf\u8fd0\u884c&#xff08;\u7b2c 5.3 \u8282&#xff09;\u3002\u81ea\u6258\u7ba1\u76ee\u6807\u4e0a\u7684\u8fd0\u884c\u4f7f\u7528 64K \u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u6bcf\u4e2a\u6761\u4ef6\u4ece\u76f8\u540c\u7684\u5e72\u51c0\u521d\u59cb\u7cfb\u7edf\u00a0S0\u200b\u00a0\u5f00\u59cb&#xff0c;\u5177\u6709\u76f8\u540c\u57fa\u7840\u68c0\u67e5\u70b9\u3001\u79cd\u5b50\u57fa\u56e0\u7ec4\u548c\u7a7a\u6570\u636e\u72b6\u6001&#xff0c;\u5e76\u901a\u8fc7\u76f8\u540c\u7684\u811a\u624b\u67b6\u8fd0\u884c\u65f6\u3001\u5de5\u5177\u96c6\u548c\u8bc4\u5206\u8def\u5f84\u6267\u884c\u3002\u6761\u4ef6\u4e4b\u95f4\u91cd\u7f6e\u72b6\u6001&#xff0c;\u4ec5\u5728\u5176\u63a5\u6536\u7684\u57fa\u56e0\u7ec4\u548c\u54ea\u4e9b\u7b97\u5b50\u53ef\u5199\u4e0a\u4e0d\u540c\u3002Model-RSI \u5b9e\u4f8b\u5316\u8868 1 \u8868\u9762\u7684 LoRA \u70b9&#xff0c;\u4ece\u516c\u5f0f (18) \u7684\u914d\u65b9\u7a7a\u95f4\u4e2d\u6309\u9644\u5f55 B \u5951\u7ea6\u62bd\u53d6\u3002<\/p>\n<p>\u95ed\u73af\u81ea\u6211\u6f14\u5316\u00a0\u6bcf\u4e2a\u6a21\u578b\u9a71\u52a8\u89d2\u8272\u90fd\u5728\u76ee\u6807\u6a21\u578b\u672c\u8eab\u4e0a\u5b9e\u4f8b\u5316&#xff1a;\u6240\u6709\u4e09\u4e2a\u7b97\u5b50\u7684 Diagnose \u548c Propose \u9636\u6bb5\u3001\u5bf9\u6297\u751f\u6210\u7684 Operator \u548c Anchor\u3001Harness-RSI \u8bca\u65ad\u89d2\u8272&#xff0c;\u4ee5\u53ca RSI\u00b2 Agent-v1 \u548c MetaRSI\u00b2 Agent-v1 \u7b56\u7565\u3002\u6ca1\u6709\u66f4\u5f3a\u7684\u5916\u90e8\u6a21\u578b\u63d0\u8bae\u3001\u5408\u6210\u3001\u8bc4\u5224\u6216\u8c03\u5ea6&#xff0c;\u8bad\u7ec3\u6570\u636e\u4e0d\u542b\u5916\u90e8\u6a21\u578b\u8f93\u51fa&#xff1b;\u552f\u4e00\u5916\u90e8\u4fe1\u53f7\u662f\u51b3\u5b9a\u5c1d\u8bd5\u662f\u5426\u6210\u529f\u7684\u9a8c\u8bc1\u5668\u6216\u6267\u884c\u9884\u8a00\u673a&#xff0c;\u5373\u73af\u5883\u81ea\u5df1\u7684\u5224\u65ad\u3002\u4fdd\u6301\u6bcf\u4e2a\u63d0\u8bae\u8005\u548c\u8bc4\u5224\u8005\u5e2d\u4f4d\u90fd\u5728\u76ee\u6807\u672c\u8eab\u4e0a&#xff0c;\u662f\u4f7f\u62a5\u544a\u6536\u76ca\u5f52\u56e0\u4e8e\u6846\u67b6\u800c\u975e\u66f4\u5f3a\u6559\u5e08\u7684\u539f\u56e0&#xff0c;\u5c3d\u7ba1\u653e\u5927\u5668\u5e76\u975e\u6765\u6e90&#xff0c;\u7b2c 6.2 \u8282\u5c06\u8ba8\u8bba&#xff1b;\u540c\u6837\u7684\u95ed\u73af\u9002\u7528\u4e8e\u7b2c 5.3 \u8282\u7684\u6bcf\u4e2a\u524d\u6cbf\u76ee\u6807\u3002<\/p>\n<p>\u57fa\u51c6\u00a0\u53ef\u6267\u884c\u80fd\u529b\u5728 Terminal-Bench 2.1 [52]&#xff08;89 \u4efb\u52a1&#xff09;\u548c SWE-bench Pro [60]&#xff08;731 \u4efb\u52a1\u516c\u5f00\u6d4b\u8bd5\u5206\u5272&#xff09;\u4e0a\u6d4b\u91cf&#xff0c;\u4f7f\u7528\u56fa\u5b9a\u6570\u636e\u96c6\u63d0\u4ea4\u3001\u5bb9\u5668\u5316\u6c99\u7bb1\u548c\u9690\u85cf\u9a8c\u8bc1\u5668\u3002\u6240\u6709\u57fa\u51c6\u7531\u6211\u4eec\u7684\u53c2\u8003\u6267\u884c\u811a\u624b\u67b6\u5728\u56fa\u5b9a\u53d1\u5e03\u7248\u9a71\u52a8&#xff0c;\u4e00\u4e2a\u56fa\u5b9a\u5b9e\u73b0\u88ab\u57fa\u7ebf\u3001\u6bcf\u4e2a\u540e\u7ee7\u548c\u7b2c 5.3 \u8282\u6bcf\u4e2a\u524d\u6cbf\u76ee\u6807\u5171\u4eab&#xff1b;\u8be5\u5b9e\u73b0\u4f5c\u4e3a\u72ec\u7acb\u7ec4\u4ef6 RSI-Harness \u5f00\u6e90&#xff08;\u7b2c 6.6 \u8282&#xff09;\u3002\u5b83\u5728\u53ef\u6267\u884c\u57fa\u51c6\u4e0a\u4ee5\u5b8c\u6574\u667a\u80fd\u4f53\u914d\u7f6e\u8fd0\u884c&#xff0c;\u5728\u95ed\u5f0f\u57fa\u51c6\u4e0a\u4ee5\u9000\u5316\u3001\u4ec5\u63d0\u793a\u914d\u7f6e\u8fd0\u884c&#xff0c;\u5176\u4e2d\u5185\u7f6e\u5de5\u5177\u3001\u6280\u80fd\u548c MCP \u69fd\u88ab\u7981\u7528&#xff0c;\u7f16\u8f91\u9650\u4e8e\u7cfb\u7edf\u63d0\u793a\u69fd\u3002\u9a8c\u8bc1\u5668\u3001\u6c99\u7bb1\u548c\u5bc6\u5c01\u5206\u5272\u56fa\u5b9a\u5e76\u4f4d\u4e8e\u5199\u8868\u9762\u4e4b\u5916&#xff1b;\u6267\u884c\u811a\u624b\u67b6\u662f Harness-RSI \u7f16\u8f91\u7684\u5185\u5bb9\u3002\u95ed\u5f0f\u79d1\u5b66\u548c\u6570\u5b66\u63a8\u7406\u5728 GPQA-D-hard100 \u548c\u5408\u5e76 AIME \u96c6\u4e0a\u6d4b\u91cf&#xff0c;\u540e\u8005\u5305\u542b 2025 \u548c 2026 AIME I \u548c AIME II \u8bba\u6587&#xff0c;\u56db\u4efd\u8bba\u6587 60 \u9898\u3002GPQA-D-hard100 \u662f\u4ece GPQA-Diamond [48] \u62bd\u53d6\u7684 100 \u4e2a\u8f83\u96be\u9879\u76ee\u7684\u56fa\u5b9a\u96c6&#xff0c;\u5728\u4efb\u4f55\u6539\u8fdb\u8fd0\u884c\u524d\u9009\u62e9\u5e76\u51bb\u7ed3\u4e00\u6b21&#xff0c;\u5e76\u7559\u51fa Data-RSI \u5408\u6210\u548c Model-RSI \u8bad\u7ec3&#xff1b;\u6bcf\u4e2a\u9879\u76ee\u7684\u5b98\u65b9 GPQA Record ID \u5728\u8868 11 \u4e2d\u5217\u51fa\u3002\u4e24\u8005\u5728\u56fa\u5b9a\u89e3\u7801\u8bbe\u7f6e\u4e0b\u6309\u7cbe\u786e\u6216\u6570\u503c\u5339\u914d\u8bc4\u5206 pass&#064;1\u3002\u6c61\u67d3\u901a\u8fc7\u786e\u5b9a\u6027\u53bb\u91cd\u548c\u72ec\u7acb\u6a21\u578b\u9a8c\u8bc1\u63a7\u5236\u3002\u6846\u67b6\u4e0e\u9a8c\u8bc1\u5668\u65e0\u5173&#xff0c;\u53ef\u4e0e\u4efb\u4f55\u95ed\u5408\u5faa\u73af\u4fe1\u53f7\u6e90\u4e00\u8d77\u8fd0\u884c&#xff1b;\u5b9e\u9a8c\u7528\u8fd9\u4e9b\u9886\u57df\u63d0\u4f9b\u7684\u5f3a\u9a8c\u8bc1\u5668\u5b9e\u4f8b\u5316\u5b83\u3002<\/p>\n<p>\u9884\u7b97\u3001\u57fa\u7ebf\u548c\u6307\u6807\u00a0\u6240\u6709\u6761\u4ef6\u83b7\u5f97\u76f8\u540c\u7684\u6a21\u578b token\u3001GPU \u5c0f\u65f6\u3001\u5899\u949f\u65f6\u95f4\u3001\u7b97\u5b50\u8c03\u7528\u3001\u5019\u9009\u548c\u9a8c\u8bc1\u5668\u67e5\u8be2\u603b\u6570&#xff0c;\u6539\u8fdb\u9884\u7b97\u00a0B\u00a0\u548c\u5143\u9884\u7b97\u00a0BM\u200b\u00a0\u5728\u5206\u5f00\u7684\u8d26\u672c\u4e0a\u8ba1\u91cf\u3002\u57fa\u7ebf\u548c\u540e\u7ee7\u5728\u4e00\u4e2a\u76f8\u540c\u7684 pass&#064;1 \u89e3\u7801\u8bbe\u7f6e\u4e0b\u8bc4\u5206&#xff0c;\u8d85\u9884\u7b97\u54cd\u5e94\u8ba1\u4e3a\u5931\u8d25\u800c\u975e\u622a\u65ad\u91cd\u65b0\u8bc4\u5206&#xff0c;\u6bcf\u4e2a\u62a5\u544a\u6570\u5b57\u662f\u4e94\u4e2a\u72ec\u7acb\u5916\u5c42\u79cd\u5b50\u7684\u5747\u503c\u3002\u6211\u4eec\u6bd4\u8f83\u51bb\u7ed3\u521d\u59cb\u7cfb\u7edf&#xff08;\u65e0\u6539\u8fdb&#xff09;\u3001\u6bcf\u4e2a\u5355\u4e00\u7b97\u5b50\u4ee5\u5168\u9884\u7b97\u8fd0\u884c\u3001\u624b\u5de5\u56fa\u5b9a D\u2192M\u2192H \u8c03\u5ea6&#xff08;\u4eba\u7c7b\u56fa\u5b9a&#xff09;\u3001\u53ef\u91c7\u7eb3\u5e8f\u5217\u4e0a\u7684\u5747\u5300\u91c7\u6837&#xff08;\u968f\u673a\u7ec4\u5408&#xff09;&#xff0c;\u4ee5\u53ca\u65e0\u8de8\u9879\u5b66\u4e60\u7684\u7b7e\u540d\u6761\u4ef6\u8def\u7531\u5668&#xff08;\u9759\u6001\u8def\u7531\u5668&#xff09;\u3002\u4e3b\u8981\u6307\u6807\u662f\u516c\u5f0f (5) \u7684\u5df2\u90e8\u7f72\u6539\u8fdb\u751f\u4ea7\u529b&#xff0c;\u5728\u53d1\u5e03\u7684\u540e\u7ee7\u4e0a\u62a5\u544a\u800c\u975e\u6700\u4f73\u5b58\u6863\u5019\u9009&#xff0c;\u5e76\u5728\u5bc6\u5c01\u5206\u5272\u4e0a\u8bc4\u5206\u4e00\u6b21\u3002\u6bcf\u4e2a\u7ed3\u679c\u6309\u6539\u8fdb\u9879\u62a5\u544a&#xff0c;\u7b2c 5.4 \u8282\u7684\u591a\u9879\u8fd0\u884c\u5728\u6bcf\u4e2a\u9879\u91cd\u65b0\u8ba1\u91cf\u76f8\u540c\u9884\u7b97&#xff0c;\u56e0\u6b64\u7b2c 5 \u9879\u6570\u5b57\u662f\u4e00\u4e2a\u9884\u7b97\u7684\u7b2c\u4e94\u6b21\u5e94\u7528\u800c\u975e\u4e00\u6b21\u5e94\u7528\u4e94\u4e2a\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"758\" src=\"2026-09-16ho1wwdbawo3.png\" width=\"1510\" \/><\/p>\n<h4>5.2. \u4e3b\u8981\u7ed3\u679c<\/h4>\n<p>\u8868 3 \u62a5\u544a\u53d1\u5e03\u540e\u7ee7\u5728\u6bcf\u4e2a\u5bc6\u5c01\u5206\u5272\u4e0a\u7684\u5206\u6570\u3002\u8be5\u8868\u652f\u6301\u7684\u4e0d\u662f\u4e0e\u51bb\u7ed3\u7cfb\u7edf\u7684\u6bd4\u8f83&#xff08;\u6bcf\u4e2a\u6761\u4ef6\u90fd\u51fb\u8d25\u5b83&#xff09;&#xff0c;\u800c\u662f\u5728\u7b49\u9884\u7b97\u4e0b\u4e0e\u6700\u4f73\u5355\u4e00\u7b97\u5b50\u548c\u6700\u4f73\u624b\u5de5\u56fa\u5b9a\u7ec4\u5408\u7684\u6bd4\u8f83\u3002MetaRSI-v1 \u5728\u56db\u4e2a\u57fa\u51c6\u4e0a\u90fd\u6700\u4f73&#xff0c;\u5c06\u5e73\u5747\u5206\u6bd4\u51bb\u7ed3\u521d\u59cb\u7cfb\u7edf\u63d0\u9ad8 10.9 \u5206\u3002\u6536\u76ca\u4e0d\u662f\u7531\u4e00\u4e2a\u7b97\u5b50\u627f\u8f7d&#xff1a;Data-RSI\u3001Harness-RSI \u548c Model-RSI \u5355\u72ec\u8fd0\u884c\u65f6\u5206\u522b\u5c06\u51bb\u7ed3\u7cfb\u7edf\u63d0\u9ad8 2.8\u30016.6 \u548c 3.9 \u5e73\u5747\u5206&#xff0c;Harness-RSI \u662f\u6700\u5f3a\u5355\u4e00\u7b97\u5b50&#xff0c;\u4f46\u8c03\u5ea6\u7ec4\u5408\u5728\u5176\u4e0a\u518d\u589e\u52a0 4.3 \u5206\u3002\u5b8c\u6574\u7cfb\u7edf\u4e5f\u51fb\u8d25\u4e24\u4e2a\u7ec4\u5408\u57fa\u7ebf&#xff0c;\u624b\u5de5\u56fa\u5b9a D\u2192M\u2192H \u6d41\u6c34\u7ebf\u548c\u9759\u6001\u8def\u7531\u5668&#xff0c;\u4e24\u8005\u5728 &#043;7.3 \u6301\u5e73&#xff0c;\u9886\u5148 3.6 \u5206&#xff0c;\u5c3d\u7ba1\u4e09\u8005\u90fd\u5728\u76f8\u540c\u8bc1\u636e\u4e0a\u7ec4\u5408\u76f8\u540c\u4e09\u4e2a\u7b97\u5b50&#xff0c;\u4ec5\u5728\u8c01\u51b3\u5b9a\u987a\u5e8f\u4e0a\u4e0d\u540c\u3002\u56e0\u6b64\u8c03\u5ea6\u7ec4\u5408\u4e0d\u662f\u7c3f\u8bb0&#xff1a;\u8c03\u5ea6\u7b56\u7565\u672c\u8eab\u662f\u627f\u91cd\u7ec4\u4ef6\u3002\u6536\u76ca\u5728\u95ed\u5f0f\u5957\u4ef6\u4e0a\u6700\u5927&#xff0c;AIME &#043;13.3 \u548c GPQA-D-hard100 &#043;12.6&#xff0c;\u5728\u53ef\u6267\u884c\u57fa\u51c6\u4e0a\u4ecd\u7136\u53ef\u89c2&#xff0c;Terminal-Bench 2.1 &#043;8.3 \u548c SWE-bench Pro &#043;9.2&#xff0c;\u5176\u4e2d\u89e3\u51b3\u7387\u4ece 10.3 \u51e0\u4e4e\u7ffb\u500d\u5230 19.5\u3002\u6bcf\u4e2a\u6536\u76ca\u90fd\u7531\u76ee\u6807\u6a21\u578b\u6539\u8fdb\u81ea\u8eab\u4ea7\u751f&#xff1a;\u6ca1\u6709\u5916\u90e8\u6a21\u578b\u63d0\u8bae\u3001\u5408\u6210\u3001\u8bc4\u5224\u6216\u8c03\u5ea6&#xff0c;\u552f\u4e00\u5916\u90e8\u4fe1\u53f7\u662f\u73af\u5883\u81ea\u5df1\u7684\u9a8c\u8bc1\u5668\u3002\u4e00\u4e2a 3B \u6d3b\u8dc3\u6a21\u578b\u5b8c\u5168\u65e0\u6559\u5e08\u8fd0\u884c&#xff0c;\u8db3\u4ee5\u5728\u53ef\u6267\u884c\u548c\u95ed\u5f0f\u9886\u57df\u9a71\u52a8\u4e24\u4f4d\u6570\u5e73\u5747\u81ea\u6211\u6539\u8fdb\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"804\" src=\"2026-09-16kmz3ycg4q5k.png\" width=\"1538\" \/><\/p>\n<p>\u56fe 9(a) \u7ed8\u5236\u6bcf\u4e2a\u6761\u4ef6\u7684\u5e73\u5747\u6536\u76ca\u3002\u4e09\u4e2a\u5355\u4e00\u7b97\u5b50\u8de8\u5ea6 3.8 \u5206&#xff1b;\u4e24\u4e2a\u6700\u5f3a\u7ec4\u5408\u57fa\u7ebf\u4f7f\u7528\u6240\u6709\u4e09\u4e2a\u7b97\u5b50&#xff0c;\u5f7c\u6b64\u6301\u5e73\u5728 &#043;7.3&#xff0c;\u4f46\u5b8c\u6574\u7cfb\u7edf\u9ad8\u51fa 3.6 \u5206\u3002\u56e0\u6b64\u7ec4\u5408\u5dee\u8ddd\u4e0d\u53ef\u5f52\u56e0\u4e8e\u5faa\u73af\u4e2d\u6709\u66f4\u591a\u7b97\u5b50\u3002\u5b83\u53ef\u5f52\u56e0\u4e8e\u8c01\u51b3\u5b9a\u987a\u5e8f\u3002<\/p>\n<p>\u56fe 9(b) \u6309\u57fa\u51c6\u5206\u89e3\u6536\u76ca\u3002\u7b97\u5b50\u6392\u540d\u8de8\u9886\u57df\u4e0d\u7a33\u5b9a&#xff1a;Harness-RSI \u5728\u95ed\u5f0f\u5957\u4ef6\u4e0a\u9886\u5148&#xff0c;\u800c\u4e09\u8005\u5728 Terminal-Bench 2.1 \u548c SWE-bench Pro \u4e0a\u66f4\u63a5\u8fd1&#xff0c;\u6ca1\u6709\u5355\u4e00\u7b97\u5b50\u5904\u5904\u5360\u4f18\u3002\u5b8c\u6574\u7cfb\u7edf\u5728\u6bcf\u4e2a\u57fa\u51c6\u4e0a\u8d85\u8fc7\u6700\u4f73\u5355\u4e00\u7b97\u5b50 