{"id":123597,"date":"2026-11-07T20:25:12","date_gmt":"2026-11-07T12:25:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123597.html"},"modified":"2026-11-07T20:25:12","modified_gmt":"2026-11-07T12:25:12","slug":"%e6%95%99%e4%ba%86-agent-%e4%b8%80%e7%99%be%e9%81%8d%e7%9a%84%e8%a7%84%e7%9f%a9%ef%bc%8c%e6%8d%a2%e4%b8%aa%e5%b7%a5%e5%85%b7%e5%ae%83%e4%b8%80%e6%9d%a1%e9%83%bd%e4%b8%8d%e8%ae%a4%ef%bc%8c%e6%8d%a2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123597.html","title":{"rendered":"\u6559\u4e86 Agent \u4e00\u767e\u904d\u7684\u89c4\u77e9\uff0c\u6362\u4e2a\u5de5\u5177\u5b83\u4e00\u6761\u90fd\u4e0d\u8ba4\uff0c\u6362\u4e2a\u4eba\u4e5f\u4e00\u6761\u90fd\u4e0d\u8ba4\u2014\u2014\u6211\u628a\u8bb0\u5fc6\u642c\u56de\u4e86\u4ed3\u5e93"},"content":{"rendered":"<p>        \/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/<br \/>\n        #content_views .toc,<br \/>\n        \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/<br \/>\n        #content_views.markdown_views &gt; p:empty:has(+ .toc),<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty,<br \/>\n        \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/<br \/>\n        #content_views.htmledit_views #main-toc,<br \/>\n        #content_views.htmledit_views #hr-toc,<br \/>\n        #content_views.htmledit_views p[id*=\\&#8221;-toc\\&#8221;] {<br \/>\n          display: none !important;<br \/>\n        }<br \/>\n        \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/<br \/>\n        #content_views.markdown_views &gt; .toc + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + h2,<br \/>\n      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\u4e00\u7c7b&#xff09;<\/td>\n<td>\u4e91\u8d26\u53f7<\/td>\n<td>\u901a\u5e38\u8981\u91cd\u63a5<\/td>\n<td>\u4f1a&#xff0c;\u4f46\u8981 Key\u3001\u8981\u8054\u7f51<\/td>\n<\/tr>\n<tr>\n<td>.rsi\/&#xff08;\u672c\u9879\u76ee&#xff09;<\/td>\n<td>\u4ed3\u5e93<\/td>\n<td>\u4e00\u4efd\u591a\u5bbf\u4e3b\u901a\u7528<\/td>\n<td>\u4f1a&#xff0c;\u6bcf\u6761\u90fd\u8981\u4eba\u6279\u51c6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u524d\u4e09\u884c\u5404\u6709\u4e00\u79cd\u4e22\u6cd5&#xff0c;\u7b2c\u56db\u884c\u4e5f\u4e0d\u662f\u767d\u62ff\u7684\u2014\u2014\u5b83\u8981\u6c42\u4f60\u5728\u6bcf\u6761\u65b0\u89c4\u77e9\u843d\u5e93\u524d\u70b9\u4e00\u6b21\u786e\u8ba4\u3002\u8fd9\u7b14\u8d26\u503c\u4e0d\u503c&#xff0c;\u770b\u5b8c\u7b2c\u4e5d\u8282\u4f60\u81ea\u5df1\u5c31\u80fd\u7b97\u3002<\/p>\n<p>\u6240\u4ee5\u5b83\u7684\u5b9a\u4f4d\u53ea\u6709\u4e00\u53e5&#xff0c;\u6211\u5efa\u8bae\u628a\u5b83\u5f53\u6210\u6574\u7ad9\u7684\u951a&#xff1a;<\/p>\n<p>Agent \u7684\u5de5\u7a0b\u8bb0\u5fc6&#xff0c;\u4e0d\u662f\u5bf9\u8bdd\u8bb0\u5fc6&#xff1a;\u7ea6\u5b9a\u548c\u7981\u6b62\u9879\u843d\u5728\u4ed3\u5e93\u91cc&#xff0c;\u6362\u4e00\u4e2a\u5bbf\u4e3b\u8bfb\u5230\u7684\u8fd8\u662f\u8fd9\u4e00\u4efd\u3002<\/p>\n<p>\u8fd9\u53e5\u8bdd\u91cc\u6709\u4e24\u4e2a\u523b\u610f\u7684\u9650\u5b9a&#xff0c;\u503c\u5f97\u62c6\u5f00\u770b\u3002\u7b2c\u4e00&#xff0c;\u5de5\u7a0b\u8bb0\u5fc6\u2014\u2014\u5b83\u5b58\u7684\u662f&#034;\u51fd\u6570\u540d\u600e\u4e48\u5199&#034;\u201c\u652f\u4ed8\u65e5\u5fd7\u91cc\u4e0d\u80fd\u6253\u5361\u53f7\u201d\u201c\u4e0a\u6b21\u90a3\u4e2a\u7a7a\u6307\u9488\u662f\u600e\u4e48\u4fee\u7684\u201d&#xff0c;\u4e0d\u662f\u4f60\u7684\u804a\u5929\u753b\u50cf&#xff0c;\u4e5f\u4e0d\u662f\u901a\u7528\u77e5\u8bc6\u5e93\u3002\u7b2c\u4e8c&#xff0c;\u4e0d\u662f\u5bf9\u8bdd\u8bb0\u5fc6\u2014\u2014\u5b83\u4e0d\u4fdd\u5b58\u4f60\u548c\u6a21\u578b\u7684\u95f2\u804a&#xff0c;\u4e5f\u4e0d\u66ff\u6a21\u578b\u7b54\u9898\u3002\u628a\u8fd9\u6761\u8fb9\u754c\u8bb0\u7262&#xff0c;\u540e\u9762\u770b\u57fa\u51c6\u6570\u5b57\u65f6\u624d\u4e0d\u4f1a\u62ff\u9519\u5c3a\u5b50\u3002<\/p>\n<p>\u516c\u5f00\u57fa\u51c6\u4e0a&#xff0c;\u5b83\u7684\u51b7\u542f\u52a8\u68c0\u7d22\u547d\u4e2d\u7387\u662f LoCoMo Hit&#064;5 