{"id":31688,"date":"2026-09-22T15:46:51","date_gmt":"2026-09-22T07:46:51","guid":{"rendered":"http:\/\/139.9.1.231\/?p=31688"},"modified":"2026-09-22T16:14:24","modified_gmt":"2026-09-22T08:14:24","slug":"jev-system-one","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2026\/09\/22\/jev-system-one\/","title":{"rendered":"Jev \u6df1\u5ea6\u89e3\u6790\uff1a\u9762\u5411\u7ed3\u6784\u5316\u51b3\u7b56\u7684 System One \u6a21\u578b\u3001\u539f\u7406\u3001\u4f18\u52bf\u4e0e\u5de5\u7a0b\u5b9e\u8df5"},"content":{"rendered":"\n<p>\u6700\u8fd1\uff0cTypeSafe AI \u53d1\u5e03\u7684 Jev \u5f15\u53d1\u4e86\u5f00\u53d1\u8005\u793e\u533a\u7684\u96c6\u4e2d\u8ba8\u8bba\u3002\u5b83\u7684\u5b9a\u4f4d\u5e76\u4e0d\u662f\u201c\u53c8\u4e00\u4e2a\u66f4\u5c0f\u7684\u804a\u5929\u5927\u6a21\u578b\u201d\uff0c\u800c\u662f\u4e00\u79cd\u9762\u5411\u8f6f\u4ef6\u7cfb\u7edf\u7684 <strong>System One\uff08\u7cfb\u7edf 1\uff09\u6a21\u578b<\/strong>\uff1a\u63a5\u6536\u5f53\u524d\u72b6\u6001\u548c\u4e00\u7ec4\u9884\u5148\u5b9a\u4e49\u7684\u95ee\u9898\uff0c\u5feb\u901f\u8fd4\u56de\u7c7b\u578b\u5316\u7b54\u6848\u3001\u6982\u7387\u5206\u5e03\u4e0e\u7f6e\u4fe1\u5ea6\uff0c\u8ba9\u7a0b\u5e8f\u53ef\u4ee5\u76f4\u63a5\u636e\u6b64\u5206\u652f\u3001\u8def\u7531\u6216\u89e6\u53d1\u52a8\u4f5c\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u6587\u7ae0\u7efc\u5408 TypeSafe \u5b98\u65b9\u6587\u6863\u3001Eigent \u7684\u6280\u672f\u89e3\u8bfb\uff0c\u4ee5\u53ca\u793e\u533a\u5bf9 Jev \u7684\u7aef\u4fa7\u590d\u73b0\u548c\u5e94\u7528\u89c2\u5bdf\uff0c\u7cfb\u7edf\u8bf4\u660e Jev \u662f\u4ec0\u4e48\u3001\u4e3a\u4ec0\u4e48\u5feb\u3001\u5982\u4f55\u51cf\u5c11\u7ed3\u6784\u5316\u8f93\u51fa\u9519\u8bef\u3001\u9002\u5408\u54ea\u4e9b\u573a\u666f\u3001\u6709\u54ea\u4e9b\u5c40\u9650\uff0c\u4ee5\u53ca\u5982\u4f55\u628a\u5b83\u653e\u8fdb Agent \u548c\u81ea\u52a8\u5316\u7cfb\u7edf\u4e2d\u3002\u9700\u8981\u7279\u522b\u8bf4\u660e\u7684\u662f\uff1aJev \u76ee\u524d\u662f\u95ed\u6e90\u670d\u52a1\uff0c\u5177\u4f53\u6a21\u578b\u7ed3\u6784\u3001\u8bad\u7ec3\u6570\u636e\u548c RLCD \u7684\u5b8c\u6574\u5b9e\u73b0\u5c1a\u672a\u516c\u5f00\uff1b\u672c\u6587\u4f1a\u628a\u5b98\u65b9\u4e8b\u5b9e\u3001\u5382\u5546\u81ea\u62a5\u6307\u6807\u548c\u793e\u533a\u63a8\u6d4b\u5206\u5f00\u8868\u8ff0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001Jev \u662f\u4ec0\u4e48\uff1a\u628a\u201c\u5224\u65ad\u201d\u4ece\u6587\u672c\u751f\u6210\u4e2d\u5265\u79bb\u51fa\u6765<\/h2>\n\n\n\n<p>\u4f20\u7edf LLM \u7684\u57fa\u672c\u63a5\u53e3\u662f\u201c\u8f93\u5165\u6587\u672c\uff0c\u751f\u6210\u6587\u672c\u201d\u3002\u5373\u4f7f\u6211\u4eec\u53ea\u60f3\u77e5\u9053\u201c\u8fd9\u4e2a\u5de5\u5355\u5e94\u8be5\u4ea4\u7ed9\u54ea\u4e2a\u90e8\u95e8\u201d\uff0c\u4e5f\u5f80\u5f80\u9700\u8981\u6a21\u578b\u9010\u4e2a token \u751f\u6210 JSON\uff0c\u518d\u7531\u7a0b\u5e8f\u89e3\u6790\u3001\u6821\u9a8c\u548c\u515c\u5e95\u3002Jev \u91c7\u7528\u4e86\u76f8\u53cd\u7684\u8bbe\u8ba1\uff1a\u8c03\u7528\u65b9\u5148\u58f0\u660e\u95ee\u9898\u548c\u5408\u6cd5\u7b54\u6848\u7a7a\u95f4\uff0c\u6a21\u578b\u53ea\u5728\u8fd9\u4e2a\u7a7a\u95f4\u5185\u8fdb\u884c\u5224\u65ad\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u628a\u4e00\u6b21 Jev \u8c03\u7528\u62bd\u8c61\u4e3a\uff1a<\/p>\n\n\n\n\\( (s, Q) \\xrightarrow{\\text{Jev}} (a, P, c) \\)\n\n\n\n<p>\u5176\u4e2d\uff0c<em>s<\/em> \u662f\u5e94\u7528\u63d0\u4f9b\u7684\u72b6\u6001\uff08\u5b57\u7b26\u4e32\u3001JSON \u6216\u6587\u672c\u6570\u7ec4\uff09\uff0c<em>Q<\/em> \u662f\u7c7b\u578b\u5316\u95ee\u9898\u96c6\u5408\uff0c<em>a<\/em> \u662f\u7b54\u6848\uff0c<em>P<\/em> \u662f\u7b54\u6848\u7a7a\u95f4\u4e0a\u7684\u6982\u7387\u5206\u5e03\uff0c<em>c<\/em> \u662f\u4f9b\u7a0b\u5e8f\u4f7f\u7528\u7684\u7f6e\u4fe1\u5ea6\u3002Jev \u4e0d\u8d1f\u8d23\u5199\u89e3\u91ca\u3001\u4ee3\u7801\u6216\u56de\u590d\uff0c\u800c\u662f\u628a\u5224\u65ad\u7ed3\u679c\u4ea4\u8fd8\u7ed9\u786e\u5b9a\u6027\u4ee3\u7801\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001System One \u4e0e System Two\uff1aJev \u5728 AI \u6808\u4e2d\u7684\u4f4d\u7f6e<\/h2>\n\n\n\n<p>\u201cSystem One\u201d\u501f\u7528\u4e86 Daniel Kahneman\u300a\u601d\u8003\uff0c\u5feb\u4e0e\u6162\u300b\u4e2d\u7684\u6982\u5ff5\u3002System 1 \u4ee3\u8868\u5feb\u901f\u3001\u76f4\u89c9\u5f0f\u5224\u65ad\uff1bSystem 2 \u4ee3\u8868\u6162\u901f\u3001\u5ba1\u614e\u7684\u63a8\u7406\u3002\u6620\u5c04\u5230 Agent \u67b6\u6784\u4e2d\uff1a<\/p>\n\n\n\n<ul><li><strong>System 2\uff08\u4f20\u7edf\u524d\u6cbf LLM\uff09<\/strong>\uff1a\u7406\u89e3\u590d\u6742\u76ee\u6807\u3001\u89c4\u5212\u591a\u6b65\u4efb\u52a1\u3001\u751f\u6210\u4ee3\u7801\u548c\u81ea\u7136\u8bed\u8a00\u3001\u5904\u7406\u5f00\u653e\u5f0f\u63a8\u7406\u3002<\/li><li><strong>System 1\uff08Jev\uff09<\/strong>\uff1a\u5206\u7c7b\u3001\u9009\u62e9\u3001\u8bc4\u5206\u3001\u98ce\u9669\u5224\u65ad\u3001\u5de5\u5177\u8def\u7531\u3001\u5b8c\u6210\u68c0\u6d4b\u7b49\u9ad8\u9891\u4e14\u8fb9\u754c\u660e\u786e\u7684\u5c40\u90e8\u51b3\u7b56\u3002<\/li><\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0cJev \u4e0d\u662f GPT\u3001Claude \u7b49\u6a21\u578b\u7684\u66ff\u4ee3\u54c1\uff0c\u66f4\u50cf\u662f\u8f6f\u4ef6\u91cc\u7684\u201c\u667a\u80fd if \u8bed\u53e5\u201d\u6216\u5feb\u901f\u51b3\u7b56\u5c42\uff1a\u590d\u6742\u95ee\u9898\u4ea4\u7ed9 System 2\uff0c\u5c40\u90e8\u5224\u65ad\u4ea4\u7ed9 System 1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001Jev \u7684\u4e09\u79cd\u57fa\u672c\u539f\u8bed<\/h2>\n\n\n\n<p>TypeSafe \u5b98\u65b9\u6587\u6863\u5c06 Jev \u7684\u95ee\u9898\u63a5\u53e3\u5f52\u7eb3\u4e3a\u4e09\u79cd\u539f\u8bed\u3002\u5b83\u4eec\u770b\u8d77\u6765\u7b80\u5355\uff0c\u4f46\u6b63\u662f\u201c\u53ef\u7ea6\u675f\u3001\u53ef\u6821\u9a8c\u3001\u53ef\u88ab\u4ee3\u7801\u76f4\u63a5\u6d88\u8d39\u201d\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u539f\u8bed<\/th><th>\u56de\u7b54\u7684\u95ee\u9898<\/th><th>\u5178\u578b\u8f93\u51fa<\/th><th>\u9002\u5408\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>Choice<\/td><td>\u4ece\u6709\u9650\u9009\u9879\u4e2d\u9009\u4e00\u4e2a<\/td><td>\u9009\u9879\u3001\u5404\u9009\u9879\u6982\u7387\u3001\u7f6e\u4fe1\u5ea6<\/td><td>\u90e8\u95e8\u8def\u7531\u3001\u5de5\u5177\u9009\u62e9\u3001\u4e0b\u4e00\u6b65\u52a8\u4f5c<\/td><\/tr><tr><td>Score<\/td><td>\u5728\u6587\u5b57\u5b9a\u4e49\u7684\u91cf\u8868\u4e0a\u8bc4\u5206<\/td><td>\u8fde\u7eed\u6216\u79bb\u6563\u5206\u6570\u53ca\u5206\u5e03<\/td><td>\u60c5\u7eea\u3001\u590d\u6742\u5ea6\u3001\u98ce\u9669\u3001\u4f18\u5148\u7ea7<\/td><\/tr><tr><td>Noul<\/td><td>\u4e00\u4e2a\u662f\/\u5426\u95ee\u9898<\/td><td>0 \u5230 1 \u7684\u6982\u7387<\/td><td>\u662f\u5426\u9000\u6b3e\u3001\u662f\u5426\u5371\u9669\u3001\u662f\u5426\u5b8c\u6210<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Choice \u7684\u7b54\u6848\u7a7a\u95f4\u901a\u5e38\u7531\u8c03\u7528\u65b9\u663e\u5f0f\u63d0\u4f9b\uff0c\u5b98\u65b9\u8d44\u6599\u63d0\u5230\u6700\u591a\u53ef\u914d\u7f6e 255 \u4e2a\u9009\u9879\uff1bScore \u5219\u5141\u8bb8\u6a21\u578b\u5728\u91cf\u8868\u4e4b\u95f4\u7ed9\u51fa\u66f4\u7ec6\u7684\u6570\u503c\uff0c\u4f8b\u5982 1.4\uff0c\u800c\u4e0d\u662f\u88ab\u8feb\u56db\u820d\u4e94\u5165\u5230\u67d0\u4e00\u6863\u3002\u591a\u4e2a\u95ee\u9898\u53ef\u4ee5\u5728\u4e00\u6b21\u8bf7\u6c42\u4e2d\u5e76\u884c\u8bc4\u4f30\uff0c\u4f8b\u5982\u540c\u65f6\u8be2\u95ee\u201c\u5e94\u8be5\u7531\u54ea\u4e2a\u56e2\u961f\u5904\u7406\u201d\u201c\u5ba2\u6237\u6709\u591a\u751f\u6c14\u201d\u201c\u662f\u5426\u660e\u786e\u8981\u6c42\u9000\u6b3e\u201d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u4e3a\u4ec0\u4e48 Jev \u53ef\u80fd\u66f4\u5feb\uff1a\u4ece\u81ea\u56de\u5f52\u751f\u6210\u5230\u53d7\u9650\u51b3\u7b56<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. LLM \u7684\u74f6\u9888\uff1a\u9010 token \u751f\u6210<\/h3>\n\n\n\n<p>\u81ea\u56de\u5f52 LLM \u751f\u6210\u957f\u5ea6\u4e3a <em>T<\/em> \u7684\u7b54\u6848\u65f6\uff0c\u9700\u8981\u91cd\u590d\u8fdb\u884c\u591a\u8f6e\u89e3\u7801\uff1a<\/p>\n\n\n\n\\( P(y_{1:T}\\mid x)=\\prod_{t=1}^{T}P(y_t\\mid y_{&lt;t},x) \\)\n\n\n\n<p>\u6bcf\u4e00\u6b65\u90fd\u8981\u4ece\u5b8c\u6574\u8bcd\u8868\u4e2d\u9009\u62e9\u4e0b\u4e00\u4e2a token\u3002\u8f93\u51fa\u8d8a\u957f\uff0c\u5ef6\u8fdf\u8d8a\u9ad8\uff1b\u5982\u679c\u8fd8\u8981\u6c42 JSON\uff0c\u5c31\u5fc5\u987b\u751f\u6210\u62ec\u53f7\u3001\u952e\u540d\u3001\u5f15\u53f7\u548c\u5b57\u6bb5\u503c\uff0c\u4efb\u4f55\u4e00\u6b65\u51fa\u9519\u90fd\u53ef\u80fd\u5bfc\u81f4\u89e3\u6790\u5931\u8d25\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Jev \u7684\u601d\u8def\uff1a\u4e00\u6b21\u524d\u5411\u4f20\u64ad\uff0c\u76f4\u63a5\u5bf9\u7b54\u6848\u7a7a\u95f4\u6253\u5206<\/h3>\n\n\n\n<p>\u5728\u53d7\u9650\u51b3\u7b56\u4e2d\uff0c\u7b54\u6848\u96c6\u5408\u662f\u5df2\u77e5\u7684\u3002\u6a21\u578b\u53ef\u4ee5\u5bf9\u5019\u9009\u7b54\u6848\u76f4\u63a5\u8ba1\u7b97 logits\uff0c\u518d\u5728\u5019\u9009\u96c6\u5408\u4e0a\u505a\u5f52\u4e00\u5316\uff1a<\/p>\n\n\n\n\\( p_i=\\frac{e^{z_i}}{\\sum_{j=1}^{K}e^{z_j}},\\quad i\\in\\{1,\\ldots,K\\} \\)\n\n\n\n<p>\u8fd9\u91cc\u7684 <em>K<\/em> \u662f\u5019\u9009\u7b54\u6848\u6570\u91cf\uff0c<em>z_i<\/em> \u662f\u5bf9\u5e94\u5206\u6570\u3002\u7a0b\u5e8f\u62ff\u5230\u6982\u7387\u6700\u9ad8\u7684\u5019\u9009\u5373\u53ef\u6267\u884c\u4e0b\u4e00\u6b65\uff0c\u4e0d\u5fc5\u7b49\u5f85\u6a21\u578b\u751f\u6210\u4e00\u6bb5\u6587\u672c\u3002<\/p>\n\n\n\n<p>\u793e\u533a\u5bf9 Jev \u7684\u7aef\u4fa7\u590d\u73b0\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u4e00\u4e2a\u5de5\u7a0b\u5047\u8bbe\uff1a\u53ef\u4ee5\u628a\u591a\u4e2a\u95ee\u9898\u5171\u4eab\u7684 KV-Cache \u5e7f\u64ad\u7ed9\u5404\u4e2a\u95ee\u9898\u5934\uff0c\u518d\u5bf9\u5019\u9009 token \u505a\u8bcd\u8868\u5207\u7247\uff0c\u4ece\u800c\u5c06\u201c\u591a\u4e2a\u5b57\u6bb5\u7684\u5224\u65ad\u201d\u5e76\u884c\u5316\u3002\u8fd9\u4e2a\u89e3\u91ca\u4e0e\u53d7\u9650\u5206\u7c7b\u5668\u7684\u5e38\u89c1\u5b9e\u73b0\u76f8\u7b26\uff0c\u4f46\u7531\u4e8e Jev \u6743\u91cd\u548c\u5185\u90e8\u67b6\u6784\u6ca1\u6709\u516c\u5f00\uff0c\u5b83\u5c5e\u4e8e\u5408\u7406\u7684\u9006\u5411\u63a8\u6d4b\uff0c\u4e0d\u5e94\u5f53\u5f53\u4f5c\u5b98\u65b9\u5b9e\u73b0\u7ec6\u8282\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u7ed3\u6784\u5316\u8f93\u51fa\u9519\u8bef\u4e3a\u4ec0\u4e48\u63a5\u8fd1\u4e8e\u96f6<\/h3>\n\n\n\n<p>\u5982\u679c\u6a21\u578b\u8d1f\u8d23\u751f\u6210 JSON\uff0c\u5b83\u9700\u8981\u540c\u65f6\u627f\u62c5\u201c\u5224\u65ad\u201d\u548c\u201c\u8bed\u6cd5\u7ec4\u7ec7\u201d\u4e24\u9879\u5de5\u4f5c\u3002Jev \u5219\u53ea\u8d1f\u8d23\u5728\u5408\u6cd5\u5019\u9009\u4e2d\u505a\u9009\u62e9\uff0c\u6700\u7ec8 JSON \u7531 SDK \u6216\u5bbf\u4e3b\u7a0b\u5e8f\u6309\u7167 Schema \u7ec4\u88c5\uff1a<\/p>\n\n\n\n\\( \\text{JSON}_{\\text{final}}=\\text{Serialize}(\\text{Schema},\\text{TypedAnswer}) \\)\n\n\n\n<p>\u56e0\u6b64\uff0c\u201c\u672a\u5b9a\u4e49\u9009\u9879\u201d\u201c\u6f0f\u5b57\u6bb5\u201d\u201c\u62ec\u53f7\u4e0d\u5339\u914d\u201d\u7b49\u8bed\u6cd5\u578b\u9519\u8bef\u53ef\u4ee5\u4ece\u751f\u6210\u73af\u8282\u88ab\u6d88\u9664\u3002\u8fd9\u91cc\u7684\u201c0% \u7c7b\u578b\u9519\u8bef\u201d\u662f\u7531\u8f93\u51fa\u7ea6\u675f\u548c\u786e\u5b9a\u6027\u5e8f\u5217\u5316\u4fdd\u8bc1\u7684\uff1b\u5b83\u4e0d\u7b49\u4e8e 0% \u8bed\u4e49\u9519\u8bef\uff0c\u6a21\u578b\u4ecd\u53ef\u80fd\u5728\u5408\u6cd5\u9009\u9879\u4e2d\u9009\u9519\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001RLCD \u4e0e\u6982\u7387\u6821\u51c6\uff1aJev \u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u53ea\u662f\u5feb<\/h2>\n\n\n\n<p>\u4f20\u7edf RLHF \u5f80\u5f80\u56f4\u7ed5\u4eba\u7c7b\u504f\u597d\u3001\u53ef\u8bfb\u6027\u548c\u5bf9\u8bdd\u4f53\u9a8c\u4f18\u5316\uff1bJev \u6240\u5f3a\u8c03\u7684 RLCD\uff08Reinforcement Learning for Calibrated Decisions\uff0c\u6821\u51c6\u51b3\u7b56\u5f3a\u5316\u5b66\u4e60\uff09\u5219\u628a\u91cd\u70b9\u653e\u5728\u201c\u6982\u7387\u662f\u5426\u5177\u6709\u5b9e\u9645\u610f\u4e49\u201d\u4e0a\u3002<\/p>\n\n\n\n<p>\u7406\u60f3\u7684\u6821\u51c6\u610f\u5473\u7740\uff1a\u5728\u6240\u6709\u7ed9\u51fa\u7ea6 0.8 \u7f6e\u4fe1\u5ea6\u7684\u9884\u6d4b\u4e2d\uff0c\u957f\u671f\u5e73\u5747\u7ea6\u6709 80% \u662f\u6b63\u786e\u7684\u3002\u4e00\u4e2a\u5e38\u89c1\u7684\u8bc4\u4f30\u6307\u6807\u662f\u671f\u671b\u6821\u51c6\u8bef\u5dee\uff08ECE\uff09\uff1a<\/p>\n\n\n\n\\( \\mathrm{ECE}=\\sum_{m=1}^{M}\\frac{|B_m|}{n}\\left|\\mathrm{acc}(B_m)-\\mathrm{conf}(B_m)\\right| \\)\n\n\n\n<p>\u5176\u4e2d\uff0c\u6837\u672c\u6309\u7f6e\u4fe1\u5ea6\u5212\u5206\u4e3a\u591a\u4e2a\u533a\u95f4 <em>B<sub>m<\/sub><\/em>\uff0c\u6bd4\u8f83\u6bcf\u4e2a\u533a\u95f4\u7684\u5b9e\u9645\u51c6\u786e\u7387\u4e0e\u5e73\u5747\u7f6e\u4fe1\u5ea6\u3002ECE \u8d8a\u5c0f\uff0c\u8bf4\u660e\u6982\u7387\u8d8a\u63a5\u8fd1\u201c\u53ef\u89e3\u91ca\u7684\u98ce\u9669\u4fe1\u53f7\u201d\u3002<\/p>\n\n\n\n<p>Choice \u548c Score \u901a\u5e38\u8fd4\u56de\u5b8c\u6574\u6982\u7387\u5206\u5e03\u3002\u5206\u5e03\u8d8a\u96c6\u4e2d\uff0c\u7f6e\u4fe1\u5ea6\u8d8a\u9ad8\uff1b\u8d8a\u5e73\u5766\uff0c\u8bf4\u660e\u6a21\u578b\u66f4\u4e0d\u786e\u5b9a\u3002\u4e5f\u53ef\u4ee5\u7528\u71b5\u63cf\u8ff0\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\uff1a<\/p>\n\n\n\n\\( H(P)=-\\sum_{i=1}^{K}p_i\\log p_i \\)\n\n\n\n<p>TypeSafe \u6587\u6863\u5f3a\u8c03\uff0c\u6821\u51c6\u662f\u5927\u91cf\u9884\u6d4b\u4e0a\u7684\u7edf\u8ba1\u6027\u8d28\uff0c\u5e76\u4e0d\u4fdd\u8bc1\u67d0\u4e00\u6b21\u56de\u7b54\u4e00\u5b9a\u6b63\u786e\u3002\u56e0\u6b64\uff0c\u7f6e\u4fe1\u5ea6\u5e94\u8be5\u88ab\u5f53\u4f5c\u201c\u662f\u5426\u81ea\u52a8\u6267\u884c\u201d\u7684\u63a7\u5236\u4fe1\u53f7\uff0c\u800c\u4e0d\u662f\u7edd\u5bf9\u771f\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RLCD \u7684\u5177\u4f53\u539f\u7406\uff1a\u628a\u201c\u7b54\u5bf9\u201d\u4e0e\u201c\u77e5\u9053\u81ea\u5df1\u6709\u591a\u786e\u5b9a\u201d\u540c\u65f6\u4f18\u5316<\/h3>\n\n\n\n<p>TypeSafe \u5b98\u65b9\u7684 <a href=\"https:\/\/docs.typesafe.ai\/introduction\/machine-learning-primer\">AI primer<\/a> \u660e\u786e\u4e86 RLCD \u7684\u76ee\u6807\uff1a\u6a21\u578b\u4e0d\u751f\u6210\u6587\u672c\uff0c\u800c\u662f\u8fd4\u56de\u51b3\u7b56\u548c\u6982\u7387\uff1b\u66f4\u9ad8\u7684\u6982\u7387\u5e94\u8be5\u5bf9\u5e94\u66f4\u9ad8\u7684\u6b63\u786e\u6982\u7387\u3002\u5b98\u65b9\u516c\u5f00\u8d44\u6599\u76ee\u524d\u6ca1\u6709\u62ab\u9732\u5b8c\u6574\u7684\u5956\u52b1\u51fd\u6570\u3001\u8bad\u7ec3\u6570\u636e\u3001\u6a21\u578b\u5934\u7ed3\u6784\u6216\u4f18\u5316\u8d85\u53c2\u6570\uff0c\u56e0\u6b64\u4e0b\u9762\u5206\u4e3a\u201c\u5b98\u65b9\u5df2\u786e\u8ba4\u201d\u548c\u201c\u57fa\u4e8e\u6982\u7387\u9884\u6d4b\u8bad\u7ec3\u7684\u5de5\u7a0b\u89e3\u91ca\u201d\u4e24\u90e8\u5206\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b98\u65b9\u5df2\u786e\u8ba4\u7684\u8bad\u7ec3\u76ee\u6807<\/h4>\n\n\n\n<ul><li><strong>\u8f93\u51fa\u5951\u7ea6\u4e0d\u540c\uff1a<\/strong>RLHF \u4e3b\u8981\u4f18\u5316\u4eba\u7c7b\u504f\u597d\u7684\u81ea\u7136\u8bed\u8a00\u56de\u590d\uff0cRLVR \u4e3b\u8981\u4f18\u5316\u53ef\u9a8c\u8bc1\u4efb\u52a1\u7684\u7ed3\u679c\uff0cRLCD \u5219\u4f18\u5316\u7c7b\u578b\u5316\u51b3\u7b56\u548c\u6821\u51c6\u6982\u7387\u3002<\/li><li><strong>\u6982\u7387\u5fc5\u987b\u53ef\u89e3\u91ca\uff1a<\/strong>\u4e00\u6279\u9884\u6d4b\u4e2d\uff0c\u7ed9\u51fa 0.2 \u6982\u7387\u7684\u4e8b\u4ef6\u5e94\u5927\u7ea6\u6709 20% \u53d1\u751f\uff0c\u7ed9\u51fa 0.8 \u6982\u7387\u7684\u4e8b\u4ef6\u5e94\u5927\u7ea6\u6709 80% \u53d1\u751f\u3002<\/li><li><strong>\u9762\u5411\u8f6f\u4ef6\u4f7f\u7528\uff1a<\/strong>\u6982\u7387\u4e0d\u662f\u5c55\u793a\u7ed9\u7528\u6237\u770b\u7684\u88c5\u9970\uff0c\u800c\u662f\u8ba9\u4ee3\u7801\u51b3\u5b9a\u81ea\u52a8\u6267\u884c\u3001\u8bf7\u6c42\u786e\u8ba4\u6216\u5347\u7ea7\u4eba\u5de5\u7684\u63a7\u5236\u4fe1\u53f7\u3002<\/li><li><strong>\u4e0d\u662f\u5355\u6b21\u6b63\u786e\u7387\u4fdd\u8bc1\uff1a<\/strong>\u6821\u51c6\u63cf\u8ff0\u7684\u662f\u4e00\u7ec4\u9884\u6d4b\u7684\u7edf\u8ba1\u5173\u7cfb\uff0c\u4e0d\u80fd\u4fdd\u8bc1\u67d0\u4e00\u4e2a\u6837\u672c\u4e00\u5b9a\u6b63\u786e\u3002<\/li><\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u4e2a\u53ef\u7406\u89e3\u7684 RLCD \u8bad\u7ec3\u6d41\u7a0b<\/h4>\n\n\n\n<p>\u4ece\u673a\u5668\u5b66\u4e60\u89d2\u5ea6\uff0c\u53ef\u4ee5\u628a Jev \u7684\u51b3\u7b56\u6a21\u578b\u62bd\u8c61\u6210 <em>p<sub>\u03b8<\/sub>(a|x,q)<\/em>\uff1a\u7ed9\u5b9a\u72b6\u6001 <em>x<\/em> \u548c\u95ee\u9898\u5b9a\u4e49 <em>q<\/em>\uff0c\u6a21\u578b\u53c2\u6570 <em>\u03b8<\/em> \u8f93\u51fa\u5404\u5408\u6cd5\u7b54\u6848\u7684\u6982\u7387\u5206\u5e03\uff1a<\/p>\n\n\n\n\\( p_{\\theta}(a\\mid x,q),\\qquad a\\in\\mathcal{A}(q) \\)\n\n\n\n<p>\u4e00\u6b21\u8bad\u7ec3\u6837\u672c\u4e0d\u4ec5\u5305\u542b\u201c\u6b63\u786e\u7b54\u6848\u201d <em>y<\/em>\uff0c\u8fd8\u5305\u542b\u8be5\u7b54\u6848\u662f\u5426\u771f\u5b9e\u53d1\u751f\u3001\u662f\u5426\u6ee1\u8db3\u4e1a\u52a1\u7ed3\u679c\u7b49\u53ef\u9a8c\u8bc1 outcome\u3002\u8bad\u7ec3\u8fc7\u7a0b\u5927\u81f4\u53ef\u4ee5\u7406\u89e3\u4e3a\uff1a<\/p>\n\n\n\n<ol><li><strong>\u6784\u9020\u51b3\u7b56\u6837\u672c\uff1a<\/strong>\u4ece\u5386\u53f2\u5de5\u5355\u3001\u5de5\u5177\u8c03\u7528\u3001\u7f51\u9875\u72b6\u6001\u6216\u4eba\u5de5\u6807\u6ce8\u4e2d\u5f97\u5230\u72b6\u6001 <em>x<\/em>\u3001\u95ee\u9898 <em>q<\/em>\u3001\u6b63\u786e\u7b54\u6848 <em>y<\/em> \u548c\u6700\u7ec8 outcome\u3002<\/li><li><strong>\u4ea7\u751f\u5019\u9009\u6982\u7387\uff1a<\/strong>\u6a21\u578b\u5bf9\u6709\u9650\u7b54\u6848\u96c6\u5408\u8ba1\u7b97 logits\uff0c\u5e76\u901a\u8fc7 Softmax \u5f97\u5230\u6982\u7387\u5206\u5e03\u3002<\/li><li><strong>\u540c\u65f6\u8bc4\u4ef7\u51c6\u786e\u6027\u4e0e\u6982\u7387\u8d28\u91cf\uff1a<\/strong>\u6b63\u786e\u7b54\u6848\u5e94\u83b7\u5f97\u8f83\u9ad8\u6982\u7387\uff1b\u9519\u8bef\u7b54\u6848\u6216\u4e0d\u786e\u5b9a\u6837\u672c\u4e0d\u80fd\u88ab\u8d4b\u4e88\u865a\u9ad8\u6982\u7387\u3002<\/li><li><strong>\u7528\u5f3a\u5316\u5b66\u4e60\u7ee7\u7eed\u4f18\u5316\uff1a<\/strong>\u628a\u201c\u51b3\u7b56\u6b63\u786e\u201d\u201c\u6982\u7387\u4e0e\u957f\u671f\u7ed3\u679c\u4e00\u81f4\u201d\u201c\u7b54\u6848\u7b26\u5408\u7c7b\u578b\u7ea6\u675f\u201d\u7b49\u4fe1\u53f7\u7ec4\u5408\u6210\u5956\u52b1\uff0c\u66f4\u65b0\u7b56\u7565\u6a21\u578b\u3002<\/li><li><strong>\u5728\u72ec\u7acb\u6821\u51c6\u96c6\u4e0a\u9a8c\u8bc1\uff1a<\/strong>\u68c0\u67e5 ECE\u3001Brier score\u3001\u53ef\u9760\u6027\u66f2\u7ebf\u3001\u9009\u62e9\u6027\u98ce\u9669\u548c\u4e0d\u540c\u573a\u666f\u7684\u5347\u7ea7\u7387\uff0c\u800c\u4e0d\u4ec5\u662f top-1 accuracy\u3002<\/li><\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u5956\u52b1\u4fe1\u53f7\u53ef\u80fd\u5982\u4f55\u7ec4\u6210<\/h4>\n\n\n\n<p>TypeSafe \u6ca1\u6709\u516c\u5f00 RLCD \u7684\u7cbe\u786e reward \u516c\u5f0f\u3002\u5bf9\u201c\u6821\u51c6\u51b3\u7b56\u5f3a\u5316\u5b66\u4e60\u201d\u6700\u5408\u7406\u7684\u5de5\u7a0b\u5316\u7406\u89e3\uff0c\u662f\u540c\u65f6\u4f7f\u7528\u6b63\u786e\u6027\u5956\u52b1\u548c\u6982\u7387\u8bc4\u5206\u89c4\u5219\u3002\u5e38\u89c1\u7684\u6982\u7387\u635f\u5931\u5305\u62ec\u5bf9\u6570\u635f\u5931\uff1a<\/p>\n\n\n\n\\( L_{\\mathrm{log}}=-\\frac{1}{N}\\sum_{n=1}^{N}\\log