2.5 \u5230 5.0 \u5206&#xff0c;\u786e\u8ba4\u7b97\u5b50\u643a\u5e26\u4e92\u8865\u4fe1\u53f7\u800c\u975e\u5197\u4f59\u3002\u6309\u57fa\u51c6\u7c7b\u578b\u5e73\u5747&#xff0c;MetaRSI-v1 \u5728\u53ef\u6267\u884c\u5957\u4ef6\u4e0a\u589e\u52a0 &#043;8.8&#xff0c;\u5728\u95ed\u5f0f\u5957\u4ef6\u4e0a &#043;13.0&#xff0c;\u56e0\u6b64\u7ec4\u5408\u6548\u5e94\u8de8\u9a8c\u8bc1\u683c\u5f0f\u6cdb\u5316\u3002<\/p>\n<h4>5.3. \u811a\u624b\u67b6\u8def\u7ebf\u4e0b\u7684\u524d\u6cbf\u6a21\u578b<\/h4>\n<p>\u4ee5\u4e0a\u6240\u6709\u6539\u8fdb\u7684\u662f\u6743\u91cd\u53ef\u7531\u6211\u4eec\u5199\u5165\u7684\u6a21\u578b\u3002\u811a\u624b\u67b6\u8def\u7ebf\u58f0\u79f0\u4e3b\u8981\u7ed3\u679c\u65e0\u6cd5\u663e\u793a\u7684\u4e1c\u897f&#xff1a;\u56e0\u4e3a Harness-RSI \u53ea\u7f16\u8f91\u6267\u884c\u811a\u624b\u67b6&#xff0c;\u5faa\u73af\u8fd0\u884c\u5728\u53ea\u80fd\u901a\u8fc7\u63a5\u53e3\u89e6\u53ca\u7684\u6a21\u578b\u4e0a&#xff0c;\u8fd9\u662f\u6bcf\u4e2a\u524d\u6cbf\u6a21\u578b\u7684\u60c5\u51b5\u3002\u56fe 10 \u5c06\u5f53\u524d\u6700\u5f3a\u6a21\u578b\u653e\u5165\u5faa\u73af&#xff0c;\u5e76\u6d4b\u91cf\u5b83\u4eec\u901a\u8fc7\u5faa\u73af\u6539\u8fdb\u81ea\u8eab\u83b7\u5f97\u4ec0\u4e48\u3002<\/p>\n<p>\u8bbe\u7f6e\u4e0e\u672c\u6587\u5176\u4ed6\u5730\u65b9\u76f8\u540c\u7684\u95ed\u73af&#xff0c;\u503c\u5f97\u660e\u786e\u5176\u542b\u4e49\u3002\u6bcf\u4e2a\u524d\u6cbf\u6a21\u578b\u662f\u81ea\u5df1\u7684\u63d0\u8bae\u8005\u3001\u81ea\u5df1\u7684\u5408\u6210\u8005\u548c\u81ea\u5df1\u7684\u8bc4\u5224\u8005&#xff1b;MetaRSI-v1 \u4e0d\u662f\u4ece\u90e8\u7f72\u6a21\u578b\u643a\u5e26\u5e76\u91cd\u65b0\u5e94\u7528&#xff0c;\u5faa\u73af\u4e2d\u6ca1\u6709\u5176\u4ed6\u6a21\u578b\u3002Model-RSI \u6309\u6784\u9020\u4e0d\u53ef\u7528&#xff0c;\u56e0\u6b64\u53ef\u91c7\u7eb3\u96c6\u574d\u7f29\u4e3a {D, H}&#xff0c;\u6709\u4e24\u4e2a\u8f6c\u79fb D\u2192H \u548c H\u2192D&#xff0c;RSI\u00b2 Agent-v1 \u5728\u5176\u4e2d\u8c03\u5ea6\u3002\u8fd9\u4e5f\u662f\u6ca1\u6709\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd\u7684\u5b9e\u8df5\u8005\u4f1a\u8fd0\u884c\u7684\u72b6\u51b5\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"678\" src=\"2026-09-16zzh2fjpnsj1.png\" width=\"1516\" \/><\/p>\n<p>\u524d\u6cbf\u6bd4\u8f83\u5728 Terminal-Bench 2.1 \u4e0a\u5448\u73b0&#xff0c;\u8fd9\u662f\u53c2\u8003\u6267\u884c\u811a\u624b\u67b6\u5728\u4e00\u79cd\u5b9e\u73b0\u4e0b\u4e3a\u6240\u6709\u516d\u4e2a\u6a21\u578b\u4ea7\u751f\u9690\u85cf\u9a8c\u8bc1\u8fd0\u884c\u7684\u53ef\u6267\u884c\u57fa\u51c6\u3002AIME \u5bf9\u524d\u6cbf\u6a21\u578b\u9971\u548c\u4e14\u65e0\u4f59\u91cf&#xff1b;SWE-bench Pro \u89e3\u51b3\u7387\u5bf9\u811a\u624b\u67b6\u9ad8\u5ea6\u654f\u611f&#xff0c;\u56e0\u6b64\u90a3\u91cc\u6ca1\u6709\u5e72\u51c0\u7684\u8de8\u6a21\u578b\u6bd4\u8f83&#xff1b;GPQA-D-hard100 \u5728\u9000\u5316\u4ec5\u63d0\u793a\u914d\u7f6e\u4e0b\u8fd0\u884c&#xff0c;\u4e0d\u953b\u70bc\u667a\u80fd\u4f53\u8def\u7ebf&#xff0c;\u5bf9\u6b64\u6bd4\u8f83\u8d21\u732e\u751a\u5fae\u3002<\/p>\n<p>\u6709\u8da3\u7684\u95ee\u9898\u662f\u6536\u76ca\u662f\u5426\u7ecf\u5f97\u8d77\u76ee\u6807\u5f3a\u5ea6\u3002\u5e2e\u52a9\u4e2d\u578b\u5f00\u653e\u6743\u91cd\u6a21\u578b\u7684\u811a\u624b\u67b6\u7f16\u8f91\u53ef\u80fd\u5728\u4fee\u590d\u524d\u6cbf\u6a21\u578b\u6ca1\u6709\u7684\u7f3a\u9677&#xff0c;\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u8fd9\u4e9b\u6761\u4f1a\u53d8\u5e73&#xff0c;\u811a\u624b\u67b6\u8def\u7ebf\u662f\u5c0f\u6a21\u578b\u6280\u672f\u3002\u56fe 10 \u5728 Terminal-Bench 2.1 \u53c2\u8003\u6267\u884c\u811a\u624b\u67b6\u4e0b\u56de\u7b54&#xff1a;\u6240\u6709\u516d\u4e2a\u524d\u6cbf\u6a21\u578b\u90fd\u6539\u8fdb\u81ea\u8eab&#xff0c;\u6536\u76ca\u4ece &#043;5.6&#xff08;GLM-5.2&#xff09;\u5230 &#043;9.2&#xff08;Gemini 3.1 Pro&#xff09;&#xff0c;\u5747\u503c &#043;7.3 \u5206\u3002\u57fa\u7ebf\u5df2\u7ecf\u5f88\u9ad8&#xff0c;GPT-5.6 Sol 83.4 \u548c Claude Opus 5 84.5&#xff0c;\u56e0\u6b64\u6536\u76ca\u662f\u9488\u5bf9\u5f3a\u811a\u624b\u67b6\u800c\u975e\u5f31\u811a\u624b\u67b6\u6d4b\u91cf\u7684\u3002\u524d\u6cbf\u6a21\u578b\u4e0a\u7684\u5e73\u5747\u6536\u76ca &#043;7.3 \u4e0e\u540c\u4e00\u57fa\u51c6\u4e0a 35B \u76ee\u6807\u7684\u6536\u76ca &#043;8.3 \u76f8\u5f53&#xff0c;\u8fd9\u8868\u660e\u811a\u624b\u67b6\u8def\u7ebf\u4e0d\u662f\u5728\u4fee\u590d\u5c0f\u6a21\u578b\u7279\u6709\u7684\u7f3a\u9677&#xff1a;\u524d\u6cbf\u6a21\u578b\u4e5f\u7559\u4e0b\u6750\u6599\u6027\u6536\u76ca&#xff0c;\u81ea\u5bfc\u5411\u5faa\u73af\u53ef\u5728\u65e0\u6743\u91cd\u66f4\u65b0\u3001\u65e0\u5916\u90e8\u6559\u5e08\u7684\u60c5\u51b5\u4e0b\u6062\u590d\u3002<\/p>\n<h4>5.4. \u6539\u8fdb\u6539\u8fdb\u8005<\/h4>\n<p>\u8868 3 \u548c\u56fe 10 \u90fd\u6d4b\u91cf\u4e00\u4e2a\u9879\u3002\u4f7f\u5143\u5c42\u503c\u5f97\u5355\u72ec\u9884\u7b97\u7684\u662f\u53e6\u4e00\u4e2a\u4e3b\u5f20&#xff1a;\u53d1\u5e03\u7684\u540e\u7ee7\u662f\u66f4\u597d\u7684\u6539\u8fdb\u8005&#xff0c;\u800c\u4e0d\u4ec5\u662f\u66f4\u597d\u7684\u7cfb\u7edf\u3002\u9879 1 \u5728\u00a0S0\u200b\u00a0\u4e0a\u8fd0\u884c\u4e00\u4e2a\u6539\u8fdb\u8005\u5e76\u53d1\u5e03\u00a0S1\u200b\u3002\u9879 2 \u5206\u53c9\u8be5\u53d1\u5e03\u3002\u4e00\u4e2a\u5206\u652f\u7528\u539f\u59cb\u6539\u8fdb\u8005\u518d\u6b21\u6539\u8fdb\u00a0S1\u200b&#xff1b;\u53e6\u4e00\u4e2a\u7528\u5143\u5c42\u6b64\u540e\u91cd\u5199\u7684\u6539\u8fdb\u8005\u5728\u76f8\u540c\u9884\u7b97\u548c\u76f8\u540c\u5bc6\u5c01\u5206\u5272\u4e0b\u6539\u8fdb\u540c\u4e00\u00a0S1\u200b&#xff0c;\u56e0\u6b64\u5206\u652f\u95f4\u552f\u4e00\u533a\u522b\u662f\u54ea\u4e2a\u6539\u8fdb\u8005\u8fd0\u884c\u3002<\/p>\n<p>\u56fe 11(c) \u7ed9\u51fa\u7b54\u6848\u3002\u5143\u66f4\u65b0\u6539\u8fdb\u8005\u589e\u52a0 7.2 \u5e73\u5747\u5206&#xff0c;\u800c\u539f\u59cb\u589e\u52a0 4.9&#xff1a;\u5728\u4e00\u4e2a\u7cfb\u7edf\u3001\u4e00\u4e2a\u9884\u7b97\u4e0b\u4f18\u52bf 2.3 \u5206\u3002\u4f18\u52bf\u968f\u9886\u57df\u5141\u8bb8\u7684\u6536\u76ca\u7f29\u653e&#xff0c;Terminal-Bench 2.1 \u4e0a &#043;1.6&#xff0c;SWE-bench Pro \u4e0a &#043;1.7&#xff0c;GPQA-D-hard100 \u4e0a &#043;2.6&#xff0c;AIME \u4e0a &#043;3.3&#xff0c;\u56db\u8005\u7684\u6392\u540d\u5728\u4e24\u4e2a\u6539\u8fdb\u8005\u4e0b\u76f8\u540c\u3002\u5143\u66f4\u65b0\u6539\u53d8\u7684\u662f\u6b65\u957f\u5927\u5c0f&#xff0c;\u800c\u975e\u6539\u8fdb\u8005\u770b\u5411\u54ea\u91cc\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"844\" src=\"2026-09-16tdqru5hytkm.png\" width=\"1560\" \/><\/p>\n<p>\u4e94\u4e2a\u8fde\u7eed\u9879\u6269\u5c55\u8fd9\u4e00\u70b9\u3002\u56fe 11(a) \u7ed8\u5236\u4e24\u4e2a\u8def\u5f84\u7684\u7d2f\u79ef\u6536\u76ca&#xff1a;\u5143\u8def\u5f84\u8fbe\u5230 &#043;26.2 \u5e73\u5747\u5206&#xff0c;\u800c\u53e6\u4e00\u8def\u5f84 &#043;20.7&#xff0c;\u5dee\u8ddd\u6bcf\u4e2a\u9879\u6269\u5927&#xff0c;\u5230\u9879 5 \u4e3a &#043;5.5\u3002\u56fe 11(b) \u5c06\u76f8\u540c\u8fd0\u884c\u7ed8\u5236\u4e3a\u6bcf\u9879\u6536\u76ca&#xff0c;\u8fd9\u662f\u81ea\u6211\u6539\u8fdb\u5f62\u72b6\u53ef\u89c1\u4e4b\u5904\u3002\u4e24\u4e2a\u8def\u5f84\u90fd\u8870\u51cf\u3002\u65e0\u5143\u66f4\u65b0&#xff0c;\u6bcf\u9879\u6536\u76ca\u4ece\u9879 2 \u7684 &#043;4.9 \u964d\u81f3\u9879 5 \u7684 &#043;0.7&#xff1b;\u6709\u5b83&#xff0c;\u4ece &#043;7.2 \u964d\u81f3 &#043;1.4&#xff0c;\u56e0\u6b64\u5143\u8def\u5f84\u5728\u9879 5 \u4ecd\u652f\u4ed8\u53e6\u4e00\u8def\u5f84\u7684\u4e24\u500d\u3002\u9879 2 \u5230 5 \u5e73\u5747\u4e3a\u6bcf\u9879 &#043;3.8 \u5bf9 &#043;2.5\u3002\u5e73\u53f0\u671f&#xff0c;\u5373\u8def\u5f84\u505c\u6b62\u56de\u62a5\u8d85\u8fc7\u4e00\u70b9\u4e94\u7684\u9879&#xff0c;\u65e0\u5143\u66f4\u65b0\u5728\u9879 4 \u5230\u8fbe&#xff0c;\u6709\u5143\u66f4\u65b0\u5728\u9879 5 \u5230\u8fbe\u3002<\/p>\n<p>\u8868 4 \u62a5\u544a\u4e94\u4e2a\u9879\u663e\u793a\u800c\u5355\u9879\u4e0d\u80fd\u663e\u793a\u7684\u5185\u5bb9\u3002\u590d\u5408\u662f\u5934\u6761&#xff0c;\u5176\u4e0b\u4e24\u4e2a\u5faa\u73af\u8d28\u91cf\u6d4b\u91cf\u662f\u673a\u5236&#xff1a;\u5143\u8def\u5f84\u5c06 68% \u7684\u7b97\u5b50\u7b56\u7565\u7f16\u8f91\u5e26\u5165\u4e0b\u4e00\u9879&#xff0c;\u800c\u53e6\u4e00\u8def\u5f84 38%&#xff1b;\u5176\u8c03\u5ea6\u5668\u5728\u684c\u9762\u4e0a\u7559\u4e0b 8.2% \u7684\u53ef\u8fbe\u6536\u76ca&#xff0c;\u800c\u53e6\u4e00\u8def\u5f84 16.5%\u3002\u5b83\u8fd8\u4fdd\u6301\u5148\u524d\u83b7\u5f97\u7684\u80fd\u529b&#xff0c;\u53e6\u4e00\u8def\u5f84\u5728\u9879 5 \u5728 GPQA-D-hard100 \u4e0a\u56de\u5410 0.2 \u5206&#xff0c;\u8fd9\u662f\u516c\u5f0f (5) \u7684\u56de\u5f52\u9879\u5728\u8bb0\u5f55\u3002\u5408\u8d77\u6765\u8bfb&#xff0c;\u5143\u66f4\u65b0\u4e70\u5230\u66f4\u665a\u7684\u5e73\u53f0\u671f\u548c\u66f4\u9ad8\u7684\u5929\u82b1\u677f\u3002\u8870\u51cf\u672c\u8eab\u662f\u5faa\u73af\u5728\u56fa\u5b9a\u57fa\u5e95\u4e0a\u62bd\u53d6\u6240\u505a\u7684&#xff0c;\u5b9a\u5f8b 5 \u662f\u5176\u5f52\u5c5e\u3002<\/p>\n<p>\u524d\u6cbf\u8230\u961f\u4ee5\u540c\u6837\u65b9\u5f0f\u590d\u5408\u3002\u56fe 12 \u5728\u56fe 10 \u7684\u516d\u4e2a\u6a21\u578b\u4e0a\u518d\u8fd0\u884c {D, H} \u5faa\u73af\u4e24\u4e2a\u9879&#xff0c;\u6bcf\u4e2a\u6a21\u578b\u4e00\u4e2a\u6539\u8fdb\u8005&#xff0c;\u6bcf\u4e2a\u5e2d\u4f4d\u4ecd\u5728\u6a21\u578b\u672c\u8eab\u4e0a\u3002\u6240\u6709\u516d\u4e2a\u6301\u7eed\u589e\u76ca&#xff1a;\u5747\u503c\u9879 1 &#043;7.3\u3001\u9879 2 &#043;2.8\u3001\u9879 3 &#043;1.2&#xff0c;\u7d2f\u79ef &#043;11.3&#xff0c;\u8230\u961f\u5747\u503c\u4ece 80.0 \u5347\u81f3 91.3&#xff0c;\u524d\u56db\u540d\u6700\u7ec8\u5728 93.6 \u5230 94.7 \u4e4b\u95f4\u76f8\u5dee 1.1 \u5206\u4ee5\u5185\u3002\u51b3\u5b9a\u901f\u7387\u7684\u662f\u4f59\u91cf\u800c\u975e\u6a21\u578b\u5f3a\u5ea6&#xff1a;\u4e24\u4e2a\u6700\u4f4e\u57fa\u7ebf Gemini 3.1 Pro 66.3 \u548c GLM-5.2 78.4&#xff0c;\u5728\u9879 2 \u4fdd\u6301\u9879 1 \u6536\u76ca\u7684 43% \u548c 63%&#xff0c;\u800c\u5b83\u4eec\u4e4b\u4e0a\u7684\u56db\u4e2a\u4fdd\u6301 26% \u5230 39%&#xff0c;\u4e24\u4e2a\u91cf\u5728 Spearman \u03c1 &#061; -0.84 \u5904\u4e00\u8d77\u6392\u540d\u3002\u56e0\u6b64\u811a\u624b\u67b6\u8def\u7ebf\u4e5f\u4ece\u524d\u6cbf\u6a21\u578b\u590d\u5408&#xff0c;\u901f\u7387\u7531\u811a\u624b\u67b6\u8fd8\u6709\u591a\u5c11\u503c\u5f97\u7f16\u8f91\u51b3\u5b9a\u3002<\/p>\n<h3>6. \u8ba8\u8bba<\/h3>\n<p>\u7b2c 1 \u8282\u8bba\u8bc1\u81ea\u6211\u6539\u8fdb\u5e94\u4f5c\u7528\u7684\u5bf9\u8c61\u662f\u5c06\u7b97\u529b\u8f6c\u5316\u4e3a\u5df2\u90e8\u7f72\u6a21\u578b\u7684\u4eba\u7c7b\u52b3\u52a8&#xff0c;\u800c\u5f53\u524d\u7cfb\u7edf\u81ea\u52a8\u5316\u5176\u4e2d\u6700\u4f4e\u5ec9\u7684\u5207\u7247\u3002\u672c\u8282\u56de\u5230\u8be5\u4e3b\u5f20\u5e76\u95ee\u6846\u67b6\u5b9e\u9645\u4e70\u5230\u4ec0\u4e48&#xff1a;\u9996\u5148\u5bf9\u4e00\u4e2a\u90e8\u7f72&#xff08;\u7b2c 6.1 \u8282&#xff09;&#xff0c;\u7136\u540e\u5bf9\u4e09\u4e2a\u7b97\u5b50\u5f62\u6210\u7684\u95ed\u73af\u53cd\u9988\u56de\u8def\u548c\u901a\u8fc7\u5b83\u7684\u4e24\u6761\u8def\u7ebf&#xff08;\u7b2c 