56.5%\u3001LongMemEval-S Hit&#064;5 96.6%\u3002\u8fd9\u4e24\u4e2a\u6570\u5b57\u90fd\u6709\u8fb9\u754c&#xff0c;\u600e\u4e48\u8bfb\u624d\u4e0d\u4f1a\u88ab\u8bef\u5bfc&#xff0c;\u7b2c\u516d\u8282\u4e13\u95e8\u4ea4\u4ee3\u3002<\/p>\n<p>\u7531\u6b64\u957f\u51fa\u4e09\u4e2a\u80fd\u529b&#xff1a;\u8bb0\u5fc6\u968f\u4ed3\u5e93\u8d70&#xff08;.rsi\/&#xff09;\u3001\u8de8\u5de5\u5177\u4e14\u591a\u4eba\u5171\u7528\u4e00\u4efd\u3001\u4ee5\u53ca Harness-RSI \u81ea\u6539\u8fdb\u95ed\u73af\u3002<\/p>\n<h3>\u56db\u3001\u4e00\u6761\u8bb0\u5fc6\u957f\u8fd9\u6837<\/h3>\n<p>\u4e0d\u662f\u6570\u636e\u5e93\u91cc\u7684\u4e00\u884c&#xff0c;\u4e5f\u4e0d\u662f\u5411\u91cf\u5e93\u91cc\u7684\u4e00\u6bb5 embedding&#xff0c;\u5c31\u662f\u4ed3\u5e93\u91cc\u4e00\u4e2a YAML \u6587\u4ef6&#xff1a;<\/p>\n<p><span class=\"token key atrule\">id<\/span><span class=\"token punctuation\">:<\/span> aba52c7981c44692b0ea52b0b1a18437<br \/>\n<span class=\"token key atrule\">type<\/span><span class=\"token punctuation\">:<\/span> convention<br \/>\n<span class=\"token key atrule\">title<\/span><span class=\"token punctuation\">:<\/span> \u9879\u76ee\u914d\u7f6e\u4e0e\u89c4\u8303\u6458\u8981<br \/>\n<span class=\"token key atrule\">content<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">|<\/span><span class=\"token scalar string\"><br \/>\n  &#8211; \u4e3b\u8bed\u8a00: python<br \/>\n  &#8211; \u6846\u67b6: pydantic<br \/>\n  &#8211; \u6d4b\u8bd5\u6846\u67b6: pytest<\/span><br \/>\n<span class=\"token key atrule\">status<\/span><span class=\"token punctuation\">:<\/span> active<br \/>\n<span class=\"token key atrule\">domain<\/span><span class=\"token punctuation\">:<\/span> bootstrap<br \/>\n<span class=\"token key atrule\">tags<\/span><span class=\"token punctuation\">:<\/span><br \/>\n<span class=\"token punctuation\">&#8211;<\/span> signal<span class=\"token punctuation\">:<\/span>config<br \/>\n<span class=\"token key atrule\">created_at<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;2026-09-10T11:46:29.820750&#043;00:00&#039;<\/span><br \/>\n<span class=\"token key atrule\">updated_at<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;2026-09-15T01:50:58Z&#039;<\/span><\/p>\n<p>&#xff08;\u5b57\u6bb5\u53d6\u81ea\u4ed3\u5e93\u91cc\u4e00\u6761\u771f\u5b9e\u6761\u76ee&#xff0c;content \u7684\u6298\u884c\u505a\u4e86\u7b80\u5316\u3002&#xff09;<\/p>\n<p>\u5168\u90e8\u673a\u5173\u5728 status: active \u8fd9\u4e00\u884c&#xff1a;\u53ea\u6709 active \u7684\u6761\u76ee\u624d\u8fdb\u53ec\u56de\u6c60\u3002\u8349\u7a3f\u8eba\u5728 pending\/&#xff0c;\u88ab\u5426\u7684\u8fdb\u5f52\u6863&#xff0c;\u8c01\u6279\u7684\u3001\u4ec0\u4e48\u65f6\u5019\u6279\u7684&#xff0c;\u987a\u7740\u6587\u4ef6\u90fd\u80fd\u67e5\u56de\u53bb\u3002<\/p>\n<p>\u770b\u8d77\u6765\u592a\u7b80\u5355\u4e86\u5bf9\u5427&#xff1f;\u4e00\u4e2a YAML \u6587\u4ef6\u800c\u5df2\u3002\u4f46\u51b3\u5b9a\u5b83\u6709\u6ca1\u6709\u7528\u7684\u4ece\u6765\u4e0d\u662f\u6587\u4ef6\u683c\u5f0f&#xff0c;\u800c\u662f\u4e09\u4ef6\u4e8b&#xff1a;\u8fd9\u4efd\u6587\u4ef6\u5728\u4e0d\u5728 git \u91cc\u3001\u6362\u4e2a\u5de5\u5177\u8fd8\u8ba4\u4e0d\u8ba4\u3001\u5199\u8fdb\u53bb\u7684\u4e1c\u897f\u6709\u6ca1\u6709\u4eba\u628a\u8fc7\u5173\u3002\u540e\u9762\u4e09\u5341\u7bc7\u62c6\u7684\u5c31\u662f\u8fd9\u4e09\u4ef6\u4e8b\u3002<\/p>\n<h3>\u4e94\u3001\u4e09\u5206\u949f\u901f\u89c8&#xff1a;\u53ea\u8981\u8bb0\u4f4f\u8fd9\u56db\u4ef6\u4e8b<\/h3>\n<p>\u5982\u679c\u6574\u4e2a\u4e13\u680f\u4f60\u53ea\u6253\u7b97\u8bb0\u4f4f\u56db\u4ef6\u4e8b&#xff0c;\u6211\u5efa\u8bae\u662f\u8fd9\u56db\u4ef6\u3002<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u8bb0\u5fc6\u843d\u5728 .rsi\/&#xff0c;\u8ddf\u4ed3\u5e93\u8d70\u3002 \u8bb0\u5fc6\u662f\u7eaf\u6587\u4ef6&#xff08;YAML \/ JSONL&#xff09;&#xff0c;\u4e0d\u662f\u8fdc\u7aef\u670d\u52a1\u91cc\u7684\u4e00\u884c\u8bb0\u5f55\u3002\u4ed3\u5e93\u62f7\u8d70\u3001\u6362\u673a\u5668\u3001\u6362\u76ee\u5f55&#xff0c;.rsi\/ \u4e00\u8d77\u8d70&#xff1b;\u6253\u5f00\u53e6\u4e00\u4e2a\u4ed3\u5e93\u5c31\u662f\u53e6\u4e00\u4efd&#xff0c;\u4e0d\u4e32\u5473\u3002\u5b83\u9ed8\u8ba4\u8fdb .gitignore&#xff0c;\u56e2\u961f\u628a\u6838\u51c6\u8bb0\u5fc6\u653e\u884c\u3001\u8fd0\u884c\u4ea7\u7269\u5ffd\u7565&#xff0c;\u5c31\u5b9e\u73b0\u4e86&#034;\u65b0\u4eba clone \u5373\u7ee7\u627f&#034;\u3002\u5b58\u50a8\u5e03\u5c40\u4e0e\u539f\u5b50\u5199\u89c1\u7b2c 20 \u7bc7\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u68c0\u7d22\u6709\u4e24\u5957\u72ec\u7acb\u5b50\u7cfb\u7edf&#xff0c;\u4e0d\u80fd\u6df7\u4e3a\u4e00\u8c08\u3002 \u8fd9\u662f\u6574\u5957\u7cfb\u7edf\u5934\u53f7\u6613\u9519\u70b9&#xff1a;\u53ec\u56de\u94fe rsi_recall \u662f\u7eaf\u5185\u5b58 BM25 \u5012\u6392\u7d22\u5f15&#xff0c;\u96f6 Key\u3001\u79bb\u7ebf\u3001\u4e0d\u78b0\u5411\u91cf\u4e5f\u4e0d\u8c03 LLM&#xff1b;\u77e5\u8bc6\u68c0\u7d22 knowledge_search \u624d\u662f BM25 \u52a0\u5411\u91cf\u7684 RRF \u878d\u5408&#xff08;k&#061;60&#xff0c;\u539f\u59cb\u5206\u95e8\u69db cosine \u2265 0.6 \u6216 BM25 \u5f52\u4e00\u5316 \u2265 0.6&#xff09;&#xff0c;\u5b83\u670d\u52a1\u4e8e\u77e5\u8bc6\u6761\u76ee\u4e0e\u89c4\u5219\u6ce8\u5165\u3002\u770b\u5230\u300c\u68c0\u7d22\u300d\u4e8c\u5b57&#xff0c;\u5148\u5206\u6e05\u5b83\u8bf4\u7684\u662f\u54ea\u4e00\u5957\u3002\u673a\u5236\u5206\u522b\u5728\u7b2c 5 \u7bc7\u4e0e\u7b2c 10 \u7bc7\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u5ba1\u6279\u6cbb\u7406\u662f\u786c\u7eaa\u5f8b&#xff0c;\u4e0d\u662f\u53ef\u9009\u9879\u3002 \u73af\u662f\u56fa\u5b9a\u7684&#xff1a;\u53ec\u56de \u2192 \u5e72\u6d3b \u2192 \u84b8\u998f\u6210\u5f85\u5ba1\u6761\u76ee \u2192 \u4eba\u6279\u51c6\u540e\u624d\u7559\u4e0b \u2192 \u4e0b\u4e00\u8f6e\u53ec\u56de\u8bfb\u5230\u7559\u4e0b\u7684\u6761\u76ee\u3002\u53ec\u56de\u53ea\u8ba4 active \u72b6\u6001&#xff0c;\u6240\u4ee5\u4e00\u6761\u8bb0\u5fc6\u6ca1\u7ecf\u8fc7\u6279\u51c6&#xff0c;\u6c38\u8fdc\u4e0d\u4f1a\u8fdb\u4e0b\u4e00\u8f6e\u3002\u8fd9\u6761\u7eaa\u5f8b\u6362\u6765\u4e86\u8bb0\u5fc6\u7684\u5f52\u5c5e\u6743\u4e0e\u53ef\u5ba1\u8ba1\u6027&#xff0c;\u4ee3\u4ef7\u662f\u4f60\u8981\u82b1\u51e0\u6b21\u70b9\u51fb\u3002\u6211\u8ba4\u4e3a\u8fd9\u4e2a\u4ee3\u4ef7\u503c\u5f97&#xff0c;\u7406\u7531\u5728\u7b2c 8 \u7bc7\u5b8c\u6574\u5c55\u5f00\u3002<\/p>\n<p>\u7b2c\u56db&#xff0c;Harness-RSI \u662f\u81ea\u6539\u8fdb\u95ed\u73af&#xff0c;\u800c\u4e14\u5b83\u53ea\u6539\u81ea\u5df1\u90a3\u4e00\u5c0f\u5757\u3002 \u8d1f\u53cd\u9988 \u2192 \u5931\u8d25\u6876 \u2192 \u63d0\u6848 \u2192 \u9759\u6001\u95e8\u7981 \u2192 7 \u5929\u89c2\u5bdf \u2192 \u91c7\u7eb3\u7387\u6389\u4e86\u5c31\u81ea\u52a8\u56de\u6eda\u3002\u5b83\u53ea\u6539\u53ef\u5199\u69fd\u4f4d&#xff08;\u63d0\u793a\u8bcd \/ \u6280\u80fd \/ \u53ec\u56de\u7b56\u7565 \/ \u610f\u56fe\u89c4\u5219 \/ \u77e5\u8bc6&#xff09;&#xff0c;\u7edd\u4e0d\u78b0\u4e1a\u52a1\u4ee3\u7801\u3002\u7b2c 13 \u5230 16 \u7bc7\u9010\u6bb5\u62c6\u8fd9\u6761\u73af\u3002<\/p>\n<h3>\u516d\u3001\u5173\u952e\u6570\u636e&#xff0c;\u4ee5\u53ca\u4e09\u6761&#034;\u522b\u8bfb\u9519&#034;\u7684\u63d0\u9192<\/h3>\n<p>\u5148\u628a\u6570\u5b57\u6446\u51fa\u6765\u3002<\/p>\n<table>\n<tr>\u6570\u636e\u96c6\u6709\u8bc1\u636e\u7684\u9898Hit&#064;5Recall&#064;5MRRHit&#064;10<\/tr>\n<tbody>\n<tr>\n<td>LoCoMo<\/td>\n<td>1536<\/td>\n<td>56.5%<\/td>\n<td>51.0%<\/td>\n<td>0.427<\/td>\n<td>64.0%<\/td>\n<\/tr>\n<tr>\n<td>LongMemEval-S<\/td>\n<td>500<\/td>\n<td>96.6%<\/td>\n<td>90.1%<\/td>\n<td>0.907<\/td>\n<td>98.4%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u53e6\u6709\u4e00\u9879 token \u5b9e\u6d4b&#xff1a;\u540c\u4e00\u5957\u5173\u4e8e\u672c\u4ed3\u5e93\u7684\u95ee\u9898&#xff0c;\u5173\u8bb0\u5fc6\u4e0e\u5f00\u8bb0\u5fc6\u5404\u7b54\u4e00\u904d&#xff0c;\u516d\u7ec4\u5408\u8ba1\u7701\u4e0b 1,214,004 token&#xff0c;\u6bd4\u4f8b 74.1%&#xff08;\u5355\u7ec4\u4ece 10.5% \u5230 