p_{\\theta}(y_n\\mid x_n,q_n) \\)\n\n\n\n<p>\u4ee5\u53ca Brier score\uff1a<\/p>\n\n\n\n\\( L_{\\mathrm{Brier}}=\\frac{1}{N}\\sum_{n=1}^{N}\\sum_{k=1}^{K}(p_{n,k}-\\mathbb{1}[y_n=k])^2 \\)\n\n\n\n<p>\u5728\u4e8c\u5206\u7c7b Noul \u95ee\u9898\u4e2d\uff0cBrier score \u53ef\u4ee5\u7b80\u5316\u4e3a\uff1a<\/p>\n\n\n\n\\( L_{\\mathrm{Brier}}=\\frac{1}{N}\\sum_{n=1}^{N}(p_n-y_n)^2 \\)\n\n\n\n<p>\u4e00\u4e2a\u7528\u4e8e\u7406\u89e3\u7684\u7ec4\u5408\u76ee\u6807\u53ef\u4ee5\u5199\u6210\uff1a<\/p>\n\n\n\n\\( L_{\\mathrm{total}}=L_{\\mathrm{decision}}+\\lambda L_{\\mathrm{calibration}}+\\beta L_{\\mathrm{constraint}} \\)\n\n\n\n<p>\u5176\u4e2d <em>L<sub>decision<\/sub><\/em> \u8861\u91cf\u662f\u5426\u9009\u5bf9\uff0c<em>L<sub>calibration<\/sub><\/em> \u8861\u91cf\u6982\u7387\u662f\u5426\u4e0e\u5b9e\u9645\u7ed3\u679c\u4e00\u81f4\uff0c<em>L<sub>constraint<\/sub><\/em> \u5219\u60e9\u7f5a\u975e\u6cd5\u9009\u9879\u3001\u7c7b\u578b\u9519\u8bef\u6216\u8fdd\u53cd Schema \u7684\u8f93\u51fa\u3002\u4e0a\u5f0f\u662f\u89e3\u91ca RLCD \u7684\u6982\u5ff5\u6a21\u578b\uff0c\u4e0d\u662f TypeSafe \u5df2\u516c\u5e03\u7684\u5185\u90e8\u516c\u5f0f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">RLCD \u4e0e RLHF\u3001RLVR \u7684\u533a\u522b<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u65b9\u6cd5<\/th><th>\u4e3b\u8981\u4f18\u5316\u5bf9\u8c61<\/th><th>\u5178\u578b\u5956\u52b1<\/th><th>\u9002\u5408\u7684\u8f93\u51fa<\/th><\/tr><\/thead><tbody><tr><td>RLHF<\/td><td>\u4eba\u7c7b\u504f\u597d\u3001\u53ef\u8bfb\u6027\u3001\u9075\u5faa\u6307\u4ee4<\/td><td>\u504f\u597d\u6a21\u578b\u5206\u6570<\/td><td>\u804a\u5929\u56de\u590d\u3001\u89e3\u91ca\u3001\u5199\u4f5c<\/td><\/tr><tr><td>RLVR<\/td><td>\u53ef\u9a8c\u8bc1\u7b54\u6848\u6216\u63a8\u7406\u7ed3\u679c<\/td><td>\u6570\u5b66\/\u4ee3\u7801\u6d4b\u8bd5\u5668\u662f\u5426\u901a\u8fc7<\/td><td>\u63a8\u7406\u3001\u6570\u5b66\u3001\u4ee3\u7801\u4efb\u52a1<\/td><\/tr><tr><td>RLCD<\/td><td>\u51b3\u7b56\u6b63\u786e\u6027\u4e0e\u6982\u7387\u6821\u51c6<\/td><td>\u7ed3\u679c\u6b63\u786e\u3001\u6982\u7387\u8bc4\u5206\u5408\u7406\u3001\u8f93\u51fa\u53d7\u7ea6\u675f<\/td><td>Choice\u3001Score\u3001Noul \u7b49\u8f6f\u4ef6\u51b3\u7b56<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 RLHF \u6a21\u578b\u53ef\u80fd\u201c\u8bf4\u5f97\u5f88\u50cf\u6b63\u786e\u7b54\u6848\u201d\uff0c\u5374\u4e0d\u9002\u5408\u76f4\u63a5\u627f\u62c5\u81ea\u52a8\u5316\u51b3\u7b56\uff1a\u5b83\u88ab\u5956\u52b1\u7684\u662f\u8ba9\u4eba\u6ee1\u610f\u7684\u8868\u8fbe\uff0c\u800c\u4e0d\u662f\u8ba9\u6982\u7387\u5728\u957f\u671f\u7edf\u8ba1\u4e0a\u53ef\u4fe1\u3002RLCD \u7684\u76ee\u6807\u662f\u8ba9\u6a21\u578b\u5728\u4e0d\u786e\u5b9a\u65f6\u4fdd\u7559\u4e0d\u786e\u5b9a\u6027\uff0c\u800c\u4e0d\u662f\u7528\u6d41\u7545\u8bed\u8a00\u63a9\u76d6\u4fe1\u606f\u4e0d\u8db3\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5982\u4f55\u6d4b\u91cf RLCD \u662f\u5426\u771f\u7684\u6709\u6548<\/h4>\n\n\n\n<ul><li><strong>\u51c6\u786e\u7387\uff1a<\/strong>\u7b54\u6848\u662f\u5426\u9009\u5bf9\uff0c\u9002\u5408\u8861\u91cf\u51b3\u7b56\u80fd\u529b\uff0c\u4f46\u4e0d\u80fd\u5355\u72ec\u8bf4\u660e\u7f6e\u4fe1\u5ea6\u662f\u5426\u53ef\u4fe1\u3002<\/li><li><strong>ECE\uff1a<\/strong>\u6982\u7387\u5206\u6876\u540e\u6bd4\u8f83\u5e73\u5747\u7f6e\u4fe1\u5ea6\u4e0e\u5b9e\u9645\u51c6\u786e\u7387\u3002<\/li><li><strong>Brier \/ Log loss\uff1a<\/strong>\u540c\u65f6\u60e9\u7f5a\u9519\u8bef\u7b54\u6848\u548c\u8fc7\u5ea6\u81ea\u4fe1\u3002<\/li><li><strong>\u53ef\u9760\u6027\u66f2\u7ebf\uff1a<\/strong>\u6a2a\u8f74\u662f\u9884\u6d4b\u6982\u7387\uff0c\u7eb5\u8f74\u662f\u5b9e\u9645\u53d1\u751f\u7387\uff0c\u7406\u60f3\u60c5\u51b5\u63a5\u8fd1\u5bf9\u89d2\u7ebf\u3002<\/li><li><strong>\u9009\u62e9\u6027\u98ce\u9669\uff1a<\/strong>\u53ea\u81ea\u52a8\u6267\u884c\u9ad8\u7f6e\u4fe1\u5ea6\u6837\u672c\u65f6\uff0c\u9519\u8bef\u7387\u662f\u5426\u663e\u8457\u4e0b\u964d\u3002<\/li><li><strong>\u8986\u76d6\u7387\u2014\u98ce\u9669\u66f2\u7ebf\uff1a<\/strong>\u5728\u81ea\u52a8\u5904\u7406\u66f4\u591a\u6837\u672c\u4e0e\u4fdd\u7559\u8f83\u4f4e\u9519\u8bef\u7387\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861\u3002<\/li><\/ul>\n\n\n\n<p>\u4f8b\u5982\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5b9a\u4e49\u81ea\u52a8\u6267\u884c\u96c6\u5408\uff1a<\/p>\n\n\n\n\\( S_{\\tau}=\\{x:c(x)\\ge\\tau\\} \\)\n\n\n\n<p>\u7136\u540e\u8ba1\u7b97\u8be5\u96c6\u5408\u4e0a\u7684\u9009\u62e9\u6027\u98ce\u9669\uff1a<\/p>\n\n\n\n\\( R(\\tau)=\\Pr(\\hat{y}\\ne y\\mid x\\in S_{\\tau}) \\)\n\n\n\n<p>\u5982\u679c\u63d0\u9ad8\u9608\u503c <em>\u03c4<\/em> \u540e\uff0c\u81ea\u52a8\u5904\u7406\u8986\u76d6\u7387\u4e0b\u964d\u4f46\u98ce\u9669\u7a33\u5b9a\u4e0b\u964d\uff0c\u8bf4\u660e\u7f6e\u4fe1\u5ea6\u53ef\u4ee5\u4f5c\u4e3a\u6709\u6548\u7684\u6cbb\u7406\u5f00\u5173\u3002\u771f\u6b63\u4e0a\u7ebf\u524d\uff0c\u8fd8\u5e94\u6309\u4e1a\u52a1\u52a8\u4f5c\u5206\u522b\u6821\u51c6\u9608\u503c\uff0c\u800c\u4e0d\u662f\u5168\u7cfb\u7edf\u5171\u7528\u4e00\u4e2a\u6570\u5b57\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u6700\u91cd\u8981\u7684\u5de5\u7a0b\u6a21\u5f0f\uff1a\u7f6e\u4fe1\u5ea6\u95e8\u63a7\u4e0e\u7ea7\u8054\u8def\u7531<\/h2>\n\n\n\n<p>\u4e00\u4e2a\u53ef\u9760\u7684 Jev \u5de5\u4f5c\u6d41\u901a\u5e38\u4e0d\u662f\u201c\u6a21\u578b\u8bf4\u4ec0\u4e48\u5c31\u6267\u884c\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u8ba9\u4ee3\u7801\u6839\u636e\u7f6e\u4fe1\u5ea6\u548c\u64cd\u4f5c\u98ce\u9669\u5206\u6d41\uff1a<\/p>\n\n\n\n<ol><li>\u51c6\u5907\u72b6\u6001\uff1a\u7528\u6237\u6d88\u606f\u3001\u9875\u9762\u5143\u7d20\u3001\u4ea4\u6613\u8bb0\u5f55\u3001\u7b56\u7565\u89c4\u5219\u6216\u5de5\u5177\u7ed3\u679c\u3002<\/li><li>\u5e76\u884c\u63d0\u51fa\u591a\u4e2a Choice\u3001Score\u3001Noul \u95ee\u9898\u3002<\/li><li>\u8bfb\u53d6\u7b54\u6848\u3001\u6982\u7387\u5206\u5e03\u548c\u7f6e\u4fe1\u5ea6\u3002<\/li><li>\u7531\u786e\u5b9a\u6027\u4ee3\u7801\u6267\u884c\u9608\u503c\u5224\u65ad\u3002<\/li><li>\u9ad8\u7f6e\u4fe1\u5ea6\u4e14\u4f4e\u98ce\u9669\u65f6\u81ea\u52a8\u6267\u884c\uff1b\u4e2d\u7b49\u7f6e\u4fe1\u5ea6\u65f6\u8bf7\u6c42\u786e\u8ba4\u6216\u8865\u5145\u4fe1\u606f\uff1b\u4f4e\u7f6e\u4fe1\u5ea6\u6216\u9ad8\u98ce\u9669\u65f6\u5347\u7ea7\u4eba\u5de5\u6216\u8c03\u7528\u66f4\u5f3a\u7684 