6.3 \u8282&#xff09;&#xff0c;\u7136\u540e\u8de8\u79d1\u5b66\u9886\u57df&#xff08;\u7b2c 6.4 \u8282&#xff09;&#xff0c;\u6700\u540e\u5728\u5faa\u73af\u505c\u6b62\u662f\u6570\u5b57\u7684\u5e76\u5f00\u59cb\u89e6\u53ca\u4eea\u5668\u7684\u8fb9\u754c&#xff08;\u7b2c 6.5 \u8282&#xff09;\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"488\" src=\"2026-09-162wd202y4g2k.png\" width=\"1512\" \/><\/p>\n<h4>6.1. \u7ec4\u5408\u4e70\u5230\u4ec0\u4e48<\/h4>\n<p>\u5f53\u6539\u8fdb\u88ab\u8868\u8fbe\u4e3a\u7c7b\u578b\u5316\u7b97\u5b50\u7684\u8c03\u5ea6\u7ec4\u5408\u800c\u975e\u56f4\u7ed5\u4e00\u4e2a\u53ef\u7f16\u8f91\u8868\u9762\u7684\u5faa\u73af\u65f6&#xff0c;\u4e09\u4ef6\u4e8b\u6539\u53d8&#xff0c;\u6bcf\u4ef6\u5bf9\u5e94\u7b2c 1 \u8282\u8bc6\u522b\u7684\u4e09\u4e2a\u673a\u5236\u4e4b\u4e00\u3002\u5bf9\u6297\u8bef\u5f52\u56e0\u00a0\u5355\u8868\u9762\u7b97\u5b50\u7684\u8bca\u65ad\u53d7\u5176\u5199\u8bbf\u95ee\u7ea6\u675f&#xff1b;\u5728\u5faa\u73af\u5185\u6838\u4e0b\u5b83\u53d7\u8bc1\u636e\u7ea6\u675f&#xff0c;\u56e0\u4e3a\u516c\u5f0f (10) \u7684\u5931\u8d25\u7b7e\u540d\u5728\u4efb\u4f55\u7b97\u5b50\u770b\u5230\u5b83\u4e4b\u524d\u5df2\u63a5\u5730&#xff0c;\u4e14\u5176\u8bcd\u6c47\u88ab\u6240\u6709\u4e09\u8005\u8bfb\u53d6\u3002\u56e0\u6b64\u7f3a\u5931\u7a0b\u5e8f\u4e60\u60ef\u8def\u7531\u5230\u811a\u624b\u67b6&#xff0c;\u7f3a\u5931\u77e5\u8bc6\u8def\u7531\u5230\u6570\u636e\u548c\u6743\u91cd&#xff0c;\u5728\u5171\u4eab\u5bf9\u8c61\u4e0a\u6ca1\u6709\u7b97\u5b50\u80fd\u4e3a\u81ea\u5df1\u5229\u76ca\u91cd\u5199\u5b83\u3002\u516c\u5f0f (11) \u7684\u5b66\u4e60\u7b7e\u540d\u5728\u6570\u636e\u4fa7\u9510\u5316\u8fd9\u4e00\u70b9&#xff1a;\u53ea\u6709\u8f68\u8ff9\u4ece\u672a\u5c55\u793a\u7684\u80fd\u529b\u624d\u8bc1\u660e\u82b1\u8d39\u5916\u90e8\u76d1\u7763\u5408\u7406\u3002\u5bf9\u6297\u4e0d\u53ef\u7ec4\u5408\u6027\u00a0\u7b2c 1 \u8282\u5de5\u7a0b\u5e08\u7684\u7b54\u6848&#xff08;\u6dfb\u52a0\u89c4\u5219\u3001\u6536\u96c6\u7ea0\u6b63\u884c\u4e3a\u3001\u5185\u5316\u5b83\u3001\u5220\u9664\u89c4\u5219&#xff09;\u662f\u56fe 8 \u7684\u8def\u5f84 H\u2192D\u2192M\u2192H&#xff0c;\u6bcf\u4e2a\u7bad\u5934\u662f\u7c7b\u578b\u5316\u9002\u914d\u5668\u3002\u6846\u67b6\u6dfb\u52a0\u7684\u662f\u8be5\u8def\u5f84\u53ef\u88ab\u8a00\u8bf4&#xff1a;\u8c03\u5ea6\u5668\u53ef\u63d0\u8bae\u5b83&#xff0c;\u7c7b\u578b\u68c0\u67e5\u53ef\u63a5\u53d7\u5b83&#xff0c;\u5176\u6700\u540e\u4e00\u6b65\u53ef\u91cd\u653e\u548c\u56de\u9000&#xff0c;\u5982\u679c\u5220\u9664\u88ab\u8bc1\u660e\u635f\u5931\u51c6\u786e\u7387\u3002\u5bf9\u6297\u6700\u5ec9\u4ef7\u5236\u5ea6\u4e2d\u7684\u6d4b\u91cf\u00a0\u6846\u67b6\u8981\u6c42\u67d0\u79cd\u4fdd\u771f\u5ea6\u7684\u9a8c\u8bc1\u5668&#xff0c;\u52a0\u4e0a\u7b2c 4.7 \u8282\u7684\u4e09\u79cd\u5206\u79bb&#xff0c;\u8fd9\u4e9b\u662f\u8ba9\u5faa\u73af\u5728\u9a8c\u8bc1\u5668\u5f31\u65f6\u88ab\u4fe1\u4efb\u7684\u539f\u56e0&#xff1a;\u5b83\u4eec\u9632\u6b62\u5faa\u73af\u6539\u8fdb\u81ea\u5df1\u7684\u6210\u529f\u5b9a\u4e49\u3002\u56e0\u6b64\u6709\u90e8\u5206\u9a8c\u8bc1\u5668\u7684\u9886\u57df\u662f\u540c\u4e00\u95ee\u9898\u7684\u66f4\u96be\u5b9e\u4f8b\u800c\u975e\u4e0d\u540c\u95ee\u9898&#xff0c;Data-RSI \u63d0\u4f9b\u6b64\u7c7b\u9886\u57df\u989d\u5916\u9700\u8981\u7684\u4e1c\u897f&#xff0c;\u5373\u5916\u90e8\u76d1\u7763\u5b9e\u9645\u9700\u8981\u4f55\u5904\u7684\u6709\u754c\u9648\u8ff0&#xff08;\u7b2c 6.4 \u8282&#xff09;\u3002<\/p>\n<h4>6.2. \u653e\u5927\u5668\u4e0d\u662f\u6765\u6e90<\/h4>\n<p>\u4e09\u4e2a\u7b97\u5b50\u7684\u7ec4\u5408\u6709\u56fa\u5b9a\u4e0a\u754c\u3002Data-RSI \u4f7f\u6a21\u578b\u8f68\u8ff9\u4e2d\u6f5c\u5728\u7684\u80fd\u529b\u663e\u5f0f\u5316&#xff1b;Model-RSI \u5c06\u8be5\u80fd\u529b\u56fa\u5b9a\u5728\u53c2\u6570\u4e2d&#xff1b;Harness-RSI \u4f7f\u5176\u5728\u63a8\u7406\u65f6\u65e0\u9700\u8bad\u7ec3\u5373\u53ef\u7528\u3002\u6bcf\u4e2a\u90fd\u91cd\u65b0\u5206\u914d\u6a21\u578b\u5df2\u6301\u6709\u7684\u80fd\u529b\u3002\u4e3a\u6a21\u578b\u4ece\u672a\u5c55\u793a\u7684\u80fd\u529b\u5408\u6210\u7684\u8bb0\u5f55\u7531\u540c\u4e00\u7f3a\u4e4f\u5b83\u7684\u6a21\u578b\u7f16\u5199&#xff08;\u7b2c 4.2.1 \u8282&#xff09;&#xff0c;\u56e0\u6b64\u5faa\u73af\u4e0d\u80fd\u5f15\u5bfc\u5b83\u4e0d\u5305\u542b\u7684\u77e5\u8bc6\u3002\u4ec5\u7531\u8fd9\u4e9b\u7b97\u5b50\u7ec4\u6210\u7684\u7cfb\u7edf\u662f\u95ed\u73af\u653e\u5927\u5668&#xff0c;\u5176\u5929\u82b1\u677f\u662f\u5df2\u5b58\u5728\u4e4b\u7269\u7684\u6700\u4f73\u6392\u5217\u3002<\/p>\n<p>\u6bcf\u4e2a\u771f\u5b9e\u589e\u76ca\u90fd\u9700\u8981\u6e90\u81ea\u5faa\u73af\u5916\u90e8\u7684\u4fe1\u606f\u3002\u6846\u67b6\u901a\u8fc7\u5b66\u4e60\u4fe1\u53f7\u63a5\u7eb3\u6b64\u7c7b\u4fe1\u606f&#xff0c;\u5b66\u4e60\u4fe1\u53f7\u7531\u5176\u5faa\u73af\u4e2d\u7684\u4f4d\u7f6e\u5b9a\u4e49\u4e14\u5bf9\u5176\u6765\u6e90\u4e0d\u65bd\u52a0\u9650\u5236&#xff08;\u7b2c 3 \u8282&#xff09;\u3002\u9a8c\u8bc1\u5668\u7684\u88c1\u51b3\u3001\u68c0\u7d22\u7684\u6587\u6863\u3001\u7b56\u5c55\u8bed\u6599\u5e93\u3001\u4eea\u5668\u8bfb\u6570&#xff0c;\u4ee5\u53ca\u59d4\u6258\u7684\u4e13\u5bb6\u7b14\u8bb0&#xff0c;\u4ee5\u540c\u7b49\u6761\u4ef6\u8fdb\u5165\u3002\u4eba\u7c7b\u76d1\u7763\u5360\u636e\u76f8\u540c\u5730\u4f4d&#xff1a;\u636e\u8bf4\u81ea\u6211\u6539\u8fdb\u6240\u53d6\u4ee3\u7684\u52b3\u52a8&#xff0c;\u5728\u6b64\u6838\u7b97\u4e2d\u662f\u4e00\u79cd\u4fe1\u606f\u6e90&#xff0c;\u4e3b\u8981\u533a\u522b\u5728\u5176\u6210\u672c\u3002<\/p>\n<p>Data-RSI \u6cbb\u7406\u8be5\u6210\u672c\u7684\u652f\u51fa\u3002\u5176\u5b66\u4e60\u7b7e\u540d\u5b9a\u4f4d\u6a21\u578b\u6301\u6709\u80fd\u529b\u4e0e\u8f68\u8ff9\u4ece\u672a\u5c55\u793a\u80fd\u529b\u4e4b\u95f4\u7684\u8fb9\u754c&#xff0c;\u5c06\u8be5\u8fb9\u754c\u8f6c\u5316\u4e3a\u5bf9\u5faa\u73af\u65e0\u6cd5\u751f\u6210\u7684\u7279\u5b9a\u4fe1\u606f\u7684\u6709\u754c\u8bf7\u6c42\u3002\u5916\u90e8\u76d1\u7763\u5206\u914d\u7ed9\u771f\u5b9e\u7f3a\u9677&#xff0c;\u8be5\u5206\u914d\u7684\u91cf\u4f5c\u4e3a\u6d4b\u91cf\u91cf\u62a5\u544a\u3002\u5177\u6709\u6b64\u7c7b\u6444\u5165\u7684\u653e\u5927\u5668\u6709\u5f00\u653e\u8fb9\u754c&#xff1a;\u5b83\u7eb3\u5165\u5b83\u4e0d\u5305\u542b\u7684\u4e1c\u897f&#xff0c;\u5e76\u8bf4\u660e\u5b83\u5fc5\u987b\u6dfb\u52a0\u591a\u5c11\u3002<\/p>\n<h4>6.3. \u901a\u8fc7\u5faa\u73af\u7684\u4e24\u6761\u8def\u7ebf<\/h4>\n<p>\u6846\u67b6\u5728\u6210\u4e3a\u4e00\u7ec4\u8def\u7ebf\u4e4b\u524d\u662f\u4e00\u4e2a\u5faa\u73af&#xff0c;\u800c\u5faa\u73af\u662f\u4f7f\u5176\u590d\u5408\u7684\u539f\u56e0\u3002Data-RSI \u8bfb\u53d6\u5df2\u90e8\u7f72\u7cfb\u7edf\u80fd\u529b\u7684\u7f16\u8bd1\u6d4b\u91cf&#xff1a;\u5b83\u6301\u6709\u3001\u8bef\u7528\u6216\u7f3a\u4e4f\u7684\u80fd\u529b\u3002Harness-RSI \u548c Model-RSI \u6d88\u8d39\u8be5\u6d4b\u91cf\u5e76\u6539\u53d8\u7cfb\u7edf\u3002\u6539\u53d8\u540e\u7684\u7cfb\u7edf\u7136\u540e\u91cd\u65b0\u8fdb\u5165 Data-RSI&#xff1a;\u56fe 8 \u7684 H\u2192D \u8fb9\u5728\u65b0\u811a\u624b\u67b6\u4e0b\u91cd\u65b0\u8bc4\u5206\u4fe1\u53f7&#xff0c;M\u2192D \u8fb9\u5728\u65b0\u6743\u91cd\u4e0b\u91cd\u65b0\u63a2\u6d4b\u8fb9\u754c&#xff0c;\u56e0\u6b64\u4e0b\u4e00\u6b21\u6d4b\u91cf\u53d6\u81ea\u4e00\u4e2a\u5df2\u79fb\u52a8\u7684\u7cfb\u7edf\u3002\u5faa\u73af\u7684\u6bcf\u4e00\u8f6e\u7f29\u653e\u4e0b\u4e00\u8f6e\u80fd\u53d1\u73b0\u5e76\u538b\u51fa\u7684\u80fd\u529b&#xff0c;\u8fd9\u662f\u6846\u67b6\u6539\u8fdb\u673a\u5236\u800c\u975e\u6a21\u578b\u7684\u610f\u4e49\u3002Data-RSI \u4f5c\u4e3a\u6d4b\u91cf\u5de5\u5177\u7684\u89d2\u8272\u5728\u6b64\u91cd\u8981&#xff0c;\u56e0\u4e3a\u5b83\u662f\u5faa\u73af\u7684\u518d\u5165\u70b9&#xff0c;\u800c\u4f5c\u7528\u4e8e\u5b83\u6240\u8bfb\u5185\u5bb9\u7684\u7b97\u5b50\u662f\u79fb\u52a8\u7cfb\u7edf\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u5728\u8be5\u5faa\u73af\u5185&#xff0c;\u6d4b\u91cf\u53ef\u4ee5\u4e24\u79cd\u7ed3\u6784\u4e0d\u540c\u7684\u65b9\u5f0f\u6d88\u8d39&#xff0c;\u90e8\u7f72\u8005\u80fd\u91c7\u53d6\u54ea\u4e00\u79cd&#xff0c;\u4e0e\u5176\u8bf4\u7531\u54ea\u79cd\u66f4\u5f3a\u51b3\u5b9a&#xff0c;\u4e0d\u5982\u8bf4\u7531\u4ed6\u4eec\u88ab\u5141\u8bb8\u89e6\u78b0\u4ec0\u4e48\u51b3\u5b9a\u3002\u5b83\u53ef\u4ee5\u84b8\u998f\u8fdb\u6267\u884c\u811a\u624b\u67b6&#xff0c;\u6216\u7269\u5316\u8fdb\u8bad\u7ec3\u6570\u636e\u5e76\u5185\u5316\u8fdb\u6743\u91cd\u3002\u8fd9\u662f\u4e24\u6761\u5e73\u884c\u8def\u7ebf&#xff0c;\u672c\u5c0f\u8282\u4f59\u4e0b\u90e8\u5206\u4f9d\u6b21\u8ba8\u8bba\u6bcf\u6761&#xff0c;\u7136\u540e\u56de\u5230\u5b83\u4eec\u7684\u7ec4\u5408\u6dfb\u52a0\u4ec0\u4e48\u3002<\/p>\n<h5>6.3.1. \u811a\u624b\u67b6\u8def\u7ebf<\/h5>\n<p>\u811a\u624b\u67b6\u8def\u7ebf\u662f\u5faa\u73af D\u2194H&#xff0c;\u4e14\u4ece\u4e0d\u5199 \u03b8\u3002\u8fd9\u4f7f\u5176\u6210\u4e3a\u901a\u8fc7 API \u89e6\u53ca\u7684\u95ed\u5f0f\u6743\u91cd\u6a21\u578b\u7684\u552f\u4e00\u53ef\u7528\u8def\u7ebf&#xff0c;\u5373\u5f53\u4eca\u5927\u591a\u6570\u90e8\u7f72\u7684\u60c5\u51b5&#xff0c;\u5e76\u4e14\u5373\u4f7f\u5bf9\u5f00\u653e\u6743\u91cd&#xff0c;\u5f53\u5355\u4e2a\u8bad\u7ec3\u8f6e\u6b21\u4f1a\u6d88\u8017\u6539\u8fdb\u9884\u7b97\u65f6\u4e5f\u66f4\u7ecf\u6d4e\u3002<\/p>\n<p>\u5176\u6539\u8fdb\u5355\u4f4d\u4f7f\u5176\u72ec\u7279\u3002\u516c\u5f0f (15) \u7684\u57fa\u56e0\u7ec4\u5c0f\u3001\u58f0\u660e\u5f0f\u4e14\u53ef\u68c0\u67e5&#xff0c;\u56e0\u6b64\u4e13\u95e8\u5316\u4e8e\u4e00\u4e2a\u72ed\u7a84\u4efb\u52a1\u65cf\u7684\u914d\u7f6e\u53ef\u4ee5\u4ee5\u53ef\u5ffd\u7565\u6210\u672c\u88ab diff\u3001\u5ba1\u67e5\u3001\u7248\u672c\u5316\u3001\u56de\u6eda\u548c\u4ea4\u7ed9\u4ed6\u4eba\u3002\u68c0\u67e5\u70b9\u662f\u5927\u800c\u4e0d\u900f\u660e\u7684\u5de5\u4ef6&#xff0c;\u5176\u6765\u6e90\u96be\u4ee5\u5ba1\u8ba1&#xff0c;\u5176\u8bb8\u53ef\u901a\u5e38\u9650\u5236\u518d\u5206\u53d1&#xff1b;\u57fa\u56e0\u7ec4\u662f\u53ef\u53d1\u5e03\u3001\u6279\u8bc4\u548c\u516c\u5f00\u6539\u8fdb\u7684\u77ed\u7ed3\u6784\u5316\u6587\u6863&#xff0c;\u8fd9\u662f\u5c06 RSI-Harness \u4f5c\u4e3a\u72ec\u7acb\u7ec4\u4ef6\u53d1\u5e03\u7684\u539f\u56e0&#xff08;\u7b2c 6.6 \u8282&#xff09;\u3002\u8868 5 \u5217\u51fa\u8def\u7ebf\u6210\u672c&#xff1b;\u552f\u4e00\u6709\u7ed3\u6784\u540e\u679c\u7684\u6210\u672c\u662f\u4ec5\u5b58\u5728\u4e8e\u811a\u624b\u67b6\u4e2d\u7684\u80fd\u529b\u5728\u811a\u624b\u67b6\u672a\u52a0\u8f7d\u65f6\u4e22\u5931&#xff0c;\u8fd9\u662f\u7b2c\u4e09\u65b9\u96c6\u6210\u54ac\u5408\u4e4b\u5904\u3002<\/p>\n<h5>6.3.2. \u6a21\u578b\u8def\u7ebf<\/h5>\n<p>\u6a21\u578b\u8def\u7ebf\u662f\u8def\u5f84 D\u2192M&#xff0c;\u5b83\u505a\u76f8\u53cd\u7684\u4e8b&#xff1a;\u5185\u5316\u80fd\u529b\u5728\u63a8\u7406\u65f6\u514d\u8d39&#xff0c;\u5728\u4efb\u4f55\u7279\u5b9a\u811a\u624b\u67b6\u4e4b\u5916\u6301\u7eed&#xff0c;\u5e76\u4e0e\u6a21\u578b\u7684\u5176\u4ed6\u80fd\u529b\u7ec4\u5408\u800c\u975e\u5728\u63d0\u793a\u4e2d\u5e76\u5217\u3002\u5f53\u9886\u57df\u5c06\u5927\u89c4\u6a21\u957f\u671f\u670d\u52a1\u65f6&#xff0c;\u8fd9\u662f\u7ecf\u6d4e\u5b66\u968f\u4f7f\u7528\u6539\u5584\u7684\u8def\u7ebf\u3002<\/p>\n<p>\u5176\u4e09\u4e2a\u6210\u672c\u5851\u9020\u4e86\u6846\u67b6\u8bbe\u8ba1\u3002\u8bad\u7ec3\u8f6e\u6b21\u76f8\u5bf9\u4e8e\u4ea7\u751f\u5176\u6570\u636e\u7684\u5faa\u73af\u8f83\u6162&#xff0c;\u8fd9\u662f