89.7% \u4e0d\u7b49&#xff0c;\u5f15\u7528\u5fc5\u987b\u8bf4\u5408\u8ba1&#xff09;\u3002<\/p>\n<p>\u7136\u540e\u662f\u6211\u8ba4\u4e3a\u6bd4\u6570\u5b57\u672c\u8eab\u66f4\u91cd\u8981\u7684\u4e09\u6761\u63d0\u9192&#xff0c;\u6f0f\u6389\u4efb\u4f55\u4e00\u6761\u90fd\u4f1a\u8bfb\u9519\u3002<\/p>\n<p>\u63d0\u9192\u4e00&#xff1a;\u8fd9\u4e9b\u662f&#034;\u627e\u4e0d\u627e\u5f97\u56de&#034;&#xff0c;\u4e0d\u662f&#034;\u7b54\u5f97\u5bf9\u4e0d\u5bf9&#034;\u3002 rsi-boot \u7684\u4e3b\u94fe\u8def\u6839\u672c\u4e0d\u8c03\u6a21\u578b&#xff0c;\u6ca1\u6709&#034;\u7b54\u9898&#034;\u8fd9\u4e2a\u73af\u8282&#xff0c;\u6240\u4ee5\u5b83\u62a5\u7684\u662f\u51b7\u542f\u52a8\u68c0\u7d22\u547d\u4e2d\u7387&#xff08;Hit&#064;5 \/ Recall&#064;5 \/ MRR&#xff09;\u3002Mem0 \u4e3b\u9875\u4e0a\u90a3\u4e24\u4e2a\u767e\u5206\u6570&#xff08;LoCoMo 92.5\u3001LongMemEval 94.4&#xff09;\u662f\u53e6\u4e00\u5957\u505a\u6cd5&#xff1a;\u5148\u8ba9\u6a21\u578b\u501f\u52a9\u8bb0\u5fc6\u7b54\u9898&#xff0c;\u518d\u7531\u88c1\u5224\u7ed9\u7b54\u6848\u6253\u5206&#xff0c;\u800c\u4e14\u7528\u7684\u662f top 50\u3001top 200 \u8fd9\u79cd\u5f88\u5bbd\u7684\u8f93\u51fa\u7a97\u53e3\u3002\u4e24\u5957\u6d4b\u91cf\u94fe\u8def\u4e0d\u540c&#xff0c;\u4e0d\u80fd\u653e\u5728\u540c\u4e00\u5217\u6bd4\u8f83\u2014\u2014\u8fde\u653e\u5728\u4e00\u8d77\u53c2\u7167\u90fd\u6bd4\u9519\u4e86\u3002\u8fd9\u6761\u53e3\u5f84\u6211\u4eec\u5728\u7b2c 23 \u7bc7\u4e13\u95e8\u4ea4\u4ee3\u8fc7\u3002<\/p>\n<p>\u63d0\u9192\u4e8c&#xff1a;74.1% \u662f\u6bdb\u6536\u76ca&#xff0c;\u4e0d\u662f\u51c0\u6536\u76ca\u3002 \u5b83\u7701\u7684\u662f\u63a8\u7406\u671f\u7684 token&#xff0c;\u4e0d\u5305\u542b\u8bb0\u5fc6\u81ea\u8eab\u7684\u5efa\u8bbe\u6210\u672c\u2014\u2014\u5b66\u4e60\u626b\u63cf\u3001\u4eba\u5de5\u6838\u51c6\u3001\u53cd\u9988\u56de\u6d41\u3001\u5065\u5eb7\u626b\u63cf\u90fd\u8981\u6d88\u8017\u7b97\u529b\u548c token&#xff0c;\u800c\u8fd9\u90e8\u5206\u6ca1\u6709\u4ece&#034;\u5f00\u8bb0\u5fc6&#034;\u4e00\u4fa7\u6263\u9664\u3002\u628a\u5b83\u5f53\u6210\u7aef\u5230\u7aef\u51c0\u6536\u76ca\u53bb\u7406\u89e3&#xff0c;\u5c31\u4f1a\u9ad8\u4f30\u3002\u7b2c 25 \u7bc7\u4e13\u95e8\u62e6\u4e86\u8fd9\u4e2a\u63a8\u8bba\u3002<\/p>\n<p>\u63d0\u9192\u4e09&#xff1a;\u5e73\u5747\u6570\u4f1a\u63a9\u76d6\u504f\u79d1\u3002 LoCoMo \u90a3\u4e2a 56.5% \u62c6\u5f00\u770b\u662f&#xff1a;\u591a\u8df3 &#043;27.8\u3001\u5f00\u653e\u57df &#043;29.6&#xff0c;\u800c\u5355\u8df3 \u221229.3\u3001\u65f6\u95f4 \u221238.9&#xff0c;\u957f\u677f\u77ed\u677f\u76f8\u62b5\u624d\u51d1\u51fa\u603b\u5e73\u5747\u3002\u8fd9\u4e9b\u5dee\u503c\u5bf9\u7167\u7684\u662f\u5b66\u672f\u8bba\u6587\u7684\u68c0\u7d22\u6570\u5b57&#xff08;LoCoMo \u539f\u8bba\u6587\u4e0e ECHO&#xff09;&#xff0c;\u4e0d\u662f Mem0 \u7684\u7b54\u9898\u5206\u3002\u504f\u79d1\u4e0d\u53ef\u6015&#xff0c;\u53ef\u6015\u7684\u662f\u7528\u5e73\u5747\u6570\u628a\u504f\u79d1\u85cf\u8d77\u6765\u2014\u2014\u7b2c 24 \u7bc7\u9010\u9879\u62c6\u7ed9\u4f60\u770b\u3002<\/p>\n<h3>\u4e03\u3001\u548c\u5546\u4e1a\u5316\u7ade\u54c1\u6bd4&#xff1a;\u4e00\u5f20\u8def\u7ebf\u8868&#xff0c;\u4e0d\u662f\u5206\u6570\u8868<\/h3>\n<p>\u4e0b\u9762\u8fd9\u5f20\u8868\u6bd4\u7684\u662f\u4ea7\u54c1\u8def\u7ebf\u4e0e\u6210\u672c\u7ed3\u6784&#xff0c;\u4e0d\u662f\u5206\u6570\u3002\u518d\u6b21\u58f0\u660e&#xff1a;\u4e0d\u628a\u4e24\u8fb9\u7684\u767e\u5206\u6570\u6446\u8fdb\u540c\u4e00\u5f20\u5bf9\u7167\u8868\u3002<\/p>\n<table>\n<tr>\u7ef4\u5ea6rsi-boot\u4e91\u7aef\u8bb0\u5fc6&#xff08;Mem0 \u4e00\u7c7b&#xff09;\u5bbf\u4e3b\u81ea\u5e26&#xff08;Cursor Rules \/ AGENTS.md&#xff09;\u88f8\u5411\u91cf\u5e93 RAG<\/tr>\n<tbody>\n<tr>\n<td>\u8bb0\u5fc6\u5f52\u5c5e<\/td>\n<td>\u4ed3\u5e93<\/td>\n<td>\u4e91\u8d26\u53f7<\/td>\n<td>\u672c\u673a \/ \u5bbf\u4e3b\u914d\u7f6e<\/td>\n<td>\u4f60\u7684\u6570\u636e\u5e93<\/td>\n<\/tr>\n<tr>\n<td>Key \u4e0e\u8054\u7f51<\/td>\n<td>\u96f6 Key\u3001\u53ef\u79bb\u7ebf<\/td>\n<td>\u8981 Key\u3001\u8981\u8054\u7f51<\/td>\n<td>\u4e0d\u9700\u8981<\/td>\n<td>\u901a\u5e38\u8981 