System 2 \u6a21\u578b\u3002<\/li><\/ol>\n\n\n\n<p>\u53ef\u4ee5\u5f62\u5f0f\u5316\u4e3a\uff1a<\/p>\n\n\n\n\\( a=\\begin{cases} \\text{\u81ea\u52a8\u6267\u884c}, &amp; c\\ge\\tau_{\\text{auto}} \\land r\\le r_0 \\\\ \\text{\u8bf7\u6c42\u786e\u8ba4\/\u8865\u5145\u4fe1\u606f}, &amp; \\tau_{\\text{review}}\\le c&lt;\\tau_{\\text{auto}} \\\\ \\text{\u5347\u7ea7\u4eba\u5de5\u6216 System 2}, &amp; c&lt;\\tau_{\\text{review}} \\end{cases} \\)\n\n\n\n<p>\u9608\u503c\u4e0d\u5e94\u53ea\u6709\u4e00\u4e2a\u3002\u53ea\u8bfb\u64cd\u4f5c\u53ef\u4ee5\u4f7f\u7528\u8f83\u4f4e\u9608\u503c\uff1b\u5220\u9664\u3001\u652f\u4ed8\u3001\u4e0b\u5355\u3001\u53d1\u9001\u90ae\u4ef6\u7b49\u4e0d\u53ef\u9006\u64cd\u4f5c\u5e94\u4f7f\u7528\u66f4\u9ad8\u9608\u503c\uff0c\u5e76\u914d\u5408\u4eba\u5de5\u786e\u8ba4\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001Jev \u7684\u5178\u578b\u5e94\u7528\u573a\u666f<\/h2>\n\n\n\n<ul><li><strong>Browser Use \/ Computer Use\uff1a<\/strong>\u5148\u626b\u63cf\u771f\u5b9e\u5b58\u5728\u4e14\u53ef\u4ea4\u4e92\u7684 DOM \u6216\u65e0\u969c\u788d\u8282\u70b9\uff0c\u518d\u8ba9 Jev \u4ece\u5019\u9009\u52a8\u4f5c\u4e2d\u9009\u62e9\u70b9\u51fb\u3001\u8f93\u5165\u3001\u6eda\u52a8\u6216\u7ed3\u675f\u3002\u6a21\u578b\u4e0d\u751f\u6210\u4e0d\u5b58\u5728\u7684\u9009\u62e9\u5668\uff0c\u80fd\u663e\u8457\u51cf\u5c11\u201c\u9009\u62e9\u5668\u5e7b\u89c9\u201d\u3002<\/li><li><strong>\u90ae\u4ef6\u3001\u5de5\u5355\u548c\u5ba2\u670d\u8def\u7531\uff1a<\/strong>\u5e76\u884c\u5224\u65ad\u90e8\u95e8\u3001\u7d27\u6025\u7a0b\u5ea6\u3001\u5783\u573e\u90ae\u4ef6\u6982\u7387\u3001\u9000\u6b3e\u610f\u56fe\u548c\u662f\u5426\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u3002<\/li><li><strong>Agent Harness\uff1a<\/strong>\u5224\u65ad\u4efb\u52a1\u662f\u5426\u5b8c\u6210\u3001\u662f\u5426\u5361\u4f4f\u3001\u662f\u5426\u504f\u79bb\u76ee\u6807\u3001\u5de5\u5177\u8c03\u7528\u662f\u5426\u5371\u9669\u3001\u54ea\u4e9b\u4e0a\u4e0b\u6587\u5e94\u8be5\u4fdd\u7559\u3002<\/li><li><strong>\u6a21\u578b\u4e0e\u5de5\u5177\u8def\u7531\uff1a<\/strong>\u5728\u6bcf\u4e2a\u56de\u5408\u5f00\u59cb\u65f6\u9009\u62e9\u4fbf\u5b9c\u6a21\u578b\u3001\u5f3a\u6a21\u578b\u3001\u641c\u7d22\u5de5\u5177\u6216\u4e13\u7528\u5b50 Agent\u3002<\/li><li><strong>\u5185\u5bb9\u5ba1\u6838\u548c\u6570\u636e\u7b5b\u9009\uff1a<\/strong>\u5bf9\u65b0\u95fb\u3001\u5e16\u5b50\u3001\u8bba\u6587\u6458\u8981\u3001\u5546\u54c1\u6216\u6587\u6863\u8fdb\u884c\u9ad8\u9891\u5206\u7c7b\u3001\u8bc4\u5206\u548c\u8fc7\u6ee4\u3002<\/li><li><strong>\u5b9e\u65f6\u63a7\u5236\u548c\u6e38\u620f\uff1a<\/strong>\u5bf9\u6a21\u62df\u5668\u72b6\u6001\u3001\u6e38\u620f\u72b6\u6001\u6216\u8bbe\u5907\u72b6\u6001\u8fdb\u884c\u4f4e\u5ef6\u8fdf\u52a8\u4f5c\u9009\u62e9\u3002\u4ea4\u6613\u3001\u652f\u4ed8\u7b49\u9ad8\u98ce\u9669\u573a\u666f\u5fc5\u987b\u91c7\u7528 advisory \u6216\u4eba\u5de5\u786e\u8ba4\u6a21\u5f0f\u3002<\/li><\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u573a\u666f\u7684\u5171\u540c\u70b9\u662f\uff1a\u5224\u65ad\u9891\u7387\u9ad8\u3001\u7b54\u6848\u7a7a\u95f4\u7a84\u3001\u5ef6\u8fdf\u6216\u6210\u672c\u654f\u611f\uff0c\u800c\u4e14\u6700\u7ec8\u52a8\u4f5c\u53ef\u4ee5\u7531\u7a0b\u5e8f\u6267\u884c\u3002\u5b83\u4eec\u4e0d\u662f\u5f00\u653e\u5f0f\u5199\u4f5c\u3001\u4ee3\u7801\u751f\u6210\u6216\u957f\u94fe\u63a8\u7406\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001\u793e\u533a\u7aef\u4fa7\u590d\u73b0\u8bf4\u660e\uff1a\u54ea\u4e9b\u53ef\u4ee5\u590d\u73b0\uff0c\u54ea\u4e9b\u4ecd\u662f\u63a8\u6d4b<\/h2>\n\n\n\n<p>APUS AI \u5b9e\u9a8c\u5ba4\u7684\u6587\u7ae0\u57fa\u4e8e Qwen3.5-9B \u7b49\u5f00\u6e90\u6a21\u578b\uff0c\u5c1d\u8bd5\u590d\u73b0 Jev \u7684\u5173\u952e\u601d\u60f3\uff0c\u5e76\u5f00\u6e90\u4e86 fast-browser-use\u3002\u5176\u8def\u7ebf\u5305\u62ec\uff1a\u5019\u9009\u52a8\u4f5c\u679a\u4e3e\u3001\u5355 token logits \u51b3\u7b56\u3001KV-Cache \u5e7f\u64ad\u3001\u53d7\u9650\u52a8\u4f5c\u7a7a\u95f4\u548c Harness \u9632\u62a4\u3002\u6d4b\u8bd5\u663e\u793a\uff0c\u5728 Apple M2 Pro\u3001MLX \u548c 4-bit \u672c\u5730\u6743\u91cd\u4e0a\uff0c\u591a\u4e2a\u6d4f\u89c8\u5668\u4efb\u52a1\u53ef\u4ee5\u5728\u6570\u79d2\u5230\u51e0\u5341\u79d2\u5185\u5b8c\u6210\u3002<\/p>\n\n\n\n<p>\u8fd9\u7c7b\u9879\u76ee\u8bc1\u660e\u7684\u662f\u201c\u53d7\u9650\u51b3\u7b56\u6a21\u578b\u201d\u8fd9\u4e00\u8303\u5f0f\u53ef\u4ee5\u5728\u5f00\u6e90\u6a21\u578b\u4e0a\u843d\u5730\uff0c\u5e76\u4e0d\u7b49\u4e8e\u590d\u73b0\u4e86 Jev \u7684\u6743\u91cd\u3001\u8bad\u7ec3\u914d\u65b9\u6216\u5168\u90e8\u6027\u80fd\u3002\u793e\u533a\u6587\u7ae0\u4e2d\u7684\u901f\u5ea6\u3001\u51c6\u786e\u7387\u548c\u6210\u672c\u6570\u5b57\u5c5e\u4e8e\u7279\u5b9a\u786c\u4ef6\u3001\u9875\u9762\u548c\u5b9e\u73b0\u4e0b\u7684\u5b9e\u9a8c\u7ed3\u679c\uff0c\u4e0d\u80fd\u76f4\u63a5\u4e0e TypeSafe \u7684\u4e91\u7aef\u57fa\u51c6\u6a2a\u5411\u7b49\u540c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e5d\u3001Jev \u7684\u4f18\u52bf<\/h2>\n\n\n\n<ul><li><strong>\u4f4e\u5ef6\u8fdf\uff1a<\/strong>\u907f\u514d\u957f\u6587\u672c\u81ea\u56de\u5f52\uff0c\u9002\u5408\u5b9e\u65f6\u5faa\u73af\u548c\u9ad8\u9891 Agent \u6b65\u9aa4\u3002<\/li><li><strong>\u4f4e\u6210\u672c\uff1a<\/strong>\u5b98\u65b9\u516c\u5f00\u4ef7\u683c\u66fe\u5ba3\u4f20\u4e3a\u8f93\u5165\u6bcf\u767e\u4e07 token \u7ea6 0.042 \u7f8e\u5143\u3001\u8f93\u51fa\u514d\u8d39\uff1b\u5177\u4f53\u4ef7\u683c\u548c\u53ef\u7528\u6027\u5e94\u4ee5\u5f53\u524d\u63a7\u5236\u53f0\u4e3a\u51c6\u3002<\/li><li><strong>\u7c7b\u578b\u5b89\u5168\uff1a<\/strong>\u7b54\u6848\u7a7a\u95f4\u7531\u8c03\u7528\u65b9\u5b9a\u4e49\uff0cJSON \u7531\u7a0b\u5e8f\u751f\u6210\uff0c\u7ed3\u6784\u5316\u89e3\u6790\u9519\u8bef\u53ef\u88ab\u7cfb\u7edf\u6027\u6d88\u9664\u3002<\/li><li><strong>\u5929\u7136\u53ef\u5e76\u884c\uff1a<\/strong>\u4e00\u6b21\u8c03\u7528\u53ef\u540c\u65f6\u8be2\u95ee\u591a\u4e2a\u72ec\u7acb\u95ee\u9898\uff0c\u9002\u5408\u6247\u51fa\u5f0f\u8bc4\u4f30\u3002<\/li><li><strong>\u7f6e\u4fe1\u5ea6\u53ef\u7528\u4e8e\u6cbb\u7406\uff1a<\/strong>\u6982\u7387\u548c\u7f6e\u4fe1\u5ea6\u8ba9\u81ea\u52a8\u6267\u884c\u3001\u4eba\u5de5\u590d\u6838\u548c\u5347\u7ea7\u6a21\u578b\u4e4b\u95f4\u6709\u660e\u786e\u8fb9\u754c\u3002<\/li><li><strong>\u4fbf\u4e8e\u5ba1\u8ba1\uff1a<\/strong>\u95ee\u9898\u5b9a\u4e49\u3001\u5019\u9009\u96c6\u5408\u3001\u6a21\u578b\u7b54\u6848\u3001\u6982\u7387\u3001\u9608\u503c\u548c\u6700\u7ec8\u52a8\u4f5c\u90fd\u53ef\u4ee5\u8bb0\u5f55\u4e3a