RSI\u00b2 Agent-v1 \u5728\u6602\u8d35\u7b97\u5b50\u5f85\u5b9a\u65f6\u4ea4\u9519\u5ec9\u4ef7\u7b97\u5b50\u800c\u975e\u963b\u585e\u5b83\u7684\u539f\u56e0\u3002\u6536\u76ca\u96be\u4ee5\u5f52\u56e0\u4e8e\u7279\u5b9a\u7f16\u8f91&#xff0c;\u8fd9\u662f\u6bcf\u4e2a\u5019\u9009\u90fd\u4ece\u540c\u4e00\u56fa\u5b9a\u57fa\u7840\u5728\u7d2f\u79ef\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u539f\u56e0\u3002\u4e14\u6bcf\u6b21\u66f4\u65b0\u6709\u98ce\u9669\u5df2\u62e5\u6709\u7684\u80fd\u529b&#xff0c;\u8fd9\u662f\u7d2f\u79ef\u6570\u636e\u96c6\u9884\u7559\u5df2\u638c\u63e1\u80fd\u529b\u6bd4\u4f8b\u3001\u56de\u5f52\u5728\u516c\u5f0f (5) \u4e2d\u662f\u4e00\u7b49\u60e9\u7f5a\u800c\u975e\u4e8b\u540e\u62a5\u544a\u8bca\u65ad\u7684\u539f\u56e0\u3002<\/p>\n<h5>6.3.3. \u7ec4\u5408\u8def\u7ebf<\/h5>\n<p>\u8def\u7ebf\u4e92\u8865&#xff1b;\u65e0\u4e00\u652f\u914d\u53e6\u4e00\u3002\u8868 5 \u9648\u8ff0\u6bcf\u6761\u8def\u7ebf\u662f\u6b63\u786e\u5de5\u5177\u7684\u6761\u4ef6&#xff0c;\u6846\u67b6\u7684\u8981\u70b9\u662f\u5f53\u4e24\u8005\u90fd\u53ef\u7528\u65f6&#xff0c;\u90e8\u7f72\u8005\u4e0d\u5e94\u4e00\u6b21\u4e14\u63d0\u524d\u9009\u62e9\u3002<\/p>\n<p>\u751f\u4ea7\u6027\u4ea4\u4e92\u662f M\u2192H \u8fb9\u3002\u5185\u5316\u540e&#xff0c;\u643a\u5e26\u73b0\u5df2\u5185\u5316\u884c\u4e3a\u7684\u811a\u624b\u67b6\u6761\u76ee\u662f\u5197\u4f59\u7684&#xff0c;\u5197\u4f59\u8c03\u548c\u63d0\u8bae\u5728\u91cd\u653e\u4e0b\u5220\u9664\u5b83\u4eec\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"470\" src=\"2026-09-16mx3zgav3020.png\" width=\"1518\" \/><\/p>\n<h4>6.4. \u8de8\u9886\u57df\u7684\u5faa\u73af<\/h4>\n<p>\u6784\u5efa\u6846\u67b6\u800c\u975e\u66f4\u597d\u7f16\u7801\u667a\u80fd\u4f53\u7684\u539f\u56e0\u662f\u6846\u67b6\u7684\u5355\u4f4d\u662f\u6d41\u6c34\u7ebf\u9636\u6bb5&#xff0c;\u800c\u975e\u4efb\u52a1\u3002\u5e0c\u671b\u95ed\u5408\u6539\u8fdb\u5faa\u73af\u7684\u9886\u57df\u4e0d\u9700\u8981\u590d\u73b0\u6211\u4eec\u7684\u7cfb\u7edf&#xff1b;\u5b83\u9700\u8981\u63d0\u4f9b\u6846\u67b6\u89c6\u4e3a\u8f93\u5165\u7684\u4e09\u4e2a\u4e1c\u897f\u3002<\/p>\n<p>\u4e00\u4e2a\u4efb\u52a1\u65cf&#xff1a;\u5176\u5b9e\u4f8b\u53ef\u88ab\u6267\u884c\u548c\u89c2\u5bdf&#xff1a;\u4e0d\u5fc5\u5b8c\u7f8e\u8bc4\u5206&#xff0c;\u53ea\u9700\u53ef\u89c2\u5bdf\u3002\u4e00\u4e2a\u4efb\u4f55\u73b0\u6709\u4fdd\u771f\u5ea6\u7684\u9a8c\u8bc1\u5668&#xff1a;\u7f16\u8bd1\u3001\u6a21\u62df\u3001\u6570\u503c\u6536\u655b\u3001\u534f\u8bae\u6267\u884c\u3001\u62a5\u544a\u7ed3\u679c\u590d\u73b0&#xff0c;\u6216\u5728\u6700\u5f31\u60c5\u51b5\u4e0b\u7531\u7559\u51fa\u8bc4\u4f30\u5668\u5e94\u7528\u7684\u8bc4\u5206\u3002\u4e00\u4e2a\u79cd\u5b50\u811a\u624b\u67b6&#xff1a;\u4e94\u69fd\u57fa\u56e0\u7ec4\u7684\u521d\u59cb\u5206\u914d&#xff0c;\u53ef\u4ee5\u63a5\u8fd1\u7a7a\u3002<\/p>\n<p>\u5176\u4ed6\u4e00\u5207&#xff08;\u516c\u5f0f (11) \u7684\u5b66\u4e60\u7b7e\u540d\u3001\u5931\u8d25\u7b7e\u540d\u8bcd\u6c47\u8868\u3001\u53ef\u91c7\u7eb3\u6027\u89c4\u5219\u3001\u4e24\u4e2a\u8c03\u5ea6\u8f74\u3001\u53d7\u4fdd\u62a4\u5206\u79bb&#xff09;\u662f\u9886\u57df\u65e0\u5173\u7684&#xff0c;\u56e0\u4e3a\u5b83\u4eec\u90fd\u4e0d\u68c0\u67e5\u4efb\u52a1\u5185\u5bb9\u3002\u8fd9\u662f\u6846\u67b6\u6cdb\u5316\u4e3b\u5f20\u7684\u5b9e\u8df5\u5185\u5bb9&#xff1a;\u5728\u67d0\u4e2a\u65b0\u5730\u65b9\u5b9e\u4f8b\u5316\u5b83\u662f\u63d0\u4f9b\u4e09\u4e2a\u8f93\u5165\u800c\u975e\u8bbe\u8ba1\u65b0\u6539\u8fdb\u5faa\u73af\u7684\u95ee\u9898\u3002<\/p>\n<h5>6.4.1. \u53d8\u5316\u7684\u662f\u9a8c\u8bc1\u5668<\/h5>\n<p>\u7b2c 2.3 \u8282\u7684\u5206\u6790\u7cbe\u786e\u8bf4\u660e\u9a8c\u8bc1\u5668\u8d28\u91cf\u53d8\u5316\u610f\u5473\u7740\u4ec0\u4e48&#xff0c;\u503c\u5f97\u5c06\u5176\u5217\u4e3a\u9636\u68af\u800c\u975e\u4e8c\u5143\u3002\u8868 6 \u5217\u51fa\u6211\u4eec\u80fd\u8bc6\u522b\u7684\u7ea7\u522b\u3001\u6bcf\u7ea7\u5141\u8bb8\u4ec0\u4e48&#xff0c;\u4ee5\u53ca\u5728\u64cd\u4f5c\u91cd\u8981\u7684\u5217\u4e2d&#xff0c;\u5728\u8be5\u7ea7 Data-RSI \u7684\u7528\u9014\u3002\u5728\u7b2c 1-2 \u7ea7&#xff0c;\u5b8c\u6574\u6846\u67b6\u4e0d\u53d8\u9002\u7528&#xff0c;\u9886\u57df\u53d7\u6a21\u578b\u5df2\u6709\u80fd\u529b\u9650\u5236\u800c\u975e\u5faa\u73af\u80fd\u5426\u95ed\u5408\u9650\u5236&#xff0c;\u8fd9\u6b63\u662f\u56fe 5 \u4e2d\u672a\u5f00\u53d1\u533a\u57df\u7684\u60c5\u51b5\u3002\u5728\u7b2c 4-5 \u7ea7&#xff0c;\u6846\u67b6\u6700\u6709\u4ef7\u503c\u7684\u8f93\u51fa\u4e0d\u518d\u662f\u5408\u6210\u6570\u636e\u800c\u662f\u5b83\u62a5\u544a\u7684\u8fb9\u754c&#xff0c;\u56e0\u4e3a\u90a3\u5c06\u65e0\u754c\u4e13\u5bb6\u76d1\u7763\u8bf7\u6c42\u8f6c\u5316\u4e3a\u6709\u754c\u8bf7\u6c42&#xff1a;\u53ea\u6709\u8f68\u8ff9\u4ece\u672a\u5c55\u793a\u7684\u6b8b\u4f59\u9700\u8981\u4eba\u7c7b\u3001\u4eea\u5668\u6216\u5916\u90e8\u8bed\u6599\u5e93&#xff0c;\u8be5\u6b8b\u4f59\u7684\u5927\u5c0f\u662f\u6d4b\u91cf\u800c\u975e\u5047\u8bbe\u7684\u3002\u4e00\u4e2a\u6bcf\u6708\u80fd\u8d1f\u62c5\u4e94\u5341\u6b21\u5b9e\u9a8c\u7684\u5b9e\u9a8c\u5ba4&#xff0c;\u8fdc\u6bd4\u4e00\u4e2a\u63d0\u8bae\u4e94\u5343\u6b21\u7684\u7cfb\u7edf\u66f4\u5173\u5fc3\u54ea\u4e94\u5341\u6b21\u3002<\/p>\n<p>\u8868 6&#xff1a;\u9a8c\u8bc1\u5668\u9636\u68af\u3002\u00a0\u6bcf\u4e2a\u7ea7\u522b\u7684\u673a\u5236\u76f8\u540c&#xff1b;\u7ea7\u522b\u51b3\u5b9a\u54ea\u4e9b\u7b97\u5b50\u503c\u5f97\u8c03\u5ea6&#xff0c;\u4ee5\u53ca Data-RSI \u7684\u8fb9\u754c\u9648\u8ff0\u7528\u4e8e\u4ec0\u4e48\u3002\u5728\u9876\u7ea7&#xff0c;Data-RSI \u4e3b\u8981\u6307\u5bfc\u5408\u6210&#xff1b;\u5728\u5e95\u5c42&#xff0c;\u5176\u66f4\u6709\u4ef7\u503c\u7684\u8f93\u51fa\u662f\u5173\u4e8e\u4eba\u7c7b\u6216\u8bed\u6599\u5e93\u76d1\u7763\u5b9e\u9645\u9700\u8981\u4f55\u5904\u7684\u6709\u754c\u9648\u8ff0\u3002<\/p>\n<table>\n<tr>\u7ea7\u522b\u9a8c\u8bc1\u5668\u793a\u4f8b\u9886\u57dfData-RSI \u7684\u7528\u9014<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u53ef\u6267\u884c\u6d4b\u8bd5\u3001\u7cbe\u786e\u5339\u914d<\/td>\n<td>\u8f6f\u4ef6\u3001\u7ec8\u7aef\u3001\u95ed\u5f0f\u79d1\u5b66<\/td>\n<td>\u5c06\u5408\u6210\u5bfc\u5411\u8bca\u65ad<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u6570\u503c\u6536\u655b\u3001\u6a21\u62df<\/td>\n<td>\u6d41\u4f53\u4e0e\u7ed3\u6784\u8bbe\u8ba1\u3001\u7535\u8def<\/td>\n<td>\u540c\u4e0a&#xff0c;\u4ee5\u6a21\u62df\u5668\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u62a5\u544a\u7ed3\u679c\u590d\u73b0<\/td>\n<td>ML \u590d\u73b0\u3001\u8ba1\u7b97\u751f\u7269\u5b66<\/td>\n<td>\u5206\u79bb\u65b9\u6cd5\u7f3a\u53e3\u4e0e\u6570\u636e\u7f3a\u53e3<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u5e26\u4eea\u5668\u7684\u534f\u8bae\u6267\u884c<\/td>\n<td>\u6e7f\u5b9e\u9a8c\u5ba4\u5316\u5b66\u3001\u6750\u6599\u5408\u6210<\/td>\n<td>\u51b3\u5b9a\u8fd0\u884c\u54ea\u4e9b\u5b9e\u9a8c<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u4e13\u5bb6\u8bc4\u5206&#xff0c;\u65e0\u771f\u5b9e\u6807\u51c6<\/td>\n<td>\u6cd5\u5f8b\u3001\u653f\u7b56\u3001\u5386\u53f2\u7f16\u7e82<\/td>\n<td>\u9650\u5b9a\u4e13\u5bb6\u65f6\u95f4\u8bf7\u6c42<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e24\u6761\u8def\u7ebf\u5408\u8d77\u6765\u5f52\u8fd8\u4efb\u4e00\u5355\u72ec\u4f1a\u82b1\u8d39\u7684\u4e0a\u4e0b\u6587\u9884\u7b97&#xff1a;\u811a\u624b\u67b6\u4fbf\u5b9c\u4e14\u7acb\u5373\u4e70\u5230\u884c\u4e3a&#xff0c;\u6743\u91cd\u5438\u6536\u5b83&#xff0c;\u811a\u624b\u67b6\u5f52\u8fd8\u7a7a\u95f4\u3002\u4ece\u8fd9\u4e2a\u65b9\u5411\u770b&#xff0c;\u540c\u4e00\u6761\u8fb9\u9632\u6b62\u811a\u624b\u67b6\u65e0\u754c\u589e\u957f&#xff1a;\u5185\u5316\u6761\u76ee\u88ab\u4fee\u526a&#xff0c;\u56e0\u6b64\u811a\u624b\u67b6\u8def\u7ebf\u4e0d\u4f1a\u6210\u4e3a\u5355\u5411\u68d8\u8f6e\u3002\u8fd9\u662f\u7ec4\u5408\u7b97\u5b50\u4e0e\u5e76\u6392\u8fd0\u884c\u5b83\u4eec\u4e0d\u540c\u7684\u5177\u4f53\u610f\u4e49&#xff1a;\u53ea\u6709\u7ec4\u5408\u5faa\u73af\u5f52\u8fd8\u5185\u5316\u82b1\u8d39\u7684\u4e0a\u4e0b\u6587\u9884\u7b97\u3002<\/p>\n<h4>6.4. \u8de8\u9886\u57df\u7684\u5faa\u73af<\/h4>\n<p>\u6784\u5efa\u6846\u67b6\u800c\u975e\u66f4\u597d\u7f16\u7801\u667a\u80fd\u4f53\u7684\u539f\u56e0\u662f\u6846\u67b6\u7684\u5355\u4f4d\u662f\u6d41\u6c34\u7ebf\u9636\u6bb5&#xff0c;\u800c\u975e\u4efb\u52a1\u3002\u5e0c\u671b\u95ed\u5408\u6539\u8fdb\u5faa\u73af\u7684\u9886\u57df\u4e0d\u9700\u8981\u590d\u73b0\u6211\u4eec\u7684\u7cfb\u7edf&#xff1b;\u5b83\u9700\u8981\u63d0\u4f9b\u6846\u67b6\u89c6\u4e3a\u8f93\u5165\u7684\u4e09\u4e2a\u4e1c\u897f\u3002<\/p>\n<p>\u4e00\u4e2a\u4efb\u52a1\u65cf&#xff1a;\u5176\u5b9e\u4f8b\u53ef\u88ab\u6267\u884c\u548c\u89c2\u5bdf&#xff1a;\u4e0d\u5fc5\u5b8c\u7f8e\u8bc4\u5206&#xff0c;\u53ea\u9700\u53ef\u89c2\u5bdf\u3002\u4e00\u4e2a\u4efb\u4f55\u73b0\u6709\u4fdd\u771f\u5ea6\u7684\u9a8c\u8bc1\u5668&#xff1a;\u7f16\u8bd1\u3001\u6a21\u62df\u3001\u6570\u503c\u6536\u655b\u3001\u534f\u8bae\u6267\u884c\u3001\u62a5\u544a\u7ed3\u679c\u590d\u73b0&#xff0c;\u6216\u5728\u6700\u5f31\u60c5\u51b5\u4e0b\u7531\u7559\u51fa\u8bc4\u4f30\u5668\u5e94\u7528\u7684\u8bc4\u5206\u3002\u4e00\u4e2a\u79cd\u5b50\u811a\u624b\u67b6&#xff1a;\u4e94\u69fd\u57fa\u56e0\u7ec4\u7684\u521d\u59cb\u5206\u914d&#xff0c;\u53ef\u4ee5\u63a5\u8fd1\u7a7a\u3002<\/p>\n<p>\u5176\u4ed6\u4e00\u5207&#xff08;\u516c\u5f0f (11) \u7684\u5b66\u4e60\u7b7e\u540d\u3001\u5931\u8d25\u7b7e\u540d\u8bcd\u6c47\u8868\u3001\u53ef\u91c7\u7eb3\u6027\u89c4\u5219\u3001\u4e24\u4e2a\u8c03\u5ea6\u8f74\u3001\u53d7\u4fdd\u62a4\u5206\u79bb&#xff09;\u662f\u9886\u57df\u65e0\u5173\u7684&#xff0c;\u56e0\u4e3a\u5b83\u4eec\u90fd\u4e0d\u68c0\u67e5\u4efb\u52a1\u5185\u5bb9\u3002\u8fd9\u662f\u6846\u67b6\u6cdb\u5316\u4e3b\u5f20\u7684\u5b9e\u8df5\u5185\u5bb9&#xff1a;\u5728\u67d0\u4e2a\u65b0\u5730\u65b9\u5b9e\u4f8b\u5316\u5b83\u662f\u63d0\u4f9b\u4e09\u4e2a\u8f93\u5165\u800c\u975e\u8bbe\u8ba1\u65b0\u6539\u8fdb\u5faa\u73af\u7684\u95ee\u9898\u3002<\/p>\n<h5>6.4.1. \u53d8\u5316\u7684\u662f\u9a8c\u8bc1\u5668<\/h5>\n<p>\u7b2c 2.3 \u8282\u7684\u5206\u6790\u7cbe\u786e\u8bf4\u660e\u9a8c\u8bc1\u5668\u8d28\u91cf\u53d8\u5316\u610f\u5473\u7740\u4ec0\u4e48&#xff0c;\u503c\u5f97\u5c06\u5176\u5217\u4e3a\u9636\u68af\u800c\u975e\u4e8c\u5143\u3002\u8868 6 \u5217\u51fa\u6211\u4eec\u80fd\u8bc6\u522b\u7684\u7ea7\u522b\u3001\u6bcf\u7ea7\u5141\u8bb8\u4ec0\u4e48&#xff0c;\u4ee5\u53ca\u5728\u64cd\u4f5c\u91cd\u8981\u7684\u5217\u4e2d&#xff0c;\u5728\u8be5\u7ea7 Data-RSI \u7684\u7528\u9014\u3002<\/p>\n<p>\u5728\u7b2c 1-2 \u7ea7&#xff0c;\u5b8c\u6574\u6846\u67b6\u4e0d\u53d8\u9002\u7528&#xff0c;\u9886\u57df\u53d7\u6a21\u578b\u5df2\u6709\u80fd\u529b\u9650\u5236\u800c\u975e\u5faa\u73af\u80fd\u5426\u95ed\u5408\u9650\u5236&#xff0c;\u8fd9\u6b63\u662f\u56fe 