embedding<\/td>\n<\/tr>\n<tr>\n<td>\u8bb0\u5fc6\u7c7b\u578b<\/td>\n<td>\u7a0b\u5e8f\u6027&#xff08;\u600e\u4e48\u505a&#xff09;<\/td>\n<td>\u4e8b\u5b9e\u6027&#xff08;\u662f\u4ec0\u4e48&#xff09;<\/td>\n<td>\u9759\u6001\u89c4\u5219<\/td>\n<td>\u4efb\u610f\u6587\u672c\u5757<\/td>\n<\/tr>\n<tr>\n<td>\u8de8 AI \u5de5\u5177<\/td>\n<td>\u4e00\u4efd .rsi\/ \u591a\u5bbf\u4e3b\u901a\u7528<\/td>\n<td>\u8ddf\u8d26\u53f7&#xff0c;\u6362\u5de5\u5177\u901a\u5e38\u8981\u91cd\u63a5<\/td>\n<td>\u6bcf\u5bbf\u4e3b\u5404\u5199\u4e00\u4efd<\/td>\n<td>\u8981\u81ea\u5df1\u63a5<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u4eba\u534f\u4f5c<\/td>\n<td>\u9760 git \u5171\u4eab\u6838\u51c6\u8bb0\u5fc6<\/td>\n<td>\u9760\u8d26\u53f7\u5171\u4eab<\/td>\n<td>\u5404\u4eba\u5404\u4e00\u4efd<\/td>\n<td>\u81ea\u5efa\u6743\u9650<\/td>\n<\/tr>\n<tr>\n<td>\u6cbb\u7406\u5ba1\u8ba1<\/td>\n<td>\u5ba1\u6279 &#043; \u51b2\u7a81\u88c1\u51b3 &#043; \u7248\u672c\u5feb\u7167<\/td>\n<td>\u53d6\u51b3\u4e8e\u5382\u5546<\/td>\n<td>\u65e0<\/td>\n<td>\u81ea\u5efa<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u672c\u7ed3\u6784<\/td>\n<td>\u4e0d\u4ed8\u5411\u91cf\u5316\u7a0e<\/td>\n<td>\u6bcf\u6b21\u8bfb\u5199\u90fd\u6709\u5411\u91cf\u5316\u5f00\u9500<\/td>\n<td>\u65e0<\/td>\n<td>embedding &#043; \u5b58\u50a8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5173\u4e8e Mem0&#xff0c;\u6211\u53ea\u8bb2\u4e24\u4ef6\u80fd\u7ad9\u4f4f\u7684\u4e8b&#xff1a;\u4e00\u662f\u8def\u7ebf\u5dee\u5f02&#xff08;\u4e8b\u5b9e\u8bb0\u5fc6 &#043; \u6a21\u578b\u7b54\u9898 vs \u7a0b\u5e8f\u6027\u8bb0\u5fc6 &#043; \u884c\u4e3a\u7ea6\u675f&#xff09;&#xff0c;\u4e8c\u662f\u6210\u672c\u7ed3\u6784\u76f8\u53cd&#xff08;\u5b83\u7684\u4e3b\u94fe\u8def\u8981\u8c03 embedding \u63a5\u53e3&#xff0c;rsi-boot \u4e3b\u94fe\u8def\u96f6 Key&#xff09;\u3002\u8fd9\u4e24\u70b9\u90fd\u4e0d\u6d89\u53ca\u628a\u5206\u6570\u6446\u5728\u4e00\u8d77\u3002\u5b8c\u6574\u7684\u9009\u578b\u51b3\u7b56\u8868\u5728\u7b2c 26 \u7bc7\u3002<\/p>\n<h3>\u516b\u3001\u5546\u4e1a\u5316\u53ef\u884c\u6027&#xff1a;\u6211\u7684\u5224\u65ad<\/h3>\n<p>\u4e0b\u9762\u8fd9\u4e00\u6bb5\u4e0d\u662f\u4ed3\u5e93\u91cc\u5199\u7740\u7684\u7ed3\u8bba&#xff0c;\u662f\u6211\u4f5c\u4e3a\u4f7f\u7528\u8005\u7684\u5224\u65ad\u2014\u2014\u4f60\u5b8c\u5168\u53ef\u4ee5\u4e0d\u540c\u610f\u3002\u6211\u53ea\u62ff\u524d\u9762\u90a3\u4e9b\u6446\u5f97\u51fa\u6765\u7684\u4ea7\u54c1\u4e8b\u5b9e\u505a\u4f9d\u636e&#xff0c;\u4e0d\u5f15\u7528\u4efb\u4f55\u5e02\u573a\u89c4\u6a21\u3001\u878d\u8d44\u6216\u5ba2\u6237\u6570\u91cf\u7684\u6570\u5b57&#xff0c;\u56e0\u4e3a\u90a3\u4e9b\u6570\u5b57\u6211\u62ff\u4e0d\u51fa\u6765\u3002<\/p>\n<p>\u6709\u5229\u7684\u90e8\u5206&#xff0c;\u6709\u786c\u4e8b\u5b9e\u652f\u6491\u3002 \u5176\u4e00&#xff0c;\u5b83\u7528\u7684\u662f MIT \u8bb8\u53ef&#xff0c;\u5546\u7528\u4e0e\u4e8c\u6b21\u5206\u53d1\u6ca1\u6709\u6cd5\u5f8b\u969c\u788d&#xff0c;\u8fd9\u5bf9\u60f3\u628a\u5b83\u5185\u5d4c\u8fdb\u81ea\u5bb6\u5de5\u5177\u94fe\u7684\u516c\u53f8\u5f88\u5173\u952e\u3002\u5176\u4e8c&#xff0c;\u4e3b\u94fe\u8def\u96f6 Key\u3001\u4e0d\u8054\u7f51\u3001\u672c\u5730\u4f18\u5148&#xff0c;\u76f4\u63a5\u5bf9\u5e94&#034;\u6570\u636e\u4e0d\u80fd\u51fa\u5883\u3001\u4e0d\u80fd\u51fa\u672c\u5730&#034;\u7684\u5408\u89c4\u573a\u666f\u2014\u2014\u91d1\u878d\u3001\u533b\u7597\u8fd9\u7c7b\u5bf9\u6570\u636e\u9a7b\u7559\u6709\u786c\u6027\u8981\u6c42\u7684\u884c\u4e1a&#xff0c;\u4e91\u7aef\u8bb0\u5fc6\u65b9\u6848\u5f80\u5f80\u7b2c\u4e00\u6b65\u5c31\u88ab\u5408\u89c4\u62e6\u4e0b&#xff0c;\u800c rsi-boot \u4e0d\u4f1a\u3002\u5176\u4e09&#xff0c;\u8bb0\u5fc6\u8ddf\u4ed3\u5e93\u8d70\u3001\u5e26\u5ba1\u6279\u4e0e\u7248\u672c\u5feb\u7167&#xff0c;\u6b63\u597d\u547d\u4e2d\u4f01\u4e1a&#034;\u8bb0\u5fc6\u4e5f\u5f97\u80fd review\u3001\u80fd\u8ffd\u8d23\u3001\u80fd\u56de\u6eda&#034;\u7684\u8bc9\u6c42&#xff0c;\u8fd9\u6bd4&#034;\u8bb0\u5fc6\u66f4\u51c6&#034;\u66f4\u5bb9\u6613\u88ab\u5de5\u7a0b\u7ec4\u7ec7\u63a5\u53d7\u3002\u5176\u56db&#xff0c;\u6210\u672c\u7ed3\u6784\u4e0a\u5b83\u4e0d\u4ed8\u5411\u91cf\u5316\u7a0e&#xff0c;\u89c4\u6a21\u8d8a\u5927\u8fd9\u4e2a\u5dee\u5f02\u8d8a\u660e\u663e\u3002<\/p>\n<p>\u4e0d\u5229\u7684\u90e8\u5206&#xff0c;\u6211\u4e5f\u5982\u5b9e\u8bf4\u3002 \u5b83\u4e0d\u662f\u901a\u7528\u4e8b\u5b9e\u8bb0\u5fc6\u5e93&#xff1a;\u4e0d\u5b58\u5bf9\u8bdd\u3001\u4e0d\u66ff\u6a21\u578b\u7b54\u9898&#xff0c;\u60f3\u62ff\u5b83\u505a&#034;\u7528\u6237\u753b\u50cf&#034;\u6216&#034;\u901a\u7528\u95ee\u7b54\u589e\u5f3a&#034;\u4f1a\u5931\u671b\u3002\u5b83\u504f\u79d1&#xff0c;LoCoMo \u5355\u8df3 \u221229.3\u3001\u65f6\u95f4 \u221238.9 \u662f\u771f\u5b9e\u77ed\u677f&#xff0c;\u7eaf BM25 \u5728\u9700\u8981\u8f6f\u63a8\u7406\u7684\u9898\u4e0a\u5c31\u662f\u5f31\u3002\u5b83\u8981\u6c42\u4eba\u5de5\u5ba1\u6279&#xff0c;\u6709\u6301\u7eed\u7684\u4ea4\u4e92\u6210\u672c&#xff0c;\u8ba8\u538c\u70b9\u786e\u8ba4\u7684\u4eba\u4f1a\u89c9\u5f97\u5570\u55e6\u3002\u5b83\u4f9d\u8d56 MCP \u5bbf\u4e3b\u751f\u6001&#xff0c;\u5bbf\u4e3b\u4e0d\u652f\u6301 MCP \u65f6\u53ea\u80fd\u9000\u5230 AGENTS.md \u6258\u7ba1\u5757\u3002\u591a\u4eba\u534f\u4f5c\u8fd8\u6709 git \u7684\u9690\u6027\u6210\u672c\u2014\u2014\u5171\u4eab\u6838\u51c6\u8bb0\u5fc6\u610f\u5473\u7740\u8981\u5904\u7406\u51b2\u7a81\u4e0e\u5408\u5e76\u3002<\/p>\n<p>\u6211\u7684\u5f62\u6001\u5224\u65ad\u3002 \u5b83\u66f4\u53ef\u80fd\u4ee5&#034;\u88ab\u96c6\u6210\u7684\u5de5\u7a0b\u8bb0\u5fc6\u5c42&#034;\u7684\u5f62\u6001\u6210\u7acb\u2014\u2014IDE \u6216\u5e73\u53f0\u5185\u5d4c\u7684\u4e00\u5c42\u80fd\u529b\u3001\u4f01\u4e1a\u5185\u6e90\u5de5\u5177\u94fe\u91cc\u7684\u4e00\u4e2a\u7ec4\u4ef6&#xff0c;\u800c\u4e0d\u662f\u76f4\u63a5\u4e0b\u573a\u548c\u901a\u7528\u8bb0\u5fc6 SaaS \u6bd4\u7b54\u9898\u5206\u3002\u7406\u7531\u5f88\u7b80\u5355&#xff1a;\u5b83\u8be5\u8d62\u7684\u90a3\u4e00\u683c\u662f&#034;\u8bb0\u5fc6\u5f52\u8c01\u3001\u80fd\u4e0d\u80fd\u5ba1\u8ba1\u3001\u6362\u5de5\u5177\u4e22\u4e0d\u4e22\u3001\u5408\u89c4\u8fc7\u4e0d\u8fc7&#034;&#xff0c;\u4e0d\u662f&#034;\u7b54\u9898\u5206&#034;\u90a3\u4e00\u683c\u3002\u62ff\u81ea\u5df1\u7684\u77ed\u677f\u53bb\u649e\u522b\u4eba\u7684\u4e3b\u573a&#xff0c;\u65e2\u8fdd\u80cc\u5b83\u81ea\u5df1\u7684\u8bda\u5b9e\u53e3\u5f84&#xff0c;\u4e5f\u8d62\u4e0d\u4e86\u3002<\/p>\n<h3>\u4e5d\u3001\u4ec0\u4e48\u65f6\u5019\u8be5\u7528&#xff0c;\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u7528&#xff08;\u8be6\u89c1\u7b2c 26 \u7bc7&#xff09;<\/h3>\n<p>\u8be5\u7528&#xff1a;\u9879\u76ee\u89c4\u77e9\u8981\u8ddf\u7740\u4ed3\u5e93\u8d70&#xff1b;\u56e2\u961f\u8981\u8ba9\u65b0\u4eba clone \u5373\u7ee7\u627f&#xff1b;\u5408\u89c4\u4e0d\u5141\u8bb8\u8bb0\u5fc6\u51fa\u672c\u5730&#xff1b;\u540c\u4e00\u4e2a\u4eba\u6362\u7740\u591a\u4e2a AI \u5de5\u5177\u5199\u540c\u4e00\u4e2a\u4ed3\u5e93&#xff0c;\u4e0d\u60f3\u6bcf\u6b21\u91cd\u5b66\u3002<\/p>\n<p>\u4e0d\u8be5\u7528&#xff1a;\u60f3\u8981\u5bf9\u8bdd\u4e2a\u6027\u5316\u753b\u50cf&#xff1b;\u60f3\u8981\u901a\u7528\u4e8b\u5b9e\u95ee\u7b54&#xff1b;\u5b8c\u5168\u4e0d\u63a5\u53d7\u5ba1\u6279\u8fd9\u4e00\u6b65\u7684\u4ea4\u4e92\u6210\u672c&#xff1b;\u671f\u5f85&#034;\u5582\u4e00\u5806\u6570\u636e\u5c31\u81ea\u52a8\u957f\u51fa\u89c4\u8303&#034;\u7684\u5168\u81ea\u52a8\u4f53\u9a8c\u3002<\/p>\n<h3>\u5341\u3001\u88c5\u4e0a\u3001\u63a5\u4e0a\u3001\u8dd1\u7b2c\u4e00\u6b21<\/h3>\n<p>pip <span class=\"token function\">install<\/span> rsi-boot      <span class=\"token comment\"># \u9700\u8981 Python 3.10&#043;<\/span><br \/>\nrsi init                  <span class=\"token comment\"># \u53ea\u5199\u7528\u6237\u7ea7\u914d\u7f6e ~\/.rsi\/config.yaml<\/span><\/p>\n<p>\u7136\u540e\u5728\u8981\u7528\u8bb0\u5fc6\u7684\u90a3\u4e2a\u9879\u76ee\u91cc\u653e\u4e00\u4efd MCP \u914d\u7f6e\u3002Cursor \u7684\u5199\u6cd5\u662f\u8fd9\u6837&#xff0c;\u653e\u8fdb\u9879\u76ee\u6839\u7684 .cursor\/mcp.json&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;mcpServers&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;rsi-boot&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;command&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;rsi&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;args&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;serve&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;env&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string-property property\">&#034;RSI_PROJECT_ROOT&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;${workspaceFolder}&#034;<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5176\u4f59\u56db\u5bb6\u5404\u6709\u4e00\u6761\u547d\u4ee4&#xff0c;\u4e0d\u7528\u624b\u5199 JSON&#xff1a;<\/p>\n<table>\n<tr>\u5bbf\u4e3b\u600e\u4e48\u63a5<\/tr>\n<tbody>\n<tr>\n<td>Cursor<\/td>\n<td>\u9879\u76ee\u6839 .cursor\/mcp.json&#xff0c;\u653e\u4e0a\u9762\u90a3\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>Qoder<\/td>\n<td>qoder mcp add rsi-boot &#8212; rsi serve&#xff0c;\u6216\u9879\u76ee\u6839 .mcp.json \u653e\u540c\u4e00\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>Claude Code<\/td>\n<td>claude mcp add rsi-boot &#8212; uvx &#8211;from rsi-boot rsi serve<\/td>\n<\/tr>\n<tr>\n<td>Codex<\/td>\n<td>codex mcp add rsi-boot &#8212; uvx &#8211;from rsi-boot rsi serve<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek Harness<\/td>\n<td>\u63d2\u4ef6\u9875\u88c5 dsh-rsi-boot&#xff0c;\u6216 dsh plugin &#8211;profile web add dsh-rsi-boot<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6709\u4e00\u4e2a\u5751\u5fc5\u987b\u63d0\u524d\u8bf4&#xff1a;\u8fd9\u6bb5\u4e0d\u8981\u914d\u8fdb\u7528\u6237\u7ea7 mcp.json\u3002\u7528\u6237\u7ea7\u914d\u7f6e\u91cc\u7684 ${workspaceFolder} \u7ecf\u5e38\u4e0d\u5c55\u5f00&#xff0c;rsi serve \u53ea\u80fd\u9000\u56de\u6309 cwd \u731c\u9879\u76ee\u6839\u2014\u2014\u731c\u9519\u7684\u7ed3\u679c\u5c31\u662f\u8bb0\u5fc6\u4e32\u5230\u522b\u7684\u4ed3\u5e93&#xff0c;\u800c\u4e14\u4f60\u4e0d\u4f1a\u6536\u5230\u4efb\u4f55\u62a5\u9519\u3002\u8981\u8bb0\u54ea\u4e2a\u9879\u76ee&#xff0c;\u5c31\u5199\u5728\u90a3\u4e2a\u9879\u76ee\u91cc\u3002Qoder \u548c Claude Code \u540c\u7406&#xff0c;\u90fd\u4ece\u9879\u76ee\u76ee\u5f55\u542f\u52a8\u3002<\/p>\n<p>\u4e24\u4e2a\u5e38\u88ab\u95ee\u5230\u7684\u70b9&#xff1a;rsi init \u4e0d\u4f1a\u5728\u9879\u76ee\u91cc\u5efa .rsi\/&#xff0c;\u9879\u76ee\u8bb0\u5fc6\u76ee\u5f55\u662f\u7b2c\u4e00\u6b21 rsi serve \u6216 rsi bootstrap \u65f6\u521b\u5efa\u7684&#xff0c;\u522b\u5bf9\u7740 rsi init \u7b49\u4e00\u4e2a\u4e0d\u4f1a\u51fa\u73b0\u7684\u76ee\u5f55\u3002\u53e6\u5916\u673a\u5668\u4e0a\u6ca1\u88c5 rsi \u547d\u4ee4\u4e5f\u80fd\u8dd1&#xff0c;\u628a &#034;command&#034;: &#034;rsi&#034; \u6362\u6210 &#034;command&#034;: &#034;uvx&#034;\u3001&#034;args&#034; \u6362\u6210 [&#034;&#8211;from&#034;, &#034;rsi-boot&#034;, &#034;rsi&#034;, &#034;serve&#034;] \u5373\u53ef\u3002<\/p>\n<p>\u63a5\u4e0a\u4e4b\u540e&#xff0c;\u5728\u5bbf\u4e3b\u91cc\u8bf4\u4e00\u53e5\u300c\u7b2c\u4e00\u6b21\u5b66\u8fd9\u4e2a\u9879\u76ee\u300d&#xff0c;\u6216\u8005\u76f4\u63a5\u8dd1 rsi bootstrap&#xff0c;\u5b83\u5c31\u5f00\u59cb\u626b\u8fd9\u4e2a\u4ed3\u5e93\u7684\u4fe1\u53f7\u6e90\u3002\u4e94\u4e2a\u5bbf\u4e3b\u7684\u5b8c\u6574\u914d\u7f6e&#xff08;\u542b Codex \u7684 TOML \u5199\u6cd5\u3001DeepSeek Harness \u7684\u5de5\u5177\u540d\u524d\u7f00&#xff09;\u7b2c 4 \u7bc7\u9010\u5bb6\u7ed9\u4e86\u3002<\/p>\n<h3>\u5341\u4e00\u300130 \u7bc7\u5bfc\u822a<\/h3>\n<p>\u8fd9\u4e00\u7bc7\u4e0d\u662f 30 \u7bc7\u6b63\u6587\u4e4b\u4e00&#xff0c;\u5b83\u662f\u6574\u7ad9\u7684\u5165\u53e3&#xff1a;\u8bb2\u8fd9\u4e2a\u4e13\u680f\u7684\u8303\u56f4\u3001\u90a3\u4e9b\u6570\u5b57\u8be5\u600e\u4e48\u8bfb\u3001\u4ee5\u53ca\u5b83\u7ad9\u5728\u4ec0\u4e48\u4f4d\u7f6e\u3002\u60f3\u76f4\u63a5\u5f00\u8bfb&#xff0c;\u4ece\u7b2c 1 \u7bc7\u5f00\u59cb\u3002<\/p>\n<ul>\n<li>\u57fa\u7840\u4e0e\u4e0a\u624b&#xff1a;\u7b2c 1 \u7bc7 \u5f00\u7bc7 &#xff5c; \u7b2c 2 \u7bc7 RSI \u6982\u5ff5 &#xff5c; \u7b2c 3 \u7bc7 \u88c5\u4e0a\u8dd1\u901a &#xff5c; \u7b2c 4 \u7bc7 \u63a5\u8fdb\u4e94\u5927\u5bbf\u4e3b<\/li>\n<li>\u539f\u7406\u4e0e\u68c0\u7d22&#xff1a;\u7b2c 5 \u7bc7 \u53ec\u56de\u94fe\u8def &#xff5c; \u7b2c 6 \u7bc7 \u51b2\u7a81\u68c0\u6d4b &#xff5c; \u7b2c 7 \u7bc7 \u73af\u5168\u666f &#xff5c; \u7b2c 8 \u7bc7 \u84b8\u998f\u5ba1\u6279 &#xff5c; \u7b2c 9 \u7bc7 \u8d1f\u53cd\u9988 &#xff5c; \u7b2c 10 \u7bc7 \u77e5\u8bc6\u68c0\u7d22 &#xff5c; \u7b2c 11 \u7bc7 \u610f\u56fe\u4e0e\u53ec\u56de\u81c2 &#xff5c; \u7b2c 12 \u7bc7 \u7f6e\u9876\u4e0e\u8bb0\u5fc6\u5065\u5eb7<\/li>\n<li>Harness \u81ea\u6539\u8fdb&#xff1a;\u7b2c 13 \u7bc7 \u5931\u8d25\u6876\u6316\u6398 &#xff5c; \u7b2c 14 \u7bc7 \u63d0\u6848\u4e0e\u9759\u6001\u95e8\u7981 &#xff5c; \u7b2c 15 \u7bc7 7 \u5929\u89c2\u5bdf\u4e0e\u81ea\u52a8\u56de\u6eda &#xff5c; \u7b2c 16 \u7bc7 \u664b\u5347\u69fd\u4f4d\u7248\u672c<\/li>\n<li>\u5199\u94fe\u8def\u4e0e\u67b6\u6784&#xff1a;\u7b2c 17 \u7bc7 \u5199\u94fe\u8def\u4e0e\u6ce8\u5165 &#xff5c; \u7b2c 18 \u7bc7 MCP \u5de5\u5177\u9762 &#xff5c; \u7b2c 19 \u7bc7 \u5206\u5c42 &#xff5c; \u7b2c 20 \u7bc7 \u5b58\u50a8 &#xff5c; \u7b2c 21 \u7bc7 \u89c2\u6d4b &#xff5c; \u7b2c 22 \u7bc7 DAG&#xff08;\u5173\u7cfb\u56fe\u4e0e\u51fd\u6570\u7ba1\u9053&#xff0c;\u4e0d\u662f\u4efb\u52a1\u8c03\u5ea6\u5668&#xff09;<\/li>\n<li>\u57fa\u51c6\u516c\u4fe1\u529b&#xff1a;\u7b2c 23 \u7bc7 \u65b9\u6cd5\u5b66\u4e0e\u8bda\u5b9e\u53e3\u5f84 &#xff5c; \u7b2c 24 \u7bc7 \u5206\u9879\u62c6\u89e3 &#xff5c; \u7b2c 25 \u7bc7 token \u5b9e\u6d4b<\/li>\n<li>\u843d\u5730\u4e0e\u6536\u53e3&#xff1a;\u7b2c 26 \u7bc7 \u9009\u578b &#xff5c; \u7b2c 27 \u7bc7 \u591a\u4eba\u5171\u4eab &#xff5c; \u7b2c 28 \u7bc7 \u8de8\u5de5\u5177\u8fc1\u79fb &#xff5c; \u7b2c 29 \u7bc7 \u5b89\u5168\u9690\u79c1 &#xff5c; \u7b2c 30 \u7bc7 \u8d21\u732e\u4e0e\u6536\u53e3<\/li>\n<\/ul>\n<h3>\u5341\u4e8c\u3001\u8fd9\u4e9b\u6570\u5b57\u4e3a\u4ec0\u4e48\u503c\u5f97\u4f60\u91c7\u4fe1<\/h3>\n<p>\u4f60\u5927\u6982\u4f1a\u60f3&#xff1a;\u8fd9\u4e9b\u6570\u5b57\u51ed\u4ec0\u4e48\u4fe1\u3002\u6211\u7684\u56de\u7b54\u662f\u56db\u6761\u53e3\u5f84&#xff0c;\u4f60\u53ef\u4ee5\u62ff\u5b83\u4eec\u9010\u6761\u53bb\u6838&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u53ea\u8bb2\u5df2\u7ecf\u843d\u5730\u7684\u80fd\u529b\u3002\u4ed3\u5e93\u91cc\u8fd8\u5728\u65bd\u5de5\u7684\u90e8\u5206&#xff0c;\u4e0d\u4f1a\u88ab\u5f53\u6210\u5356\u70b9\u6446\u51fa\u6765\u3002<br \/>\n\u7b2c\u4e8c&#xff0c;\u4e0d\u77e5\u9053\u5c31\u8bf4\u4e0d\u77e5\u9053\u3002\u6709\u4e24\u5904\u76ee\u524d\u786e\u5b9e\u6ca1\u6709\u7b54\u6848&#xff1a;\u6709\u4e00\u7248\u6307\u6807\u56e0\u4e3a\u5b9a\u4e49\u4f9d\u8d56\u6d4b\u8bd5\u96c6\u8c03\u6574\u800c\u88ab\u64a4\u4e0b&#xff0c;\u5177\u4f53\u662f\u54ea\u4e00\u5929\u64a4\u7684\u5df2\u7ecf\u67e5\u4e0d\u5230&#xff08;\u7b2c 24 \u7bc7\u8bb2\u4e86\u8fd9\u4ef6\u4e8b&#xff09;&#xff1b;\u8bb0\u5fc6\u81ea\u8eab\u7684\u7ef4\u62a4\u6210\u672c\u4e5f\u8fd8\u6ca1\u6709\u516c\u5f00\u6570\u5b57&#xff0c;\u6240\u4ee5\u90a3\u4e2a 74.1% \u53ea\u80fd\u7b97\u6bdb\u6536\u76ca&#xff08;\u7b2c 25 \u7bc7\u8bf4\u660e\u4e86\u4e3a\u4ec0\u4e48\u4e0d\u7b97\u8fdb\u53bb&#xff09;\u3002\u8fd9\u4e24\u5904\u6211\u4eec\u9009\u62e9\u5199&#034;\u4e0d\u77e5\u9053&#034;&#xff0c;\u800c\u4e0d\u662f\u586b\u4e00\u4e2a\u597d\u770b\u7684\u6570\u3002<br \/>\n\u7b2c\u4e09&#xff0c;\u6240\u6709\u6570\u5b57\u90fd\u51fa\u81ea\u4ed3\u5e93 benchmark\/results\/ \u4e0b\u7684\u539f\u59cb SUMMARY&#xff0c;\u4e0d\u5f15\u7528\u4e8c\u624b\u8f6c\u8ff0&#xff0c;\u4e5f\u4e0d\u6311\u597d\u770b\u7684\u90a3\u4e00\u6b21\u3002<br \/>\n\u7b2c\u56db&#xff0c;\u8be5\u627f\u8ba4\u7684\u77ed\u677f\u7167\u5199&#xff1a;LoCoMo \u4e0a\u5355\u8df3\u548c\u65f6\u95f4\u7c7b\u9898\u662f\u660e\u663e\u5f31\u9879&#xff0c;74.1% 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