5 \u4e2d\u672a\u5f00\u53d1\u533a\u57df\u7684\u60c5\u51b5\u3002\u5728\u7b2c 4-5 \u7ea7&#xff0c;\u6846\u67b6\u6700\u6709\u4ef7\u503c\u7684\u8f93\u51fa\u4e0d\u518d\u662f\u5408\u6210\u6570\u636e\u800c\u662f\u5b83\u62a5\u544a\u7684\u8fb9\u754c&#xff0c;\u56e0\u4e3a\u90a3\u5c06\u65e0\u754c\u4e13\u5bb6\u76d1\u7763\u8bf7\u6c42\u8f6c\u5316\u4e3a\u6709\u754c\u8bf7\u6c42&#xff1a;\u53ea\u6709\u8f68\u8ff9\u4ece\u672a\u5c55\u793a\u7684\u6b8b\u4f59\u9700\u8981\u4eba\u7c7b\u3001\u4eea\u5668\u6216\u5916\u90e8\u8bed\u6599\u5e93&#xff0c;\u8be5\u6b8b\u4f59\u7684\u5927\u5c0f\u662f\u6d4b\u91cf\u800c\u975e\u5047\u8bbe\u7684\u3002\u4e00\u4e2a\u6bcf\u6708\u80fd\u8d1f\u62c5\u4e94\u5341\u6b21\u5b9e\u9a8c\u7684\u5b9e\u9a8c\u5ba4&#xff0c;\u8fdc\u6bd4\u4e00\u4e2a\u63d0\u8bae\u4e94\u5343\u6b21\u7684\u7cfb\u7edf\u66f4\u5173\u5fc3\u54ea\u4e94\u5341\u6b21\u3002<\/p>\n<h5>6.4.2. \u5206\u89e3\u79d1\u5b66\u751f\u4ea7\u7ebf<\/h5>\n<p>\u5355\u4f4d\u662f\u6d41\u6c34\u7ebf\u9636\u6bb5\u7684\u4e3b\u5f20\u6709\u5177\u4f53\u89e3\u8bfb\u3002\u4e00\u4e2a\u79d1\u5b66\u6216\u5de5\u7a0b\u8ba1\u5212\u672c\u8eab\u5c31\u662f\u4e00\u6761\u751f\u4ea7\u7ebf&#xff0c;\u5176\u9636\u6bb5\u662f\u53ef\u4ee5\u63d2\u5165\u4e00\u9636\u7b97\u5b50\u800c\u65e0\u9700\u91cd\u65b0\u8bbe\u8ba1\u4e0a\u4e0b\u6e38\u4efb\u4f55\u4e1c\u897f\u7684\u5730\u65b9\u3002\u5728\u6750\u6599\u8ba1\u5212\u4e2d&#xff0c;\u8fd9\u4e9b\u9636\u6bb5\u662f\u5019\u9009\u751f\u6210\u3001\u6027\u8d28\u9884\u6d4b\u3001\u5408\u6210\u8def\u7ebf\u89c4\u5212\u3001\u8868\u5f81\u548c\u89e3\u91ca&#xff1b;\u5728\u8ba1\u7b97\u751f\u7269\u5b66\u8ba1\u5212\u4e2d&#xff0c;\u662f\u5047\u8bbe\u6784\u5efa\u3001\u6d4b\u5b9a\u8bbe\u8ba1\u3001\u6d41\u6c34\u7ebf\u6784\u5efa\u3001\u7edf\u8ba1\u5206\u6790\u548c\u5199\u4f5c&#xff1b;\u5728\u786c\u4ef6\u8ba1\u5212\u4e2d&#xff0c;\u662f\u89c4\u683c\u3001\u67b6\u6784\u63a2\u7d22\u3001\u5b9e\u73b0\u3001\u9a8c\u8bc1\u548c\u7269\u7406\u6536\u655b\u3002\u8fd9\u4e9b\u9636\u6bb5\u4e2d\u7684\u6bcf\u4e00\u4e2a\u90fd\u5177\u6709\u5faa\u73af\u5185\u6838\u671f\u671b\u7684\u5f62\u72b6&#xff1a;\u5b83\u6d88\u8d39\u7c7b\u578b\u5316\u8f93\u5165&#xff0c;\u53ef\u88ab\u6267\u884c\u548c\u89c2\u5bdf&#xff0c;\u5176\u5931\u8d25\u6709\u53ef\u8bc6\u522b\u7684\u7ec8\u6b62\u539f\u56e0&#xff0c;\u5e76\u4ea7\u751f\u4e0b\u4e00\u9636\u6bb5\u6d88\u8d39\u7684\u5de5\u4ef6\u3002<\/p>\n<p>\u968f\u4e4b\u800c\u6765\u7684\u662f&#xff0c;\u9886\u57df\u4e0d\u5fc5\u4e00\u6b21\u95ed\u5408\u5176\u6574\u4e2a\u5faa\u73af\u3002\u5728\u5355\u4e2a\u9636\u6bb5\u5b9e\u4f8b\u5316\u6846\u67b6\u4ea7\u751f\u4e00\u9636\u5faa\u73af&#xff08;\u4e00\u4e2a\u7b97\u5b50\u3001\u4e00\u4e2a\u9a8c\u8bc1\u5668\u3001\u4e00\u4e2a\u8bca\u65ad\u5de5\u4ef6&#xff09;&#xff0c;\u8fd9\u5df2\u7ecf\u6709\u7528&#xff0c;\u5e76\u4ea7\u751f\u7b2c\u4e8c\u4e2a\u9636\u6bb5\u4ee5\u540e\u4e0e\u5176\u8c03\u5ea6\u6240\u9700\u7684\u786e\u5207\u7c7b\u578b\u5316\u5de5\u4ef6\u3002\u7ec4\u5408\u673a\u5236\u662f\u5c06\u4e00\u7ec4\u9636\u6bb5\u5c40\u90e8\u5faa\u73af\u8f6c\u5316\u4e3a\u6d41\u6c34\u7ebf\u7ea7\u5faa\u73af\u7684\u4e1c\u897f&#xff0c;\u800c\u53ef\u91c7\u7eb3\u6027\u6761\u4ef6\u4fdd\u6301\u8be5\u7ec4\u5408\u5408\u6cd5&#xff1a;\u4e00\u4e2a\u9636\u6bb5\u4e0d\u80fd\u6d88\u8d39\u524d\u4e00\u9636\u6bb5\u5df2\u6539\u53d8\u7684\u7cfb\u7edf\u7684\u63cf\u8ff0\u3002<\/p>\n<h5>6.4.3. \u4e3a\u4ec0\u4e48\u8fd9\u590d\u5408<\/h5>\n<p>\u7b97\u6cd5 1 \u7684\u4e00\u4e2a\u9879\u4ea7\u751f\u4e00\u4e2a\u53d1\u5e03\u7684\u540e\u7ee7\u548c\u5c11\u91cf\u7c7b\u578b\u5316\u5de5\u4ef6&#xff0c;\u5de5\u4ef6\u662f\u7d2f\u79ef\u90e8\u5206\u3002\u5b66\u4e60\u7b7e\u540d\u62a5\u544a\u4ee5\u9886\u57df\u65e0\u5173\u683c\u5f0f\u9648\u8ff0\u4e00\u7c7b\u6a21\u578b\u80fd\u529b\u7ed3\u675f\u4e4b\u5904&#xff1b;\u57fa\u56e0\u7ec4\u662f\u4f7f\u4e00\u4e2a\u72ed\u7a84\u4efb\u52a1\u65cf\u5de5\u4f5c\u7684\u77ed\u58f0\u660e\u5f0f\u5bf9\u8c61&#xff1b;\u7ecf\u9a8c\u8bc1\u8bb0\u5f55\u643a\u5e26\u5176\u6765\u81ea\u7684\u5931\u8d25\u7b7e\u540d\u3002\u4e09\u8005\u90fd\u662f\u7c7b\u578b\u5316\u5e76\u643a\u5e26\u8840\u7edf&#xff0c;\u56e0\u6b64\u5728\u4e00\u4e2a\u9886\u57df\u95ed\u5408\u7684\u5faa\u73af\u7559\u4e0b\u76f8\u90bb\u9886\u57df\u5faa\u73af\u53ef\u8bfb\u7684\u6750\u6599&#xff1a;\u76f8\u540c\u5931\u8d25\u8bcd\u6c47\u3001\u76f8\u540c\u5de5\u4ef6\u6a21\u5f0f&#xff0c;\u6709\u65f6\u76f8\u540c\u811a\u624b\u67b6\u6761\u76ee\u3002<\/p>\n<p>\u7b2c\u4e8c\u79cd\u6548\u5e94\u5728\u5355\u4e2a\u5faa\u73af\u5185\u800c\u975e\u8de8\u5faa\u73af\u590d\u5408&#xff0c;\u8fd9\u662f\u6846\u67b6\u81ea\u8eab\u5bf9\u4e3a\u4ec0\u4e48\u4efb\u4f55\u8fd9\u4e00\u5207\u52a0\u901f\u7684\u56de\u7b54&#xff1a;\u5faa\u73af\u7684\u6bcf\u4e2a\u6210\u672c\u90fd\u662f\u9488\u5bf9\u5faa\u73af\u81ea\u8eab\u6539\u8fdb\u7684\u72b6\u6001\u652f\u4ed8\u7684\u3002\u4e00\u65e6\u90bb\u8fd1\u5b50\u9886\u57df\u7684\u5b66\u4e60\u7b7e\u540d\u62a5\u544a\u5b58\u5728&#xff0c;\u63a2\u6d4b\u80fd\u529b\u66f4\u4fbf\u5b9c&#xff0c;\u56e0\u4e3a\u63a2\u6d4b\u96c6\u53ef\u88ab\u64ad\u79cd\u800c\u975e\u6784\u5efa\u3002\u5199\u4e00\u6b21\u7684\u9002\u914d\u5668\u88ab\u4e4b\u540e\u8c03\u5ea6\u8be5\u8fb9\u7684\u6bcf\u4e2a\u9879\u590d\u7528\u3002\u5df2\u6301\u6709\u9886\u57df\u7a0b\u5e8f\u4e60\u60ef\u7684\u811a\u624b\u67b6\u4f7f\u4e0b\u4e00\u8f6e\u4ee5\u66f4\u6709\u4fe1\u606f\u7684\u65b9\u5f0f\u5931\u8d25&#xff0c;\u5269\u4f59\u5931\u8d25\u662f\u5148\u524d\u88ab\u63a9\u76d6\u7684\u3002\u56e0\u6b64\u5faa\u73af\u65f6\u95f4\u4e0d\u662f\u9886\u57df\u7684\u5e38\u6570&#xff0c;\u800c\u662f\u6846\u67b6\u4e5f\u5728\u4f18\u5316\u7684\u91cf&#xff0c;\u8fd9\u6b63\u662f\u5782\u76f4\u8f74\u548c\u5143\u5c42\u7684\u7528\u9014&#xff0c;\u4e5f\u662f\u4e3a\u4ec0\u4e48\u968f\u7740\u6846\u67b6\u6210\u719f&#xff0c;\u503c\u5f97\u62a5\u544a\u7684\u662f\u8fbe\u5230\u9608\u503c\u7684\u6210\u672c\u800c\u975e\u4ec5\u6700\u7ec8\u72b6\u6001\u51c6\u786e\u7387\u3002<\/p>\n<p>\u8bb8\u591a\u6b64\u7c7b\u5faa\u73af\u5728\u8bb8\u591a\u5b66\u79d1\u95f4\u4ea4\u6362\u5de5\u4ef6\u662f\u5426\u805a\u5408\u6210\u7c7b\u4f3c\u5e7f\u6cdb\u4e13\u5bb6\u7ea7\u80fd\u529b\u7684\u4e1c\u897f&#xff0c;\u662f\u4e00\u4e2a\u5f00\u653e\u7ecf\u9a8c\u95ee\u9898\u3002\u672c\u62a5\u544a\u786e\u7acb\u7684\u662f\u8fd9\u79cd\u805a\u5408\u5c06\u8fd0\u884c\u7684\u673a\u5236&#xff0c;\u53ef\u7531\u6211\u4eec\u5df2\u6784\u5efa\u7684\u90e8\u4ef6\u6784\u5efa\u3002<\/p>\n<p>\u5b8f\u89c2\u4e3b\u5f20&#xff0c;\u7cbe\u786e\u9648\u8ff0\u3002\u00a0\u5bf9\u4e8e\u60c5\u5883\u53ef\u679a\u4e3e\u7684\u8bbe\u7f6e&#xff0c;\u6211\u4eec\u4e3b\u5f20\u56db\u4ef6\u4e8b&#xff0c;\u5411\u5f00\u653e\u4e16\u754c\u7684\u6269\u5c55\u7559\u7ed9\u7b2c 6.5 \u8282\u7684\u6295\u5f71&#xff1a;\u6784\u5efa\u6a21\u578b\u7684\u52b3\u52a8\u53ef\u5206\u89e3\u4e3a\u4e09\u4e2a\u7b97\u5b50&#xff0c;\u5176\u7ec4\u5408\u53ef\u5206\u6790&#xff1b;\u6240\u5f97\u5faa\u73af\u53ef\u5728\u5f31\u9a8c\u8bc1\u5668\u4e0b\u88ab\u4fe1\u4efb&#xff0c;\u56e0\u4e3a\u5b9a\u4e49\u6210\u529f\u7684\u4e1c\u897f\u5728\u6bcf\u4e00\u5199\u8868\u9762\u4e4b\u5916&#xff1b;\u5728\u65b0\u6d41\u6c34\u7ebf\u9636\u6bb5\u5b9e\u4f8b\u5316\u5faa\u73af\u82b1\u8d39\u4e09\u4e2a\u58f0\u660e\u8f93\u5165\u800c\u975e\u65b0\u8bbe\u8ba1&#xff1b;\u5b83\u7559\u4e0b\u7684\u5de5\u4ef6\u662f\u7c7b\u578b\u5316\u3001\u53ef\u5ba1\u8ba1\u4e14\u53ef\u88ab\u4e0b\u4e00\u4e2a\u5faa\u73af\u590d\u7528\u7684\u3002\u5982\u679c\u8fd9\u56db\u70b9\u6210\u7acb&#xff0c;\u56fe 5 \u4e2d\u80fd\u529b\u5df2\u5b58\u5728\u4e14\u5c1a\u65e0\u5faa\u73af\u95ed\u5408\u7684\u533a\u57df\u662f\u53ef\u5904\u7406\u7684\u5de5\u4f5c\u800c\u975e\u7814\u7a76\u524d\u6cbf\u3002<\/p>\n<h4>6.5. \u671d\u5411\u89e6\u53ca\u7269\u7406\u4e16\u754c\u7684\u5faa\u73af<\/h4>\n<p>\u672c\u62a5\u544a\u4e2d\u6bcf\u4e2a\u5faa\u73af\u90fd\u5728\u8ba1\u7b97\u673a\u5185\u95ed\u5408&#xff1a;\u8f68\u8ff9\u662f\u8fdb\u7a0b&#xff0c;\u9a8c\u8bc1\u5668\u662f\u6d4b\u8bd5\u5957\u4ef6\u6216\u8bc4\u5206\u5668&#xff0c;\u88ab\u62d2\u7edd\u7684\u5019\u9009\u82b1\u8d39 token\u3002\u56fe 5 \u4e2d\u6807\u51c6\u5dee\u8ddd\u6700\u5927\u7684\u9886\u57df&#xff08;\u6750\u6599\u5408\u6210\u3001\u6e7f\u5b9e\u9a8c\u5ba4\u534f\u8bae\u6267\u884c\u3001\u673a\u5668\u4eba\u64cd\u4f5c&#xff09;\u4e0d\u662f\u8fd9\u6837&#xff1a;\u5176\u9a8c\u8bc1\u5668\u662f\u4eea\u5668&#xff0c;\u8f68\u8ff9\u6d88\u8017\u7269\u7406\u8d44\u6e90&#xff0c;\u574f\u52a8\u4f5c\u53ef\u80fd\u4e0d\u53ef\u6062\u590d\u3002\u4ee5\u4e0b\u9648\u8ff0\u6846\u67b6\u54ea\u4e9b\u90e8\u5206\u5ef6\u7eed\u3001\u54ea\u4e9b\u65ad\u88c2&#xff0c;\u4ee5\u53ca\u9700\u8981\u6dfb\u52a0\u4ec0\u4e48\u3002<\/p>\n<p>\u5ef6\u7eed\u00a0\u5b66\u4e60\u4fe1\u53f7\u3001\u9884\u7b97\u8d26\u672c\u548c\u53d7\u4fdd\u62a4\u5206\u79bb\u4e0d\u5173\u5fc3\u9a8c\u8bc1\u5668\u662f\u6d4b\u8bd5\u8fd0\u884c\u5668\u8fd8\u662f\u5149\u8c31\u4eea&#xff0c;\u8d26\u672c\u53ea\u662f\u4e3a\u4eea\u5668\u5c0f\u65f6\u3001\u6d88\u8017\u54c1\u548c\u6837\u54c1\u5e93\u5b58\u589e\u52a0\u884c\u3002\u4e00\u4e2a\u673a\u5236\u83b7\u5f97\u529b\u91cf\u800c\u975e\u4ec5\u4ec5\u4fdd\u6301\u3002Data-RSI \u7684\u8fb9\u754c\u9648\u8ff0\u6210\u4e3a\u5b9e\u9a8c\u5206\u914d\u5668&#xff1a;\u5b9e\u9a8c\u5ba4\u7684\u7ea6\u675f\u74f6\u9888\u662f\u4eea\u5668\u65f6\u95f4&#xff0c;Data-RSI \u65e0\u6cd5\u4e3a\u5176\u5408\u6210\u7684\u6b8b\u4f59\u662f\u5173\u4e8e\u54ea\u4e9b\u95ee\u9898\u5b9e\u9645\u9700\u8981\u4eea\u5668\u7684\u6d4b\u91cf\u3001\u6709\u754c\u9648\u8ff0\u3002<\/p>\n<p>\u5931\u8d25\u6a21\u5f0f\u00a0\u4e24\u4e2a&#xff0c;\u90fd\u662f\u7ed3\u6784\u6027\u7684\u3002\u53ef\u9006\u6027&#xff1a;\u6846\u67b6\u4f9d\u8d56\u5019\u9009\u751f\u6210\u4fbf\u5b9c\u4e14\u4e22\u5f03\u81ea\u7531&#xff0c;\u800c\u7269\u7406\u52a8\u4f5c\u6ca1\u6709\u6c99\u7bb1&#xff0c;\u56e0\u6b64\u6d88\u8017\u6837\u54c1\u6216\u635f\u574f\u673a\u68b0\u624b\u4e0d\u80fd\u56de\u6eda\u3002\u539f\u5219 4.4 \u7684\u53ef\u91c7\u7eb3\u6027\u6761\u4ef6\u53ea\u95ee\u7b97\u5b50\u8f93\u5165\u662f\u5426\u65b0\u9c9c&#xff0c;\u56e0\u6b64\u7269\u7406\u6846\u67b6\u9700\u8981\u7b2c\u4e8c\u4e2a\u524d\u63d0\u95ee\u52a8\u4f5c\u662f\u5426\u53ef\u6062\u590d&#xff0c;\u4ee5\u53ca\u5c06\u4e0d\u53ef\u6062\u590d\u6b65\u9aa4\u89c6\u4e3a\u627f\u8bfa\u800c\u975e\u5019\u9009\u7684\u8c03\u5ea6\u5668\u3002\u5faa\u73af\u5ef6\u8fdf&#xff1a;\u7ecf\u6d4e\u5b66\u5047\u8bbe\u5ec9\u4ef7\u7b97\u5b50\u6bd4\u6602\u8d35\u7b97\u5b50\u4fbf\u5b9c\u51e0\u4e2a\u6570\u91cf\u7ea7&#xff0c;\u5f53\u6602\u8d35\u7b97\u5b50\u9700\u8981\u6570\u5929\u5e76\u6d88\u8017\u6750\u6599\u65f6&#xff0c;\u6bd4\u7387\u6269\u5927\u5230 RSI\u00b2 Agent-v1 \u7684\u5de5\u4f5c\u4ece\u6392\u5e8f\u53d8\u4e3a\u51b3\u5b9a\u662f\u5426\u884c\u52a8\u3002<\/p>\n<p>\u6240\u9700\u6dfb\u52a0\u00a0\u968f\u4e4b\u4e09\u9879\u6dfb\u52a0\u3002\u5206\u7ea7\u4fdd\u771f\u5ea6&#xff1a;\u6a21\u62df\u3001\u7136\u540e\u53f0\u67b6\u4ee3\u7406\u3001\u7136\u540e\u4eea\u5668&#xff0c;\u6bcf\u7ea7\u7b97\u5b50\u96c6\u76f8\u540c&#xff0c;\u7ea7\u95f4\u63d0\u5347\u50cf\u73b0\u5728\u5019\u9009\u63d0\u5347\u4e00\u6837\u95e8\u63a7&#xff0c;\u8fd9\u4f7f\u4e0d\u53ef\u9006\u7ea7\u522b\u6700\u540e\u5230\u8fbe&#xff0c;\u5e76\u8ba9\u5ec9\u4ef7\u7ea7\u522b\u5728\u4efb\u4f55\u6750\u6599\u6d88\u8017\u524d\u7f29\u5c0f\u6b8b\u4f59\u3002\u4e0d\u53ef\u9006\u6027\u611f\u77e5\u52a8\u4f5c\u7a7a\u95f4&#xff1a;\u7b97\u5b50\u4e0d\u4ec5\u58f0\u660e\u5b83\u5199\u4ec0\u4e48&#xff0c;\u8fd8\u58f0\u660e\u5199\u662f\u5426\u53ef\u64a4\u9500&#xff0c;Validate \u62d2\u7edd\u7f3a\u4e4f\u663e\u5f0f\u6388\u6743\u7684\u4e0d\u53ef\u6062\u590d\u63d0\u8bae\u3002\u4eba\u7c7b\u6388\u6743\u4f5c\u4e3a\u53d7\u4fdd\u62a4\u8868\u9762&#xff1a;\u4e00\u4e2a\u4eba\u7b7e\u7f72\u4e0d\u53ef\u9006\u884c\u52a8\u7684\u70b9\u4f4d\u4e8e\u6bcf\u4e00\u5c42\u7ea7\u6bcf\u4e2a\u5199\u8868\u9762\u4e4b\u5916&#xff0c;\u4e0e\u5bc6\u5c01\u8bc4\u4f30\u5668\u76f8\u540c\u539f\u56e0\u3002<\/p>\n<p>\u66f4\u6df1\u95ee\u9898&#xff1a;\u73af\u5883&#xff0c;\u800c\u975e\u884c\u52a8\u8005\u00a0\u516c\u5f0f (11) \u7684\u6bcf\u4e2a\u7ef4\u5ea6\u90fd\u9884\u8bbe\u4e00\u4e2a\u9002\u5b9a\u4efb\u52a1&#xff1a;\u6bcf\u4e2a\u5c06\u5931\u8d25\u5f52\u56e0\u4e8e\u884c\u52a8\u8005\u76f8\u5bf9\u4e8e\u5df2\u77e5\u73af\u5883\u7684\u80fd\u529b&#xff0c;\u8fd9\u662f\u7b2c 5 \u8282\u6bcf\u4e2a\u57fa\u51c6\u7684\u8bbe\u7f6e\u3002\u5f00\u653e\u7269\u7406\u8bbe\u7f6e\u627f\u8ba4\u6ca1\u6709\u8fd9\u79cd\u5f52\u56e0\u7684\u5931\u8d25&#xff0c;\u5176\u4e2d\u884c\u52a8\u8005\u80fd\u529b\u65e0\u8fc7\u9519&#xff0c;\u56e0\u4e3a\u60c5\u5883\u672c\u8eab\u4f4d\u4e8e\u7b7e\u540d\u7f16\u8bd1\u6240\u9488\u5bf9\u7684\u73af\u5883\u6a21\u578b\u4e4b\u5916\u3002\u8fd9\u8feb\u4f7f\u7684\u533a\u522b\u662f\u5199\u8868\u9762\u4ee3\u6570\u5185\u90e8\u7684\u3002\u73af\u5883\u6a21\u578b\u53ef\u590d\u73b0\u7684\u5931\u8d25\u4fdd\u6301\u4e3a\u4e09\u4e2a\u73b0\u6709\u7b97\u5b50\u7684\u5019\u9009&#xff1b;\u4e0d\u80fd\u590d\u73b0\u7684\u5931\u8d25\u9700\u8981\u4e00\u4e2a\u7b2c\u56db\u7b97\u5b50&#xff0c;\u5176\u5199\u8868\u9762\u662f\u8be5\u6a21\u578b [61]\u3002\u8be5\u8868\u9762\u662f\u7b2c 4.1 \u8282\u672a\u56fa\u5b9a\u7684\u9a8c\u8bc1\u5668&#xff0c;\u4ee5\u5176\u6700\u96be\u5f62\u5f0f\u76f8\u9047&#xff0c;\u8be5\u7b97\u5b50\u7684\u4ea7\u54c1\u662f\u4fee\u8ba2\u52a8\u529b\u5b66\u548c\u56fa\u5b9a\u5b83\u4eec\u7684\u56de\u5f52\u6d4b\u8bd5\u3002\u884c\u52a8\u8005\u7f3a\u9677\u4e0e\u73af\u5883\u6a21\u578b\u7f3a\u9677\u4e4b\u95f4\u7684\u754c\u7ebf\u56e0\u6b64\u4ece\u53ef\u91c7\u7eb3\u6027\u4e2d\u81ea\u7136\u5f97\u51fa&#xff0c;\u800c\u65e0\u9700\u65b0\u673a\u5236\u3002\u91cd\u5199\u73af\u5883\u6a21\u578b\u4f1a\u4f7f\u9488\u5bf9\u65e7\u6a21\u578b\u7f16\u8bd1\u7684\u6bcf\u4e2a\u8bca\u65ad\u5de5\u4ef6\u5931\u6548&#xff0c;\u56e0\u6b64\u8be5\u7b97\u5b50\u5728\u539f\u5219 4.4 \u4e0b\u662f\u80fd\u529b\u6539\u53d8\u7684\u5e76\u5f3a\u5236\u4e0b\u6e38\u91cd\u65b0\u63a2\u6d4b\u3002\u62a5\u544a\u91cf\u968f\u4e4b\u6539\u53d8&#xff1a;\u4e0d\u662f\u51bb\u7ed3\u4efb\u52a1\u96c6\u4e0a\u7684\u51c6\u786e\u7387&#xff0c;\u800c\u662f\u672a\u5efa\u6a21\u60c5\u5883\u88ab\u8f6c\u5316\u4e3a\u7ecf\u9a8c\u8bc1\u3001\u53ef\u590d\u7528\u60c5\u5883\u7684\u901f\u7387\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a\u7269\u7406\u5faa\u73af\u5728\u54ea\u91cc\u95ed\u5408\u00a0\u524d\u63d0\u662f\u4eea\u5668\u4e0a\u7684\u53ef\u7f16\u7a0b\u8868\u9762&#xff0c;\u73b0\u5728\u72ec\u7acb\u4e8e\u672c\u5de5\u4f5c\u6784\u5efa\u3002\u667a\u80fd\u4f53\u5230\u4eea\u5668\u534f\u8bae\u901a\u8fc7\u5171\u540c\u4f20\u611f\u548c\u81f4\u52a8\u63a5\u53e3\u66b4\u9732\u5b9e\u9a8c\u5ba4\u8bbe\u5907&#xff1a;\u7b7e\u540d\u5361\u58f0\u660e\u4eea\u5668\u80fd\u529b\u53ca\u5176\u7269\u7406\u9650\u5236&#xff0c;\u7ed1\u5b9a\u662f\u53d1\u73b0\u4f18\u5148\u7684&#xff0c;\u7ed3\u679c\u643a\u5e26\u5355\u4f4d\u548c\u6821\u51c6&#xff0c;\u4e0d\u53ef\u9006\u64cd\u4f5c\u5728\u5bc6\u7801\u7ed1\u5b9a\u64cd\u4f5c\u5458\u786e\u8ba4\u540e\u95e8\u63a7 [62]\u3002\u56e0\u6b64\u5f02\u6784\u8230\u961f\u5448\u73b0\u5355\u4e00\u7c7b\u578b\u5316\u52a8\u4f5c\u8868\u9762&#xff0c;\u6700\u540e\u4e00\u6761\u662f\u524d\u6bb5\u7684\u53d7\u4fdd\u62a4\u4eba\u7c7b\u6388\u6743&#xff0c;\u72ec\u7acb\u5230\u8fbe\u3002\u90e8\u7f72\u5df2\u5c55\u793a\u7269\u7406\u5f62\u5f0f\u7684\u5b9a\u5f8b 3 \u57fa\u5e95\u8fc1\u79fb&#xff1a;\u4e00\u4e2a\u64cd\u4f5c X \u5c04\u7ebf\u7eb3\u7c73\u63a2\u9488\u548c\u6750\u6599\u673a\u5668\u4eba\u7684\u667a\u80fd\u4f53\u5c06\u5176\u5728\u7ebf\u5de5\u4f5c\u51fa\u7684\u5185\u5bb9\u5de9\u56fa\u4e3a\u53ef\u590d\u7528\u4f8b\u7a0b&#xff0c;\u4eea\u5668\u7136\u540e\u5728\u4eba\u7c7b\u5b89\u5168\u786e\u8ba4\u4e0b\u81ea\u884c\u8fd0\u884c&#xff0c;\u4eea\u5668\u81ea\u5df1\u7684\u8bfb\u6570\u4f5c\u4e3a\u9a8c\u8bc1\u5668 [63]\u3002\u6211\u4eec\u7684\u6846\u67b6\u9884\u6d4b\u6210\u719f\u987a\u5e8f\u3002\u7531\u5b9a\u5f8b 1&#xff0c;\u5faa\u73af\u5b58\u5728\u4e8e\u9a8c\u8bc1\u5ec9\u4ef7\u5904&#xff1b;\u5728\u8868 6 \u9636\u68af\u4e0a&#xff0c;\u81ea\u52a8\u5316\u5b9e\u9a8c\u5ba4\u5360\u636e\u7b2c 3 \u81f3 4 \u7ea7&#xff0c;\u5176\u4e2d\u53ef\u7f16\u7a0b\u4eea\u5668\u65e2\u662f\u81f4\u52a8\u5668\u53c8\u662f\u9a8c\u8bc1\u5668&#xff0c;\u5206\u7ea7\u4fdd\u771f\u5ea6\u5c06\u4e0d\u53ef\u9006\u6b65\u9aa4\u653e\u5728\u6700\u540e\u3002\u7b2c 5 \u7ea7\u7684\u5f00\u653e\u4e16\u754c\u5177\u8eab&#xff0c;\u7f3a\u4e4f\u95ed\u5408\u9a8c\u8bc1\u5668&#xff0c;\u6210\u719f\u8f83\u665a&#xff0c;\u56e0\u6b64\u7b2c\u4e00\u4e2a\u7269\u7406\u540e\u7ee7\u51fa\u73b0\u5728\u81ea\u52a8\u5316\u5b9e\u9a8c\u5ba4\u800c\u975e\u65e0\u7ea6\u675f\u73af\u5883\u3002<\/p>\n<h4>6.6. \u53ef\u590d\u7528\u5de5\u4ef6<\/h4>\n<p>\u516c\u5f0f (15) \u7684\u57fa\u56e0\u7ec4\u72ec\u7acb\u4e8e\u6846\u67b6\u5176\u4f59\u90e8\u5206\u800c\u6709\u7528&#xff0c;\u6211\u4eec\u5c06\u5176\u4f5c\u4e3a\u72ec\u7acb\u7ec4\u4ef6\u5f00\u6e90\u3002RSI-Harness \u662f\u811a\u624b\u67b6\u7b97\u5b50\u7684\u8fd0\u884c\u65f6\u548c\u57fa\u56e0\u7ec4\u683c\u5f0f&#xff0c;\u6253\u5305\u4f9b\u76f4\u63a5\u4f7f\u7528&#xff0c;\u5176\u4e2d\u4efb\u52a1\u7279\u5b9a\u914d\u7f6e\u662f\u68c0\u6d4b\u5230\u76f8\u5e94\u4efb\u52a1\u65cf\u65f6\u52a0\u8f7d\u7684\u5b58\u50a8\u57fa\u56e0\u7ec4\u3002\u8be5\u7ec4\u4ef6\u968f\u6211\u4eec\u81ea\u5df1\u7684\u8fd0\u884c\u4ea7\u751f\u7684\u57fa\u56e0\u7ec4\u4e00\u8d77\u53d1\u5e03&#xff0c;\u56e0\u6b64\u7528\u6237\u4ece\u9488\u5bf9\u56fa\u5b9a\u8bc4\u4f30\u5668\u9009\u62e9\u800c\u975e\u624b\u5de5\u7f16\u5199\u7684\u914d\u7f6e\u5f00\u59cb&#xff0c;\u5e76\u4fdd\u7559\u7b97\u5b50\u7684\u7c7b\u578b\u5316\u8865\u4e01\u683c\u5f0f&#xff0c;\u56e0\u6b64\u7528\u6237\u81ea\u5df1\u7684\u6539\u8fdb\u5faa\u73af\u53ef\u5728\u81ea\u5df1\u7684\u4efb\u52a1\u4e0a\u8fd0\u884c\u3002\u56e0\u4e3a\u57fa\u56e0\u7ec4\u5c0f\u3001\u58f0\u660e\u5f0f\u4e14\u53ef\u9694\u79bb\u8bc4\u4f30&#xff0c;\u914d\u7f6e\u53ef\u4ee5\u4ee5\u6a21\u578b\u68c0\u67e5\u70b9\u65e0\u6cd5\u505a\u5230\u7684\u65b9\u5f0f\u5171\u4eab&#xff1b;RSI-Harness \u63a5\u53d7\u8d21\u732e\u7684\u57fa\u56e0\u7ec4&#xff0c;\u56e0\u6b64\u5176\u793e\u533a\u6784\u5efa\u72ed\u7a84\u3001\u7ecf\u8fc7\u826f\u597d\u6d4b\u8bd5\u7684\u811a\u624b\u67b6\u7684\u516c\u5171\u5e93\u800c\u975e\u5355\u4e00\u901a\u7528\u811a\u624b\u67b6\u3002\u8be5\u5e93\u4e5f\u662f\u7b2c 6.4 \u8282\u8de8\u9886\u57df\u4e3b\u5f20\u7684\u6700\u5ec9\u4ef7\u53ef\u7528\u6d4b\u8bd5&#xff1a;\u5982\u679c\u4e3a\u65e0\u5173\u4efb\u52a1\u65cf\u8d21\u732e\u7684\u57fa\u56e0\u7ec4\u6700\u7ec8\u5171\u4eab\u811a\u624b\u67b6\u6761\u76ee&#xff0c;\u5171\u4eab\u57fa\u5e95\u662f\u771f\u5b9e\u7684&#xff1b;\u5982\u679c\u5b83\u4eec\u4e0d\u5171\u4eab\u4efb\u4f55\u4e1c\u897f&#xff0c;\u5219\u4e0d\u662f\u3002<\/p>\n<h4>6.7. \u9012\u5f52\u81ea\u6211\u6539\u8fdb\u7684\u4e94\u6761\u5b9a\u5f8b<\/h4>\n<p>\u7b2c 2.1 \u8282\u7684\u6bcf\u4e2a\u8303\u5f0f\u5728\u7559\u4e0b\u7cfb\u7edf\u4e4b\u524d\u7559\u4e0b\u4e86\u4e00\u6761\u5b9a\u5f8b&#xff1a;\u89c4\u6a21\u7559\u4e0b\u7b97\u529b-\u6570\u636e-\u53c2\u6570\u6743\u8861\u4f5c\u4e3a\u53ef\u9884\u6d4b\u5173\u7cfb\u800c\u975e\u4e00\u7ec4\u68c0\u67e5\u70b9 [7]&#xff0c;\u662f\u5173\u7cfb\u800c\u975e\u4efb\u4f55\u5728\u5176\u4e0b\u8bad\u7ec3\u7684\u6a21\u578b\u544a\u8bc9\u9886\u57df\u4e0b\u4e00\u6b65\u6784\u5efa\u4ec0\u4e48\u3002\u81ea\u6211\u6539\u8fdb\u8fd8\u6ca1\u6709\u8fd9\u6837\u7684\u5173\u7cfb\u3002\u6211\u4eec\u9648\u8ff0\u4e94\u6761&#xff0c;\u4ee5\u540e\u7eed\u7ed3\u679c\u53ef\u53cd\u9a73\u7684\u5f62\u5f0f [64]&#xff0c;\u6bcf\u6761\u662f\u4e00\u4e2a\u4e3b\u5f20\u3001\u4e00\u4e2a\u673a\u5236&#xff0c;\u4ee5\u53ca\u4f1a\u53cd\u9a73\u5b83\u7684\u89c2\u5bdf\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"332\" src=\"2026-09-16kj3akq4yrio.png\" width=\"1572\" \/><\/p>\n<p>\u504f\u76f8\u5173\u5339\u914d\u56fe 5(c)&#xff1a;\u7ea7\u522b\u5728\u63a7\u5236\u80fd\u529b\u540e\u4fdd\u6301\u6548\u5e94&#xff0c;\u800c\u80fd\u529b\u5728\u63a7\u5236\u7ea7\u522b\u540e\u4e0d\u663e\u8457\u3002\u81ea\u6211\u6539\u8fdb\u80fd\u8fdb\u5165\u7684\u9886\u57df\u662f\u80fd\u88ab\u68c0\u67e5\u7684\u9886\u57df&#xff1b;\u80fd\u529b\u53ea\u51b3\u5b9a\u8fdb\u5165\u662f\u5426\u503c\u5f97\u3002\u8fd9\u4e9b\u6570\u5b57\u80cc\u540e\u7684\u666e\u67e5\u5728 2026 \u5e74 8 \u6708\u7ffb\u500d\u4ee5\u4e0a&#xff0c;\u81f3 55 \u4e2a\u5faa\u73af&#xff0c;\u5173\u7cfb\u4fdd\u6301&#xff1a;55 \u4e2a\u4e2d 53 \u4e2a\u5728\u7b2c 1 \u81f3 3 \u7ea7\u95ed\u5408&#xff0c;\u4ece\u672a\u6709\u5faa\u73af\u7684\u516b\u4e2a\u9886\u57df\u4ecd\u7136\u6ca1\u6709\u3002\u673a\u5236&#xff1a;\u5faa\u73af\u5efa\u5728\u95ed\u5408\u5ec9\u4ef7\u5904&#xff0c;\u95ed\u5408\u5728\u9a8c\u8bc1\u514d\u8d39\u5904\u5ec9\u4ef7\u3002\u63a8\u8bba&#xff1a;\u8981\u62d3\u5bbd\u81ea\u6211\u6539\u8fdb&#xff0c;\u6784\u5efa\u9a8c\u8bc1\u5668\u3002\u53cd\u9a73\u6761\u4ef6&#xff1a;\u63a7\u5236\u00a0R\u00a0\u540e\u00a0N\u00a0\u4ecd\u8ddf\u8e2a cap\u3002<\/p>\n<p>\u5b9a\u5f8b 2 \u81ea\u6211\u77e5\u8bc6\u4f1a\u8fc7\u671f&#xff0c;\u56e0\u6b64\u91cd\u65b0\u63cf\u8ff0\u662f\u901f\u7387\u9650\u5236\u3002\u00a0\u7b97\u5b50\u8bfb\u53d6\u7cfb\u7edf\u7684\u63cf\u8ff0&#xff0c;\u4ece\u4e0d\u8bfb\u53d6\u7cfb\u7edf\u3002\u6539\u53d8\u7cfb\u7edf\u884c\u4e3a\u7684\u4efb\u4f55\u6b65\u9aa4\u4f7f\u4e4b\u524d\u7f16\u8bd1\u7684\u6bcf\u4e2a\u63cf\u8ff0\u5931\u6548\u3002\u56e0\u6b64\u81ea\u6211\u6539\u8fdb\u67b6\u6784\u7684\u7ea6\u675f\u6210\u672c\u662f\u91cd\u65b0\u63cf\u8ff0\u7cfb\u7edf&#xff0c;\u800c\u975e\u6539\u53d8\u5b83\u3002\u539f\u5219 4.4 \u662f\u672c\u5b9a\u5f8b\u7684\u5c40\u90e8\u5f62\u5f0f&#xff1a;\u5728 {D, H, M} \u4e0a\u5b83\u5141\u8bb8\u516d\u4e2a\u6709\u5e8f\u5bf9\u4e2d\u7684\u4e94\u4e2a&#xff0c;\u5e76\u547d\u540d\u54ea\u4e9b\u3002\u673a\u5236&#xff1a;\u5173\u4e8e\u5df2\u4e0d\u5b58\u5728\u72b6\u6001\u7684\u8bc1\u636e\u4e0d\u652f\u6301\u5173\u4e8e\u53d6\u4ee3\u5b83\u7684\u72b6\u6001\u7684\u4efb\u4f55\u63a8\u65ad\u3002\u63a8\u8bba&#xff1a;\u66f4\u5927\u7684\u7b97\u5b50\u5b57\u6bcd\u8868\u4e0d\u9700\u8981\u65b0\u4ee3\u6570&#xff0c;\u53ea\u9700\u540c\u4e00\u6761\u4ef6\u518d\u6b21&#xff1b;\u5199\u9a8c\u8bc1\u5668\u7684\u7b97\u5b50\u4e00\u6b21\u6027\u4f7f\u6574\u4e2a\u5386\u53f2\u5931\u6548\u3002\u53cd\u9a73\u6761\u4ef6&#xff1a;\u5faa\u73af\u5728\u5176\u81ea\u8eab\u80fd\u529b\u6539\u53d8\u6b65\u9aa4\u4e4b\u524d\u7f16\u8bd1\u7684\u63cf\u8ff0\u4e0a\u6301\u7eed\u83b7\u5f97\u6536\u76ca\u3002<\/p>\n<p>\u5b9a\u5f8b 3 \u80dc\u4efb\u529b\u65e0\u57fa\u5e95&#xff0c;\u5176\u6210\u672c\u4e0d\u662f\u3002\u00a0\u811a\u624b\u67b6\u4e0a\u548c\u6743\u91cd\u4e2d\u7684\u76f8\u540c\u884c\u4e3a\u662f\u4e24\u4e2a\u6210\u672c\u51fd\u6570\u4e0b\u7684\u4e00\u4e2a\u80dc\u4efb\u529b\u3002\u4e00\u4e2a\u5728\u6bcf\u6b21\u63a8\u7406\u91cd\u65b0\u652f\u4ed8&#xff0c;\u53e6\u4e00\u4e2a\u652f\u4ed8\u4e00\u6b21\u3002\u56e0\u6b64\u80dc\u4efb\u529b\u5c5e\u4e8e\u7cfb\u7edf\u800c\u975e\u57fa\u5e95&#xff0c;\u6210\u719f\u5faa\u73af\u5c06\u5927\u90e8\u5206\u52aa\u529b\u82b1\u5728\u5c06\u80dc\u4efb\u529b\u79fb\u5230\u5ec9\u4ef7\u5904\u3002\u673a\u5236&#xff1a;\u53ea\u6709\u5177\u6709\u4e24\u4e2a\u53ef\u5199\u57fa\u5e95\u7684\u5faa\u73af\u624d\u80fd\u9000\u5f79\u53e6\u4e00\u4e2a\u5df2\u5438\u6536\u7684\u4e1c\u897f\u3002\u5355\u57fa\u5e95\u5faa\u73af\u5355\u8c03\u7d2f\u79ef\u6210\u672c\u5e76\u56e0\u6210\u672c\u800c\u975e\u80fd\u529b\u505c\u6b62\u3002\u63a8\u8bba&#xff1a;\u57fa\u5e95\u591a\u5143\u6027\u662f\u5fc5\u8981\u800c\u975e\u4fbf\u5229\u7684\u3002\u552f\u4e00\u5f52\u8fd8\u9884\u7b97\u7684\u64cd\u4f5c\u662f\u5355\u8868\u9762\u7cfb\u7edf\u65e0\u6cd5\u8868\u8fbe\u7684\u3002\u53cd\u9a73\u6761\u4ef6&#xff1a;\u5355\u57fa\u5e95\u5faa\u73af\u6539\u8fdb\u800c\u6bcf\u63a8\u7406\u6210\u672c\u4e0d\u589e\u957f\u3002<\/p>\n<p>\u5b9a\u5f8b 4 \u4fe1\u4efb\u7531\u4e0d\u80fd\u5199\u4ec0\u4e48\u6765\u8861\u91cf\u3002\u00a0\u4ece\u5faa\u73af\u5185\u90e8&#xff0c;\u66f4\u597d\u7684\u80fd\u529b\u548c\u66f4\u597d\u7684\u6210\u529f\u5b9a\u4e49\u7ed9\u51fa\u76f8\u540c\u6570\u5b57\u3002\u8fd9\u6bd4\u53e4\u5fb7\u54c8\u7279\u66f4\u5f3a&#xff1a;\u5206\u6b67\u4e0d\u4ec5\u96be\u4ee5\u68c0\u6d4b&#xff0c;\u4ece\u5185\u90e8\u4e0d\u53ef\u89c2\u5bdf\u3002\u4efb\u4f55\u6570\u91cf\u7684\u5185\u90e8\u9a8c\u8bc1\u90fd\u627e\u4e0d\u5230\u5b83&#xff0c;\u8865\u6551\u4e0d\u80fd\u662f\u7edf\u8ba1\u7684\u3002\u5982\u679c\u00a0Q\u2217\u3001\u5176\u4efb\u52a1\u96c6\u3001\u53d1\u5e03\u89c4\u5219\u548c\u8d26\u672c\u4f4d\u4e8e\u6bcf\u4e00\u5c42\u7ea7\u6bcf\u4e2a\u5199\u8868\u9762\u4e4b\u5916&#xff0c;\u62a5\u544a\u7684\u6536\u76ca\u662f\u80fd\u529b\u3002\u53ea\u8981\u5176\u4e2d\u4efb\u4f55\u4e00\u4e2a\u53ef\u5199&#xff0c;\u540c\u4e00\u6570\u5b57\u5c31\u662f\u5b9a\u4e49\u3002\u673a\u5236&#xff1a;\u88ab\u5141\u8bb8\u79fb\u52a8\u76ee\u6807\u7684\u4f18\u5316\u5668\u4f1a\u79fb\u52a8\u5b83&#xff0c;\u8fd9\u662f\u6700\u4fbf\u5b9c\u7684\u884c\u52a8 [42]\u3002\u63a8\u8bba&#xff1a;\u6539\u8fdb\u5de5\u4f5c\u4fe1\u53f7&#xff0c;\u7edd\u4e0d\u6539\u8fdb\u951a\u70b9\u3002\u951a\u70b9\u662f\u8bb8\u53ef\u4e3b\u5f20\u7684\u4e1c\u897f\u3002\u53cd\u9a73\u6761\u4ef6&#xff1a;\u53ef\u5199\u951a\u70b9\u4ea7\u751f\u7ecf\u5f97\u8d77\u4e0d\u53ef\u5199\u951a\u70b9\u7684\u6536\u76ca\u3002<\/p>\n<p>\u5b9a\u5f8b 5 \u6ca1\u6709\u5faa\u73af\u521b\u9020\u80fd\u529b&#xff1b;\u6bcf\u4e2a\u6536\u76ca\u90fd\u662f\u5bfc\u5165\u7684\u3002\u00a0\u5faa\u73af\u91cd\u65b0\u5206\u914d\u5e76\u5185\u5316\u7cfb\u7edf\u5df2\u80fd\u5c55\u793a\u7684\u80dc\u4efb\u529b\u3002\u516c\u5f0f (11) \u5212\u51fa\u5b83\u4e0e\u8f68\u8ff9\u4ece\u672a\u5c55\u793a\u4e4b\u95f4\u7684\u7ebf\u3002\u7b2c\u4e00\u4fa7\u7684\u76d1\u7763\u4e70\u4e0d\u5230\u7cfb\u7edf\u81ea\u8eab\u8f93\u51fa\u4e0d\u4f1a\u63d0\u4f9b\u7684\u4e1c\u897f\u3002\u7b2c\u4e8c\u4fa7\u6839\u672c\u65e0\u6cd5\u5408\u6210&#xff0c;\u56e0\u4e3a\u5199\u8bb0\u5f55\u7684\u6a21\u578b\u5c31\u662f\u7f3a\u4e4f\u77e5\u8bc6\u7684\u6a21\u578b\u3002\u56e0\u6b64\u81ea\u6211\u6539\u8fdb\u7ed3\u679c\u6709\u4e24\u4e2a\u6570\u5b57\u800c\u975e\u4e00\u4e2a&#xff1a;\u5b83\u653e\u5927\u4e86\u4ec0\u4e48&#xff0c;\u5b83\u5bfc\u5165\u4e86\u4ec0\u4e48\u3002\u673a\u5236&#xff1a;\u4ece\u672a\u5c55\u793a\u80fd\u529b\u7684\u8bb0\u5f55\u4e0e\u6b63\u786e\u8bb0\u5f55\u5728\u6a21\u5f0f\u4e0a\u65e0\u6cd5\u533a\u5206&#xff0c;\u56e0\u6b64\u50cf\u5176\u4ed6\u4e00\u5207\u4e00\u6837\u8bad\u7ec3\u3002\u63a8\u8bba&#xff1a;\u5bfc\u5165\u662f\u53ef\u6d4b\u91cf\u7684&#xff0c;\u4e14\u968f\u9a8c\u8bc1\u5668\u53d8\u8d35\u800c\u66f4\u6709\u4ef7\u503c&#xff0c;\u4ece\u7b2c 1 \u7ea7\u6307\u5bfc\u5408\u6210\u5230\u7b2c 4 \u7ea7\u5206\u914d\u4eea\u5668\u65f6\u95f4\u3002\u53cd\u9a73\u6761\u4ef6&#xff1a;\u8fb9\u754c\u4e4b\u5916\u7684\u5408\u6210\u53ef\u6d4b\u91cf\u5730\u6709\u5e2e\u52a9\u3002<\/p>\n<p>\u5408\u8d77\u6765\u8bfb&#xff0c;\u4e94\u6761\u5212\u5206\u4efb\u4f55\u81ea\u6211\u6539\u8fdb\u5faa\u73af\u5fc5\u987b\u56de\u7b54\u7684\u5185\u5bb9&#xff1a;\u5faa\u73af\u80fd\u5728\u54ea\u91cc\u5b58\u5728\u7531\u9a8c\u8bc1\u8bbe\u5b9a&#xff08;\u5b9a\u5f8b 1&#xff09;&#xff1b;\u5b83\u8f6c\u591a\u5feb\u7531\u91cd\u65b0\u63cf\u8ff0\u4e0d\u65ad\u53d8\u5316\u7684\u7cfb\u7edf\u7684\u6210\u672c\u8bbe\u5b9a&#xff08;\u5b9a\u5f8b 2&#xff09;&#xff1b;\u6536\u76ca\u6210\u672c\u7531\u54ea\u4e2a\u57fa\u5e95\u6301\u6709\u80dc\u4efb\u529b\u8bbe\u5b9a&#xff08;\u5b9a\u5f8b 3&#xff09;&#xff1b;\u6570\u5b57\u662f\u5426\u6709\u610f\u4e49\u7531\u4ec0\u4e48\u4fdd\u6301\u4e0d\u53ef\u5199\u8bbe\u5b9a&#xff08;\u5b9a\u5f8b 4&#xff09;&#xff1b;\u5fc5\u987b\u4ece\u5916\u90e8\u8d2d\u4e70\u4ec0\u4e48\u7531\u53ef\u6d4b\u91cf\u7684\u8fb9\u754c\u8bbe\u5b9a&#xff08;\u5b9a\u5f8b 5&#xff09;\u3002\u6ca1\u6709\u5b9a\u5f8b\u547d\u540d\u6a21\u578b\u3001\u57fa\u51c6\u6216\u53c2\u6570\u6570\u91cf&#xff1b;\u5b83\u4eec\u6cbb\u7406\u5faa\u73af\u800c\u975e\u7cfb\u7edf&#xff0c;\u5b83\u4eec\u662f\u7b2c 6.8 \u8282\u5728\u5faa\u73af\u800c\u975e\u6a21\u578b\u4e2d\u9648\u8ff0\u5176\u7acb\u573a\u7684\u57fa\u7840\u3002<\/p>\n<h4>6.8. \u7acb\u573a&#xff1a;\u8fdb\u6b65\u7684\u5355\u4f4d\u662f\u5faa\u73af&#xff0c;\u800c\u975e\u6a21\u578b<\/h4>\n<p>\u672c\u5c0f\u8282\u4ee5\u6b64\u7c7b\u8bba\u8bc1\u901a\u5e38\u7684\u65b9\u5f0f [61, 65, 66] \u8bba\u8bc1\u4e00\u4e2a\u7acb\u573a&#xff1a;\u5173\u4e8e\u52aa\u529b\u5e94\u53bb\u5411\u4f55\u5904\u7684\u547d\u9898&#xff0c;\u7531\u672c\u62a5\u544a\u7684\u6d4b\u91cf\u652f\u6301\u5e76\u8d85\u8d8a\u5b83\u4eec\u3002<\/p>\n<p>\u547d\u9898\u3002\u00a0\u5bf9\u4e8e\u4e0b\u4e00\u9636\u6bb5\u8fdb\u6b65&#xff0c;\u7ea6\u675f\u74f6\u9888\u4e0d\u662f\u6a21\u578b\u591a\u6709\u80fd\u529b&#xff0c;\u800c\u662f\u5b58\u5728\u591a\u5c11\u5faa\u73af\u4ee5\u53ca\u5b83\u4eec\u80fd\u5728\u54ea\u91cc\u95ed\u5408\u3002\u6309\u6b64\u8bfb\u6cd5&#xff0c;\u8fdb\u6b65\u7684\u5355\u4f4d\u662f\u5faa\u73af\u800c\u975e\u6a21\u578b&#xff0c;\u5bcc\u6709\u6210\u6548\u7684\u95ee\u9898\u4e0d\u662f\u201c\u8fd9\u4e2a\u6a21\u578b\u80fd\u597d\u591a\u5c11\u201d&#xff0c;\u800c\u662f\u201c\u5728\u4e00\u4e2a\u4ece\u672a\u95ed\u5408\u8fc7\u5faa\u73af\u7684\u5730\u65b9&#xff0c;\u80fd\u4ee5\u591a\u4f4e\u6210\u672c\u95ed\u5408\u4e00\u4e2a\u65b0\u5faa\u73af\u201d\u3002<\/p>\n<p>\u672c\u62a5\u544a\u4e2d\u7684\u4e24\u4e2a\u6d4b\u91cf\u6307\u5411\u540c\u4e00\u65b9\u5411\u3002\u6309\u95ed\u5408\u5b83\u4eec\u7684\u4e1c\u897f\u800c\u975e\u5b66\u79d1\u8ba1\u6570&#xff0c;\u8d85\u8fc7\u4e09\u5206\u4e4b\u4e8c\u7684\u88ab\u8c03\u67e5\u81ea\u6211\u6539\u8fdb\u7cfb\u7edf\u9488\u5bf9\u95ed\u5f0f\u3001\u673a\u5668\u53ef\u68c0\u67e5\u76ee\u6807\u9a8c\u8bc1&#xff0c;\u56e0\u6b64\u9886\u57df\u7684\u96c6\u4e2d\u662f\u8d1f\u62c5\u80fd\u529b\u800c\u975e\u5174\u8da3\u3002\u4e14\u5728\u4e8c\u5341\u4e8c\u4e2a\u9886\u57df\u4e0a&#xff0c;\u51b3\u5b9a\u4e00\u4e2a\u9886\u57df\u662f\u5426\u83b7\u5f97\u5faa\u73af\u7684\u662f\u5b83\u80fd\u5426\u88ab\u68c0\u67e5\u800c\u975e\u6a21\u578b\u662f\u5426\u64c5\u957f\u5b83&#xff0c;\u5b9a\u5f8b 1 \u8bc6\u522b\u7684\u6301\u7eed\u635f\u5931\u96c6\u4e2d\u5728\u4e94\u4e2a\u5df2\u7ecf\u6709\u80fd\u529b\u4e14\u6ca1\u6709\u673a\u5668\u53ef\u68c0\u67e5\u76ee\u6807\u7684\u9886\u57df\u3002\u8be5\u533a\u57df\u662f\u5b58\u5728\u4f46\u672a\u88ab\u6536\u83b7\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5982\u679c\u547d\u9898\u6210\u7acb&#xff0c;\u4e00\u4e9b\u9014\u5f84\u8fdc\u6bd4\u5176\u4ed6\u7684\u66f4\u53ef\u80fd\u56de\u62a5&#xff0c;\u8bf4\u51fa\u54ea\u4e9b\u6bd4\u4e0d\u504f\u4e0d\u501a\u66f4\u6709\u7528\u3002\u53ef\u80fd&#xff1a;\u00a0\u5728\u5355\u4e2a\u6d41\u6c34\u7ebf\u9636\u6bb5\u5b9e\u4f8b\u5316\u4e00\u9636\u5faa\u73af&#xff0c;\u56e0\u4e3a\u4e00\u4e2a\u7b97\u5b50\u3001\u4e00\u4e2a\u4efb\u4f55\u4fdd\u771f\u5ea6\u7684\u9a8c\u8bc1\u5668\u548c\u4e00\u4e2a\u79cd\u5b50\u811a\u624b\u67b6\u5df2\u4ea7\u751f\u6709\u7528\u4e1c\u897f&#xff0c;\u5e76\u53d1\u51fa\u90bb\u8fd1\u9636\u6bb5\u4ee5\u540e\u53ef\u636e\u4ee5\u8c03\u5ea6\u7684\u7c7b\u578b\u5316\u5de5\u4ef6&#xff1b;\u5728\u6743\u91cd\u4e0d\u53ef\u89e6\u53ca\u5904\u4f7f\u7528\u811a\u624b\u67b6\u8def\u7ebf&#xff0c;\u8fd9\u662f\u5927\u591a\u6570\u90e8\u7f72&#xff1b;\u5c06\u8bca\u65ad\u8fb9\u754c\u7528\u4f5c\u5206\u914d\u88c5\u7f6e\u800c\u975e\u6570\u636e\u751f\u6210\u5668&#xff0c;\u4e00\u65e6\u9a8c\u8bc1\u5668\u82b1\u8d39\u4eea\u5668\u65f6\u95f4\u800c\u975e\u6beb\u79d2&#xff0c;\u8fd9\u5c31\u662f\u5b83\u7684\u7528\u9014\u3002\u4e0d\u592a\u53ef\u80fd&#xff1a;\u00a0\u4e3a\u771f\u6b63\u7f3a\u5931\u7684\u80fd\u529b\u5408\u6210\u8bad\u7ec3\u6570\u636e&#xff0c;\u539f\u56e0\u89c1\u7b2c 4.2.1 \u8282&#xff1a;\u5199\u8bb0\u5f55\u7684\u6a21\u578b\u6309\u6784\u9020\u5c31\u662f\u7f3a\u4e4f\u77e5\u8bc6\u7684\u6a21\u578b&#xff1b;\u901a\u8fc7\u6269\u5c55\u56fa\u5b9a\u9a8c\u8bc1\u5668\u95ed\u5408\u65b0\u5faa\u73af&#xff0c;\u56e0\u4e3a\u56fa\u5b9a\u9a8c\u8bc1\u5668\u662f\u56fa\u5b9a\u5929\u82b1\u677f&#xff0c;\u7b56\u7565\u5c06\u6070\u597d\u5728\u5b83\u7684\u76f2\u70b9\u7d2f\u79ef&#xff1b;\u5c06\u672a\u5efa\u6a21\u60c5\u5883\u89c6\u4e3a\u80fd\u529b\u7f3a\u53e3&#xff0c;\u8fd9\u6df7\u6dc6\u4e86\u7f3a\u5931\u60c5\u5883\u4e0e\u7f3a\u5931\u6280\u80fd\u3002<\/p>\n<p>\u4e09\u4e2a\u53d1\u73b0\u4f1a\u53cd\u9a73\u5b83\u3002\u00a0\u63a7\u5236\u9a8c\u8bc1\u5668\u7ea7\u522b\u540e\u5faa\u73af\u6570\u8ddf\u8e2a\u80fd\u529b\u4f1a\u4f7f\u6301\u7eed\u635f\u5931\u6210\u4e3a\u6211\u4eec\u653e\u7f6e\u7684\u4ea7\u7269\u3002\u8bca\u65ad\u5de5\u4ef6\u548c\u57fa\u56e0\u7ec4\u5728\u5b9e\u8df5\u4e2d\u672a\u80fd\u64ad\u79cd\u4e0b\u4e00\u4e2a\u5faa\u73af\u4f1a\u4f7f\u5355\u4f4d\u7ec8\u7a76\u662f\u4efb\u52a1&#xff0c;\u6846\u67b6\u662f\u7ec4\u7ec7\u826f\u597d\u7684\u6d41\u6c34\u7ebf\u3002\u5b64\u7acb\u6539\u8fdb\u7684\u7b97\u5b50\u7ec4\u5408\u4e0d\u6bd4\u8fd9\u91cc\u7ec4\u5408\u5f97\u66f4\u597d\u4f1a\u4f7f\u4ee3\u6570\u6210\u4e3a\u7c3f\u8bb0\u3002\u8868 3 \u7684\u7ec4\u5408\u57fa\u7ebf\u662f\u5173\u4e8e\u7b2c\u4e09\u70b9\u7684\u6700\u5c0f\u5b9e\u9a8c&#xff1b;\u7b2c\u4e8c\u70b9\u662f\u6211\u4eec\u4e0b\u4e00\u6b65\u8981\u8fd0\u884c\u7684\u7814\u7a76\u3002<\/p>\n<p>\u547d\u9898\u8986\u76d6\u60c5\u5883\u53ef\u63d0\u524d\u679a\u4e3e\u7684\u8bbe\u7f6e&#xff0c;\u8fd9\u662f\u6b64\u5904\u8bc4\u4f30\u7684\u6bcf\u4e2a\u8bbe\u7f6e&#xff1b;\u5176\u5411\u5f00\u653e\u4e16\u754c\u7684\u6269\u5c55&#xff0c;\u5176\u4e2d\u60c5\u5883\u7a7a\u95f4\u672c\u8eab\u662f\u64cd\u4f5c\u6570&#xff0c;\u662f\u7b2c 6.5 \u8282\u548c\u7b2c 4.1 \u8282\u7684\u6295\u5f71\u3002\u7ed3\u675f\u4e3b\u5f20\u5173\u4e8e\u673a\u5236&#xff1a;\u5c1d\u8bd5\u6240\u9700\u7684\u6bcf\u4e2a\u673a\u5668\u90e8\u4ef6\u90fd\u53ef\u7531\u5df2\u6784\u5efa\u7684\u90e8\u4ef6\u6784\u5efa\u3002<\/p>\n<h3>7. \u7ed3\u8bba<\/h3>\n<p>\u672c\u62a5\u544a\u65e8\u5728\u5c06\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u4ece\u4e00\u4e2a\u53ef\u7f16\u8f91\u8868\u9762\u79fb\u5230\u5c06\u7b97\u529b\u8f6c\u5316\u4e3a\u5df2\u90e8\u7f72\u6a21\u578b\u7684\u751f\u4ea7\u7ebf\u3002\u9886\u57df\u7684\u96c6\u4e2d\u662f\u683c\u5f0f\u800c\u975e\u5b66\u79d1\u7684\u754c\u9650&#xff1a;\u6211\u4eec\u8c03\u67e5\u7684\u7cfb\u7edf\u8d85\u8fc7\u4e09\u5206\u4e4b\u4e8c\u9488\u5bf9\u673a\u5668\u53ef\u68c0\u67e5\u76ee\u6807\u95ed\u5408\u5faa\u73af&#xff0c;\u8fd9\u8ba4\u8bc1\u7684\u662f\u57fa\u51c6\u7ed1\u5b9a\u80fd\u529b\u800c\u975e\u5b66\u79d1\u4e2d\u7684\u901a\u7528\u80fd\u529b\u3002<\/p>\n<p>\u9488\u5bf9\u8fd9\u4e00\u70b9&#xff0c;\u6211\u4eec\u63d0\u51fa MetaRSI-v1&#xff0c;\u5176\u4e2d\u6539\u8fdb\u662f\u5728\u4e00\u4e2a\u7edf\u4e00\u6267\u884c\u8303\u5f0f\u4e0b\u7c7b\u578b\u5316\u7b97\u5b50\u7684\u8c03\u5ea6\u7ec4\u5408\u3002\u6bcf\u4e2a\u7b97\u5b50\u5b9e\u4f8b\u5316\u4e00\u4e2a\u5faa\u73af\u5185\u6838&#xff0c;\u4e00\u4e2a\u7531\u7f16\u8bd1\u5b66\u4e60\u4fe1\u53f7\u95ed\u5408\u3001\u88ab\u5207\u5272\u4e00\u6b21\u4e3a\u6a21\u578b\u63d0\u8bae\u7684\u53ef\u53d8\u66f4\u5f27\u548c\u786e\u5b9a\u6027\u4ee3\u7801\u88c1\u51b3\u7684\u53d7\u4fdd\u62a4\u5f27\u7684\u5faa\u73af\u3002\u5728\u5df2\u90e8\u7f72\u7cfb\u7edf\u7684\u6570\u636e\u3001\u811a\u624b\u67b6\u548c\u6a21\u578b\u4e0a\u5b9e\u4f8b\u5316&#xff0c;\u5b83\u4ea7\u751f Data-RSI&#xff0c;\u653e\u5927\u5df2\u6709\u80fd\u529b\u5e76\u6807\u8bb0\u5176\u8fb9\u754c&#xff0c;\u4f7f\u5916\u90e8\u76d1\u7763\u53ea\u82b1\u5728\u8fb9\u754c\u4e4b\u5916&#xff1b;Harness-RSI&#xff0c;\u5728\u4e0d\u89e6\u78b0\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u7f16\u8f91\u4e94\u69fd\u811a\u624b\u67b6&#xff1b;Model-RSI&#xff0c;\u5c06\u91cd\u590d\u4e0a\u4e0b\u6587\u6210\u672c\u8f6c\u5316\u4e3a\u4e00\u6b21\u6027\u8bad\u7ec3\u6210\u672c\u3002\u4e00\u4e2a\u5de5\u4ef6\u8bcd\u6c47\u8868\u8ba9\u5355\u4e00\u65b0\u9c9c\u5ea6\u6761\u4ef6\u5141\u8bb8\u516d\u4e2a\u6709\u5e8f\u8f6c\u79fb\u4e2d\u7684\u4e94\u4e2a&#xff0c;\u5176\u4e2d\u4e00\u6761\u662f\u5185\u5316\u8bb8\u53ef\u5220\u9664\u5176\u6240\u5305\u542b\u7684\u811a\u624b\u67b6\u89c4\u5219\u7684\u8fb9\u3002\u5728\u7b97\u5b50\u4e4b\u4e0a&#xff0c;\u4e00\u4e2a RSI\u00b2 Agent-v1 \u5728\u6bcf\u4e00\u6b65\u9009\u62e9\u6269\u5c55\u5e8f\u5217\u548c\u91cd\u5199\u7b97\u5b50\u63d0\u8bae\u7b56\u7565\u4e4b\u95f4&#xff0c;\u5143\u5c42\u5728\u4e00\u4e2a\u9879\u5b8c\u6210\u540e\u4fee\u8ba2\u8be5\u8c03\u5ea6\u5668\u3002\u5728\u56fa\u5b9a\u9884\u7b97\u3001\u5bc6\u5c01\u6d4b\u91cf\u548c\u65e0\u5916\u90e8\u6559\u5e08\u4e0b&#xff0c;MetaRSI-v1 \u5c06\u53d1\u5e03\u7684\u540e\u7ee7\u6bd4\u6700\u5f3a\u56fa\u5b9a\u6d41\u6c34\u7ebf\u63d0\u9ad8 3.6 \u5206\u3002<\/p>\n<p>\u6211\u4eec\u6700\u60f3\u7559\u4e0b\u7684\u4e0d\u662f\u7cfb\u7edf\u800c\u662f\u7b2c 6.7 \u8282\u7684\u4e94\u4e2a\u5173\u7cfb&#xff1a;\u81ea\u6211\u6539\u8fdb\u7684\u53ef\u8fbe\u524d\u6cbf\u662f\u9a8c\u8bc1\u524d\u6cbf\u800c\u975e\u80fd\u529b\u524d\u6cbf&#xff1b;\u7cfb\u7edf\u5bf9\u81ea\u8eab\u7684\u63cf\u8ff0\u5728\u7cfb\u7edf\u53d8\u5316\u65f6\u8fc7\u671f&#xff0c;\u56e0\u6b64\u91cd\u65b0\u63cf\u8ff0\u662f\u901f\u7387\u9650\u5236&#xff1b;\u80dc\u4efb\u529b\u8de8\u57fa\u5e95\u4e0d\u53d8\u800c\u5176\u6210\u672c\u4e0d\u53d8&#xff0c;\u4f7f\u6539\u8fdb\u65e2\u662f\u83b7\u53d6\u4e5f\u662f\u8fc1\u79fb&#xff1b;\u4fe1\u4efb\u6709\u5ea6\u91cf\u800c\u975e\u7a0b\u5ea6&#xff0c;\u5ea6\u91cf\u662f\u7cfb\u7edf\u4e0d\u80fd\u5199\u7684\u4e1c\u897f&#xff1b;\u6ca1\u6709\u5faa\u73af\u521b\u9020\u80fd\u529b&#xff0c;\u56e0\u6b64\u6bcf\u4e2a\u771f\u5b9e\u6dfb\u52a0\u90fd\u662f\u5bfc\u5165\u7684\u3002\u6bcf\u6761\u90fd\u9648\u8ff0\u5f97\u4ee5\u540e\u7eed\u7ed3\u679c\u53ef\u53cd\u9a73&#xff0c;\u5408\u8d77\u6765\u5b83\u4eec\u5c06\u8fdb\u6b65\u7684\u5355\u4f4d\u8bfb\u4f5c\u5faa\u73af\u800c\u975e\u6a21\u578b&#xff1a;\u7ea6\u675f\u4e0b\u4e00\u9636\u6bb5\u7684\u662f\u5728\u4e00\u4e2a\u4ece\u672a\u6709\u8fc7\u5faa\u73af\u7684\u5730\u65b9\u80fd\u4ee5\u591a\u4f4e\u6210\u672c\u95ed\u5408\u4e00\u4e2a\u5faa\u73af\u3002\u811a\u624b\u67b6\u8fd0\u884c\u65f6\u548c\u57fa\u56e0\u7ec4\u683c\u5f0f\u4f5c\u4e3a\u5f00\u6e90\u5305 RSI-Harness \u53d1\u5e03&#xff0c;\u8fde\u540c\u6211\u4eec\u8fd0\u884c\u4ea7\u751f\u7684\u57fa\u56e0\u7ec4&#xff0c;\u4ee5\u64ad\u79cd\u4efb\u52a1\u7279\u5b9a\u811a\u624b\u67b6\u7684\u793e\u533a\u5e93\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u6838\u5fc3\u95ee\u9898<br \/>\n1.1 \u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;RSI&#xff09;\u7684\u73b0\u72b6<br \/>\n\u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;Recursive Self-Improvement, RSI&#xff09;\u662f\u6307\u7cfb\u7edf\u80fd\u591f\u8bfb\u53d6\u81ea\u8eab\u5931\u8d25\u5e76\u6539\u8fdb\u6a21\u578b\u6784\u5efa\u673a\u5236\u672c\u8eab&#xff0c;\u4f7f\u540e\u7eed\u6784\u5efa\u7684\u6bcf\u4e2a\u6a21\u578b\u90fd\u7ee7\u627f\u8fd9\u4e00\u6536\u76ca\u3002\u8fd1\u671f\u7cfb\u7edf\u5df2\u8bc1\u660e\u8fd9\u4e0d\u518d\u662f\u601d\u8fa8&#xff1a;\u667a\u80fd\u4f53\u53ef\u4ee5\u91cd\u5199\u81ea\u5df1\u7684\u811a\u624b\u67b6\u3001\u751f\u6210\u81ea\u5df1\u7684\u5fae\u8c03\u6570\u636e\u3002<br \/>\n1.2 \u6838\u5fc3\u95ee\u9898&#xff1a;\u683c\u5f0f\u7ea6\u675f\u800c\u975e\u5b66\u79d1\u7ea6\u675f<br \/>\n\u4f5c\u8005\u901a\u8fc7\u5bf945\u4e2a\u8fd1\u671fRSI\u7cfb\u7edf\u7684<\/p>\n","protected":false},"author":2,"featured_media":105794,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11998,12000,11999,12001,75],"topic":[],"class_list":["post-105814","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-metarsi","tag-recursive","tag-rsi","tag-self-improving","tag-llm"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>MetaRSI\uff1a A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/105814.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MetaRSI\uff1a A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u6838\u5fc3\u95ee\u9898 1.1 \u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;RSI&#xff09;\u7684\u73b0\u72b6 \u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;Recursive Self-Improvement, RSI&#xff09;\u662f\u6307\u7cfb\u7edf\u80fd\u591f\u8bfb\u53d6\u81ea\u8eab\u5931\u8d25\u5e76\u6539\u8fdb\u6a21\u578b\u6784\u5efa\u673a\u5236\u672c\u8eab&#xff0c;\u4f7f\u540e\u7eed\u6784\u5efa\u7684\u6bcf\u4e2a\u6a21\u578b\u90fd\u7ee7\u627f\u8fd9\u4e00\u6536\u76ca\u3002\u8fd1\u671f\u7cfb\u7edf\u5df2\u8bc1\u660e\u8fd9\u4e0d\u518d\u662f\u601d\u8fa8&#xff1a;\u667a\u80fd\u4f53\u53ef\u4ee5\u91cd\u5199\u81ea\u5df1\u7684\u811a\u624b\u67b6\u3001\u751f\u6210\u81ea\u5df1\u7684\u5fae\u8c03\u6570\u636e\u3002 1.2 \u6838\u5fc3\u95ee\u9898&#xff1a;\u683c\u5f0f\u7ea6\u675f\u800c\u975e\u5b66\u79d1\u7ea6\u675f \u4f5c\u8005\u901a\u8fc7\u5bf945\u4e2a\u8fd1\u671fRSI\u7cfb\u7edf\u7684\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/105814.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-15T23:17:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231727-6aa9d207e953a.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"15 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/105814.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/105814.html\",\"name\":\"MetaRSI\uff1a A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-09-15T23:17:45+00:00\",\"dateModified\":\"2026-09-15T23:17:45+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/105814.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/105814.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/105814.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"MetaRSI\uff1a A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"MetaRSI\uff1a A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/105814.html","og_locale":"zh_CN","og_type":"article","og_title":"MetaRSI\uff1a A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u6838\u5fc3\u95ee\u9898 1.1 \u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;RSI&#xff09;\u7684\u73b0\u72b6 \u9012\u5f52\u81ea\u6211\u6539\u8fdb&#xff08;Recursive Self-Improvement, RSI&#xff09;\u662f\u6307\u7cfb\u7edf\u80fd\u591f\u8bfb\u53d6\u81ea\u8eab\u5931\u8d25\u5e76\u6539\u8fdb\u6a21\u578b\u6784\u5efa\u673a\u5236\u672c\u8eab&#xff0c;\u4f7f\u540e\u7eed\u6784\u5efa\u7684\u6bcf\u4e2a\u6a21\u578b\u90fd\u7ee7\u627f\u8fd9\u4e00\u6536\u76ca\u3002\u8fd1\u671f\u7cfb\u7edf\u5df2\u8bc1\u660e\u8fd9\u4e0d\u518d\u662f\u601d\u8fa8&#xff1a;\u667a\u80fd\u4f53\u53ef\u4ee5\u91cd\u5199\u81ea\u5df1\u7684\u811a\u624b\u67b6\u3001\u751f\u6210\u81ea\u5df1\u7684\u5fae\u8c03\u6570\u636e\u3002 1.2 \u6838\u5fc3\u95ee\u9898&#xff1a;\u683c\u5f0f\u7ea6\u675f\u800c\u975e\u5b66\u79d1\u7ea6\u675f \u4f5c\u8005\u901a\u8fc7\u5bf945\u4e2a\u8fd1\u671fRSI\u7cfb\u7edf\u7684","og_url":"https:\/\/www.wsisp.com\/helps\/105814.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-09-15T23:17:45+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915231727-6aa9d207e953a.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"15 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/105814.html","url":"https:\/\/www.wsisp.com\/helps\/105814.html","name":"MetaRSI\uff1a A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-09-15T23:17:45+00:00","dateModified":"2026-09-15T23:17:45+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/105814.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/105814.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/105814.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"MetaRSI\uff1a A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/105814","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=105814"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/105814\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/105794"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=105814"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=105814"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=105814"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=105814"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}