Trace\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5341\u3001\u5c40\u9650\u4e0e\u98ce\u9669\uff1aJev \u4e0d\u662f\u4ec0\u4e48<\/h2>\n\n\n\n<ul><li><strong>\u4e0d\u662f\u751f\u6210\u6a21\u578b\uff1a<\/strong>\u4e0d\u80fd\u66ff\u4ee3\u5bf9\u8bdd\u3001\u5199\u4f5c\u3001\u4ee3\u7801\u751f\u6210\u6216\u590d\u6742\u89e3\u91ca\u3002<\/li><li><strong>\u6ca1\u6709\u4e3b\u52a8\u4e16\u754c\u77e5\u8bc6\uff1a<\/strong>\u5b83\u53ea\u5224\u65ad\u4f20\u5165\u7684\u72b6\u6001\uff0c\u4e0d\u4f1a\u81ea\u52a8\u6d4f\u89c8\u4e92\u8054\u7f51\u6216\u8c03\u7528\u5de5\u5177\uff1b\u4fe1\u606f\u6536\u96c6\u5fc5\u987b\u7531\u5916\u90e8\u7a0b\u5e8f\u5b8c\u6210\u3002<\/li><li><strong>\u6982\u7387\u4e0d\u7b49\u4e8e\u6b63\u786e\uff1a<\/strong>\u6821\u51c6\u662f\u7fa4\u4f53\u7edf\u8ba1\u6027\u8d28\uff0c\u5355\u6b21\u9884\u6d4b\u4ecd\u53ef\u80fd\u9519\u8bef\u3002<\/li><li><strong>\u5f3a\u4f9d\u8d56\u95ee\u9898\u8bbe\u8ba1\uff1a<\/strong>\u5982\u679c\u5019\u9009\u9009\u9879\u9057\u6f0f\u4e86\u6b63\u786e\u7b54\u6848\uff0c\u6a21\u578b\u53ea\u80fd\u5728\u9519\u8bef\u7684\u96c6\u5408\u4e2d\u505a\u9009\u62e9\u3002\u5fc5\u8981\u65f6\u5e94\u52a0\u5165\u201c\u5176\u4ed6\/\u4e0d\u786e\u5b9a\u201d\u9009\u9879\u3002<\/li><li><strong>\u95ed\u6e90\u4e0e\u4f9b\u5e94\u5546\u4f9d\u8d56\uff1a<\/strong>\u6743\u91cd\u548c\u5b8c\u6574\u8bad\u7ec3\u7ec6\u8282\u672a\u516c\u5f00\uff0c\u5ef6\u8fdf\u3001\u4ef7\u683c\u548c\u914d\u989d\u53ef\u80fd\u53d8\u5316\u3002<\/li><li><strong>\u9ad8\u98ce\u9669\u52a8\u4f5c\u4e0d\u80fd\u53ea\u770b\u6a21\u578b\uff1a<\/strong>\u652f\u4ed8\u3001\u4ea4\u6613\u3001\u5220\u9664\u3001\u5916\u53d1\u6d88\u606f\u7b49\u5fc5\u987b\u6709\u786e\u5b9a\u6027\u89c4\u5219\u3001\u5e42\u7b49\u4fdd\u62a4\u3001\u4e8c\u6b21\u786e\u8ba4\u548c\u5ba1\u8ba1\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5341\u4e00\u3001\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u53ef\u9760\u7684 Jev \u95ee\u9898<\/h2>\n\n\n\n<ol><li>\u628a\u95ee\u9898\u5199\u6210\u4e00\u4e2a\u539f\u5b50\u5224\u65ad\uff0c\u4e0d\u8981\u628a\u89c4\u5212\u3001\u89e3\u91ca\u548c\u6267\u884c\u6df7\u5728\u4e00\u8d77\u3002<\/li><li>\u663e\u5f0f\u5217\u51fa\u5408\u6cd5\u7b54\u6848\uff0c\u5e76\u52a0\u5165 <code>other<\/code>\u3001<code>unknown<\/code> \u6216 <code>need_human<\/code> \u7b49\u515c\u5e95\u9009\u9879\u3002<\/li><li>\u8ba9\u72b6\u6001\u5c3d\u91cf\u7ed3\u6784\u5316\uff0c\u53bb\u6389\u4e0e\u5f53\u524d\u95ee\u9898\u65e0\u5173\u7684\u4e0a\u4e0b\u6587\u3002<\/li><li>\u4e00\u6b21\u5e76\u884c\u8be2\u95ee\u591a\u4e2a\u76f8\u4e92\u72ec\u7acb\u7684\u95ee\u9898\uff0c\u51cf\u5c11\u5f80\u8fd4\u3002<\/li><li>\u4e3a\u6bcf\u7c7b\u52a8\u4f5c\u5efa\u7acb\u72ec\u7acb\u9608\u503c\uff0c\u5e76\u7528\u79bb\u7ebf\u6807\u6ce8\u96c6\u6821\u51c6\u3002<\/li><li>\u628a Jev \u7684\u7b54\u6848\u3001\u7f6e\u4fe1\u5ea6\u548c\u6700\u7ec8\u52a8\u4f5c\u5168\u90e8\u5199\u5165 Trace\uff0c\u4fbf\u4e8e\u56de\u653e\u548c\u8bef\u5dee\u5206\u6790\u3002<\/li><li>\u5bf9\u526f\u4f5c\u7528\u52a8\u4f5c\u4f7f\u7528\u5916\u90e8\u72b6\u6001\u65ad\u8a00\uff0c\u4f8b\u5982 URL\u3001\u9875\u9762\u6807\u9898\u3001\u6570\u636e\u5e93\u72b6\u6001\u6216\u4e1a\u52a1\u56de\u6267\uff0c\u800c\u4e0d\u662f\u628a\u6a21\u578b\u8fd4\u56de\u7684 <code>DONE<\/code> \u5f53\u6210\u4e8b\u5b9e\u3002<\/li><\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u5341\u4e8c\u3001\u4e00\u4e2a\u6df7\u5408 Agent \u67b6\u6784\u793a\u4f8b<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>\u7528\u6237\u8bf7\u6c42\n  \u2193\nSystem 2\uff1a\u7406\u89e3\u76ee\u6807\u3001\u5236\u5b9a\u8ba1\u5212\n  \u2193\n\u7a0b\u5e8f\u6536\u96c6\u72b6\u6001\uff08\u9875\u9762\u3001\u5de5\u5177\u7ed3\u679c\u3001\u6743\u9650\u3001\u7b56\u7565\uff09\n  \u2193\nJev\uff1aChoice \/ Score \/ Noul \u5e76\u884c\u5224\u65ad\n  \u2193\n\u786e\u5b9a\u6027\u4ee3\u7801\uff1a\u9608\u503c\u3001\u6743\u9650\u3001\u5e42\u7b49\u3001\u5ba1\u8ba1\n  \u251c\u2500 \u9ad8\u7f6e\u4fe1\u5ea6 + \u4f4e\u98ce\u9669 \u2192 \u81ea\u52a8\u6267\u884c\n  \u251c\u2500 \u4e2d\u7b49\u7f6e\u4fe1\u5ea6 \u2192 \u8bf7\u6c42\u786e\u8ba4\u6216\u8865\u5145\u4fe1\u606f\n  \u2514\u2500 \u4f4e\u7f6e\u4fe1\u5ea6\/\u590d\u6742\u60c5\u51b5 \u2192 \u5347\u7ea7\u4eba\u5de5\u6216 System 2\n  \u2193\n\u5916\u90e8\u72b6\u6001\u65ad\u8a00\u4e0e Trace \u8bb0\u5f55<\/code><\/pre>\n\n\n\n<p>\u8fd9\u4e2a\u67b6\u6784\u7684\u5173\u952e\u4e0d\u662f\u201c\u8ba9 Jev \u63a5\u7ba1 Agent\u201d\uff0c\u800c\u662f\u628a\u5b83\u653e\u5728\u6700\u9002\u5408\u7684\u4f4d\u7f6e\uff1a\u6210\u4e3a\u5feb\u901f\u3001\u5c40\u90e8\u3001\u53ef\u5ba1\u8ba1\u7684\u51b3\u7b56\u5c42\u3002\u4e3b LLM \u8d1f\u8d23\u65b9\u5411\uff0c\u7a0b\u5e8f\u8d1f\u8d23\u8fb9\u754c\uff0cJev \u8d1f\u8d23\u9ad8\u9891\u5224\u65ad\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5341\u4e09\u3001Jev \u6280\u672f\u67b6\u6784\u7ec6\u8282\uff1a\u5982\u4f55\u4e00\u6b21\u56de\u7b54\u591a\u4e2a\u95ee\u9898\u5e76\u63d0\u5347\u541e\u5410<\/h2>\n\n\n\n<p>\u4e0b\u9762\u8fd9\u5957\u67b6\u6784\u662f\u6839\u636e TypeSafe \u5bf9 System One \u7684\u516c\u5f00\u63cf\u8ff0\uff0c\u4ee5\u53ca\u793e\u533a\u7aef\u4fa7\u590d\u73b0\u6587\u7ae0\u6240\u8fd8\u539f\u51fa\u7684\u5de5\u7a0b\u6a21\u578b\u3002TypeSafe \u5c1a\u672a\u516c\u5f00 Jev \u7684\u6743\u91cd\u548c\u5b8c\u6574\u5b9e\u73b0\uff0c\u56e0\u6b64\u5176\u4e2d\u6d89\u53ca KV-Cache \u5e7f\u64ad\u3001Suffix Batch \u548c\u5019\u9009 token \u6620\u5c04\u7684\u90e8\u5206\uff0c\u5e94\u7406\u89e3\u4e3a\u201c\u9ad8\u5ea6\u5408\u7406\u7684\u5b9e\u73b0\u8def\u5f84\u201d\uff0c\u800c\u4e0d\u662f\u5b98\u65b9\u786e\u8ba4\u7684\u5185\u90e8\u4ee3\u7801\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8f93\u5165\u4e0d\u662f\u4e00\u6bb5\u63d0\u793a\u8bcd\uff0c\u800c\u662f Context + Schema<\/h3>\n\n\n\n<p>\u8c03\u7528\u65b9\u9996\u5148\u51c6\u5907\u4e24\u7c7b\u6570\u636e\uff1a<\/p>\n\n\n\n<ul><li><strong>Context\uff1a<\/strong>\u5f53\u524d\u4e1a\u52a1\u72b6\u6001\uff0c\u4f8b\u5982\u5de5\u5355\u6b63\u6587\u3001\u7528\u6237\u8d44\u6599\u3001\u9875\u9762 DOM \u6458\u8981\u3001\u4ea4\u6613\u8bb0\u5f55\u6216\u6e38\u620f\u72b6\u6001\u3002<\/li><li><strong>Schema\uff1a<\/strong>\u8981\u95ee\u7684\u95ee\u9898\u3001\u95ee\u9898\u7c7b\u578b\u548c\u5408\u6cd5\u7b54\u6848\u96c6\u5408\u3002\u4f8b\u5982 <code>team \u2208 {billing, technical, account}<\/code>\u3001<code>risk \u2208 {low, medium, high}<\/code>\uff0c\u4ee5\u53ca\u82e5\u5e72 Noul \u548c Score \u95ee\u9898\u3002<\/li><\/ul>\n\n\n\n<p>\u53ef\u4ee5\u5f62\u5f0f\u5316\u4e3a\uff1a<\/p>\n\n\n\n\\( Q=\\{q_1,q_2,\\ldots,q_M\\},\\qquad q_i=(\\text{name}_i,\\text{type}_i,\\mathcal{A}_i) \\)\n\n\n\n<p>\u5176\u4e2d <em>M<\/em> \u662f\u4e00\u6b21\u8bf7\u6c42\u4e2d\u7684\u95ee\u9898\u6570\u91cf\uff0c<em>\ud835\udc9c<sub>i<\/sub><\/em> \u662f\u7b2c <em>i<\/em> \u4e2a\u95ee\u9898\u7684\u5408\u6cd5\u7b54\u6848\u7a7a\u95f4\u3002\u5173\u952e\u70b9\u662f\uff1a\u8fd9\u4e9b\u95ee\u9898\u53ef\u4ee5\u76f8\u4e92\u72ec\u7acb\u5730\u57fa\u4e8e\u540c\u4e00\u4efd Context \u5224\u65ad\uff0c\u800c\u4e0d\u9700\u8981\u8ba9\u7b2c 2 \u4e2a\u95ee\u9898\u8bfb\u53d6\u7b2c 1 \u4e2a\u95ee\u9898\u751f\u6210\u7684\u6587\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5355\u6b21 Prefill\uff1aContext \u53ea\u7f16\u7801\u4e00\u6b21<\/h3>\n\n\n\n<p>\u5728\u666e\u901a\u81ea\u56de\u5f52 LLM \u4e2d\uff0c\u6bcf\u4e2a\u5b57\u6bb5\u7684\u751f\u6210\u8fc7\u7a0b\u53ef\u80fd\u91cd\u590d\u643a\u5e26\u4e0a\u4e0b\u6587\uff0c\u6216\u8005\u5728\u751f\u6210\u540e\u7eed\u5b57\u6bb5\u65f6\u7ee7\u7eed\u4f9d\u8d56\u524d\u9762\u5b57\u6bb5\u7684 KV-Cache\u3002Jev \u5f0f\u67b6\u6784\u628a\u5171\u4eab\u7684 Context \u524d\u7f00\u5355\u72ec\u5904\u7406\uff1a\u6a21\u578b\u5148\u5bf9 Context \u505a\u4e00\u6b21 Prefill\uff0c\u5f97\u5230\u521d\u59cb Key\/Value \u7f13\u5b58\u3002<\/p>\n\n\n\n\\( (K_0,V_0)=\\mathrm{Prefill}(X_{\\text{context}}) \\)\n\n\n\n<p>\u5982\u679c\u6709 <em>M<\/em> \u4e2a\u95ee\u9898\uff0c\u6700\u6602\u8d35\u7684\u4e0a\u4e0b\u6587\u7f16\u7801\u53ea\u53d1\u751f\u4e00\u6b21\u3002\u540e\u7eed\u6bcf\u4e2a\u95ee\u9898\u53ea\u8ffd\u52a0\u81ea\u5df1\u7684\u95ee\u9898\u524d\u7f00\u3001\u5b57\u6bb5\u540d\u548c\u5019\u9009\u7b54\u6848\u63d0\u793a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Suffix Batch\uff1a\u628a\u591a\u4e2a\u95ee\u9898\u7ec4\u7ec7\u6210\u6279\u6b21<\/h3>\n\n\n\n<p>\u4e3a\u6bcf\u4e2a\u95ee\u9898\u9884\u5148\u6784\u9020\u4e00\u4e2a\u77ed\u7684 suffix\uff08\u540e\u7f00\u63d0\u793a\uff09\uff0c\u4f8b\u5982 <code>field=\"team\":<\/code>\u3001<code>field=\"urgent\":<\/code>\u3001<code>field=\"refund\":<\/code>\u3002\u8fd9\u4e9b suffix \u7684\u4f5c\u7528\u4e0d\u662f\u8ba9\u6a21\u578b\u751f\u6210\u5b8c\u6574 JSON\uff0c\u800c\u662f\u628a\u6a21\u578b\u5f15\u5bfc\u5230\u5bf9\u5e94\u5b57\u6bb5\u7684\u51b3\u7b56\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p>\u968f\u540e\u5c06\u540c\u4e00\u4e2a Context \u7684 KV-Cache \u6cbf batch \u7ef4\u5ea6\u5e7f\u64ad <em>M<\/em> \u4efd\uff1a<\/p>\n\n\n\n\\( (K_0,V_0)\\;\\xrightarrow{\\text{broadcast along batch}}\\; (K_0^{(1:M)},V_0^{(1:M)}) \\)\n\n\n\n<p>\u7b2c <em>i<\/em> \u4e2a batch \u6837\u672c\u53ea\u9644\u52a0\u7b2c <em>i<\/em> \u4e2a\u95ee\u9898\u7684 suffix\u3002\u8fd9\u6837\u505a\u7684\u6548\u679c\u662f\uff1a\u5171\u4eab\u4e0a\u4e0b\u6587\u4e0d\u91cd\u590d\u8ba1\u7b97\uff0c\u95ee\u9898\u4e4b\u95f4\u5f7c\u6b64\u89e3\u8026\uff0c\u540c\u65f6\u53c8\u53ef\u4ee5\u4ea4\u7ed9 GPU\u3001NPU \u6216\u9ad8\u6548 CPU \u5185\u6838\u8fdb\u884c\u6279\u91cf\u77e9\u9635\u8fd0\u7b97\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Single Batched Forward Pass\uff1a\u4e00\u6b21\u524d\u5411\u5f97\u5230 M \u4e2a\u95ee\u9898\u7684 logits<\/h3>\n\n\n\n<p>\u5b8c\u6210\u5e7f\u64ad\u548c suffix \u62fc\u63a5\u540e\uff0c\u7cfb\u7edf\u6267\u884c\u4e00\u6b21\u6279\u91cf\u524d\u5411\u4f20\u64ad\uff1a<\/p>\n\n\n\n\\( Z=\\mathrm{Forward}\\left(\\mathrm{Batch}\\left[X_{\\text{context}}+S_1,\\ldots,X_{\\text{context}}+S_M\\right]\\right) \\)\n\n\n\n<p>\u8f93\u51fa <em>Z<\/em> \u5305\u542b\u6bcf\u4e2a\u95ee\u9898\u5728\u201c\u4e0b\u4e00\u4e2a\u51b3\u7b56\u4f4d\u7f6e\u201d\u4e0a\u7684 logits\u3002\u4f20\u7edf\u505a\u6cd5\u53ef\u80fd\u9700\u8981\u4e3a M \u4e2a\u5b57\u6bb5\u5206\u522b\u8c03\u7528 M \u6b21\u63a8\u7406\uff1b\u6279\u5904\u7406\u540e\uff0c\u5b83\u4eec\u5171\u4eab\u4e00\u6b21 kernel \u8c03\u5ea6\u548c\u4e00\u6b21\u4e0a\u4e0b\u6587\u8ba1\u7b97\uff0c\u5de5\u7a0b\u4e0a\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u541e\u5410\u3002<\/p>\n\n\n\n<p>\u9700\u8981\u51c6\u786e\u7406\u89e3\u201c\u590d\u6742\u5ea6\u964d\u4f4e\u201d\u7684\u542b\u4e49\uff1a\u5b83\u4e0d\u662f\u628a\u6240\u6709\u8ba1\u7b97\u795e\u5947\u5730\u53d8\u6210\u5e38\u6570\uff0c\u800c\u662f\u628a\u6700\u6602\u8d35\u7684\u5171\u4eab\u524d\u5411\u4ece M \u6b21\u91cd\u590d\u6267\u884c\u53d8\u6210 1 \u6b21\uff0c\u5e76\u5c06\u95ee\u9898\u7279\u6709\u7684\u5de5\u4f5c\u653e\u5165\u5e76\u884c batch\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u7aef\u5230\u7aef\u5ef6\u8fdf\u66f4\u63a5\u8fd1\u4e00\u6b21\u524d\u5411\u52a0\u4e0a\u6279\u91cf\u5bbd\u5ea6\u5e26\u6765\u7684\u5e76\u884c\u5f00\u9500\uff0c\u800c\u4e0d\u662f M \u6b21\u4e32\u884c\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p>\u82e5\u4e32\u884c\u65b9\u6848\u7684\u8fd1\u4f3c\u8017\u65f6\u4e3a\uff1a<\/p>\n\n\n\n\\( T_{\\text{serial}}\\approx M(T_{\\text{prefill}}+T_{\\text{decode}}) \\)\n\n\n\n<p>\u800c\u5171\u4eab Prefill\u3001\u6279\u91cf\u51b3\u7b56\u7684\u65b9\u6848\u8fd1\u4f3c\u4e3a\uff1a<\/p>\n\n\n\n\\( T_{\\text{batched}}\\approx T_{\\text{prefill}}+T_{\\text{batched\\_forward}}+T_{\\text{assemble}} \\)\n\n\n\n<p>\u5219\u7406\u8bba\u52a0\u901f\u6bd4\u53ef\u4ee5\u5199\u6210\uff1a<\/p>\n\n\n\n\\( S=\\frac{T_{\\text{serial}}}{T_{\\text{batched}}} \\)\n\n\n\n<p>\u5f53 <em>M<\/em> \u8f83\u5927\u3001Context \u8f83\u957f\u4e14\u786c\u4ef6\u5177\u5907\u6279\u5904\u7406\u80fd\u529b\u65f6\uff0c<em>S<\/em> \u4f1a\u660e\u663e\u589e\u5927\uff1b\u5f53 Context \u5f88\u77ed\u3001\u95ee\u9898\u6570\u91cf\u5f88\u5c11\u6216 batch \u5df2\u7ecf\u53d7\u9650\u4e8e\u5185\u5b58\u5e26\u5bbd\u65f6\uff0c\u52a0\u901f\u6bd4\u5219\u4f1a\u4e0b\u964d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u5019\u9009\u5b50\u8bcd\u8868 Logit \u5207\u7247\uff1a\u4e0d\u518d\u626b\u63cf\u5b8c\u6574\u8bcd\u8868<\/h3>\n\n\n\n<p>\u666e\u901a\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u5c42\u901a\u5e38\u9762\u5bf9\u5b8c\u6574\u8bcd\u8868 <em>V<\/em>\u3002\u4f46\u5728 Jev \u7684 Choice \u95ee\u9898\u4e2d\uff0c\u8c03\u7528\u65b9\u53ea\u5141\u8bb8\u6a21\u578b\u4ece <em>K<\/em> \u4e2a\u5019\u9009\u4e2d\u9009\u62e9\uff0c\u5176\u4e2d <em>K\u226aV<\/em>\u3002\u56e0\u6b64\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5148\u628a\u6bcf\u4e2a\u5408\u6cd5\u9009\u9879\u6620\u5c04\u5230 tokenizer \u4e2d\u7684\u5019\u9009 token\uff0c\u518d\u53ea\u4fdd\u7559\u8fd9\u4e9b\u4f4d\u7f6e\u7684 logits\uff1a<\/p>\n\n\n\n\\( z_{\\text{choice}}=Z[:,\\mathcal{I}_{\\text{valid}}],\\qquad |\\mathcal{I}_{\\text{valid}}|=K\\ll |V| \\)\n\n\n\n<p>\u7136\u540e\u5728\u5019\u9009\u96c6\u5408\u5185\u90e8\u91cd\u65b0 Softmax\uff1a<\/p>\n\n\n\n\\( p(a_i\\mid X,Q)=\\frac{\\exp(z_i)}{\\sum_{j=1}^{K}\\exp(z_j)} \\)\n\n\n\n<p>\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u8ba9\u6a21\u578b\u5728\u6570\u4e07\u6216\u6570\u5341\u4e07 token \u4e2d\u81ea\u7531\u91c7\u6837\uff0c\u65e2\u51cf\u5c11\u8f93\u51fa\u5c42\u8ba1\u7b97\u548c\u5185\u5b58\u642c\u8fd0\uff0c\u4e5f\u4ece\u7ed3\u6784\u4e0a\u963b\u65ad\u201c\u751f\u6210\u672a\u5b9a\u4e49\u9009\u9879\u201d\u7684\u8def\u5f84\u3002\u5de5\u7a0b\u4e0a\u5e94\u7279\u522b\u6ce8\u610f tokenizer \u6821\u9a8c\uff1a\u4e00\u4e2a\u4e1a\u52a1\u9009\u9879\u672a\u5fc5\u5bf9\u5e94\u4e00\u4e2a\u5355\u72ec token\uff0c\u5fc5\u8981\u65f6\u9700\u8981\u4f7f\u7528\u552f\u4e00\u7684\u77ed\u6807\u7b7e\uff08\u4f8b\u5982 <code>A<\/code>\u3001<code>B<\/code>\u3001<code>C<\/code>\uff09\uff0c\u518d\u7531\u7a0b\u5e8f\u628a\u6807\u7b7e\u6620\u5c04\u56de\u4e1a\u52a1\u503c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6. \u591a\u4e2a\u95ee\u9898\u7684\u8f93\u51fa\u5982\u4f55\u7ec4\u88c5<\/h3>\n\n\n\n<p>Jev \u6216\u7c7b\u4f3c\u53d7\u9650\u51b3\u7b56\u6a21\u578b\u7684\u6838\u5fc3\u8f93\u51fa\u901a\u5e38\u4e0d\u662f\u4e00\u6bb5\u5b8c\u6574 JSON\uff0c\u800c\u662f\u201c\u6bcf\u4e2a\u95ee\u9898\u4e00\u4e2a\u7ed3\u6784\u5316\u7ed3\u679c\u201d\u3002\u5bbf\u4e3b\u7a0b\u5e8f\u8d1f\u8d23\u628a\u8fd9\u4e9b\u7ed3\u679c\u653e\u56de Schema \u5b9a\u4e49\u7684\u5b57\u6bb5\u4e2d\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u628a\u7b2c <em>i<\/em> \u4e2a\u95ee\u9898\u7684\u7ed3\u679c\u8868\u793a\u4e3a\uff1a<\/p>\n\n\n\n\\( r_i=\\{\\text{name}:n_i,\\text{type}:t_i,\\text{value}:a_i,\\text{probabilities}:P_i,\\text{confidence}:c_i\\} \\)\n\n\n\n<p>\u4e4b\u540e\u901a\u8fc7\u786e\u5b9a\u6027\u6620\u5c04\u51fd\u6570\u628a\u6240\u6709\u7ed3\u679c\u7ec4\u88c5\u6210\u6700\u7ec8\u5bf9\u8c61\uff1a<\/p>\n\n\n\n\\( R=\\mathrm{Assemble}(\\mathrm{Schema},r_1,r_2,\\ldots,r_M) \\)\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ Schema\uff08\u793a\u610f\uff09\n{\n  \"team\":  { \"type\": \"choice\", \"options\": &#091;\"billing\", \"technical\", \"account\"] },\n  \"score\": { \"type\": \"score\",  \"min\": 0, \"max\": 2 },\n  \"refund\":{ \"type\": \"noul\" }\n}\n\n\/\/ \u6a21\u578b\u53ea\u8fd4\u56de\u5404\u95ee\u9898\u7684\u51b3\u7b56\u5206\u5e03\n{\n  \"team\":   { \"choice\": \"billing\", \"probabilities\": {\"billing\": 0.91, \"technical\": 0.06, \"account\": 0.03}, \"confidence\": 0.91 },\n  \"score\":  { \"value\": 1.4, \"probabilities\": {\"0\": 0.08, \"1\": 0.22, \"2\": 0.70}, \"confidence\": 0.70 },\n  \"refund\": { \"probability\": 0.96 }\n}\n\n\/\/ \u5bbf\u4e3b\u7a0b\u5e8f\u518d\u6dfb\u52a0\u7b56\u7565\u5b57\u6bb5\n{\n  \"team\": \"billing\",\n  \"frustration_score\": 1.4,\n  \"refund_requested\": true,\n  \"route\": \"human_review\",\n  \"reason\": \"refund probability is high but operation is high-risk\"\n}<\/code><\/pre>\n\n\n\n<p>\u6700\u540e\u4e09\u4e2a\u5b57\u6bb5 <code>route<\/code>\u3001<code>reason<\/code> \u548c\u662f\u5426\u6267\u884c\uff0c\u5e76\u4e0d\u662f Jev \u81ea\u7531\u751f\u6210\u7684\u6587\u672c\uff0c\u800c\u662f\u7a0b\u5e8f\u6839\u636e\u6982\u7387\u3001\u98ce\u9669\u7b49\u7ea7\u3001\u6743\u9650\u548c\u4e1a\u52a1\u89c4\u5219\u8ba1\u7b97\u51fa\u6765\u7684\u3002\u8fd9\u6837\u53ef\u4ee5\u4fdd\u8bc1\uff1a\u6a21\u578b\u8d1f\u8d23\u5224\u65ad\uff0c\u7a0b\u5e8f\u8d1f\u8d23\u5b57\u6bb5\u5b8c\u6574\u6027\u3001\u9ed8\u8ba4\u503c\u3001\u7c7b\u578b\u8f6c\u6362\u3001\u9608\u503c\u548c\u526f\u4f5c\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7. Choice\u3001Score\u3001Noul \u7684\u7ec4\u88c5\u5dee\u5f02<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u7c7b\u578b<\/th><th>\u6a21\u578b\u4fa7\u8f93\u51fa<\/th><th>\u5bbf\u4e3b\u7a0b\u5e8f\u7ec4\u88c5<\/th><\/tr><\/thead><tbody><tr><td>Choice<\/td><td>\u5019\u9009\u6807\u7b7e\u6216\u7d22\u5f15\u3001\u5019\u9009\u6982\u7387\u5206\u5e03<\/td><td>\u6807\u7b7e\u6620\u5c04\u4e3a\u4e1a\u52a1\u679a\u4e3e\u503c\uff0c\u8ba1\u7b97\u7f6e\u4fe1\u5ea6\u548c\u8def\u7531<\/td><\/tr><tr><td>Score<\/td><td>\u91cf\u8868\u5404\u7b49\u7ea7\u7684\u5206\u5e03\u6216\u671f\u671b\u5206\u6570<\/td><td>\u8f6c\u6362\u4e3a\u4e1a\u52a1\u5206\u6570\u3001\u4f18\u5148\u7ea7\u6216\u98ce\u9669\u7b49\u7ea7<\/td><\/tr><tr><td>Noul<\/td><td>\u6761\u4ef6\u6210\u7acb\u7684\u6982\u7387<\/td><td>\u6309\u9608\u503c\u8f6c\u6362\u4e3a true\u3001false \u6216 need_review<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4f8b\u5982 Noul \u4e0d\u5e94\u7b80\u5355\u5730\u5199\u6210\u201c\u6982\u7387\u5927\u4e8e 0.5 \u5c31\u6267\u884c\u201d\u3002\u66f4\u5b89\u5168\u7684\u903b\u8f91\u662f\u628a\u6982\u7387\u9608\u503c\u548c\u52a8\u4f5c\u98ce\u9669\u540c\u65f6\u7eb3\u5165\uff1a<\/p>\n\n\n\n\\( \\text{allow}=\\left(p_{\\text{allow}}\\ge\\tau_{\\text{allow}}\\right)\\land\\left(r_{\\text{action}}\\le r_{\\text{max}}\\right) \\)\n\n\n\n<h3 class=\"wp-block-heading\">8. \u4e3a\u4ec0\u4e48\u8fd9\u5957\u67b6\u6784\u80fd\u51cf\u5c11\u7ea7\u8054\u8bef\u5dee<\/h3>\n\n\n\n<p>\u5728\u4f20\u7edf JSON \u81ea\u56de\u5f52\u751f\u6210\u4e2d\uff0c\u7b2c <em>i+1<\/em> \u4e2a\u5b57\u6bb5\u7684\u8f93\u5165\u5f80\u5f80\u5305\u542b\u7b2c <em>i<\/em> \u4e2a\u5b57\u6bb5\u5df2\u7ecf\u751f\u6210\u7684\u6587\u672c\u3002\u4e00\u65e6\u524d\u4e00\u4e2a\u5b57\u6bb5\u51fa\u73b0\u504f\u5dee\uff0c\u540e\u7eed KV-Cache \u53ef\u80fd\u7ee7\u7eed\u643a\u5e26\u8fd9\u4e2a\u504f\u5dee\uff0c\u5f62\u6210\u7ea7\u8054\u9519\u8bef\u3002<\/p>\n\n\n\n<p>\u6279\u91cf\u53d7\u9650\u51b3\u7b56\u5219\u8ba9\u6bcf\u4e2a\u95ee\u9898\u76f4\u63a5\u57fa\u4e8e\u539f\u59cb Context \u548c\u81ea\u5df1\u7684 Schema \u5206\u652f\uff1a<\/p>\n\n\n\n\\( a_i=f_i(X_{\\text{context}},q_i),\\qquad a_i\\perp a_j\\mid X_{\\text{context}}\\; (i\\ne j) \\)\n\n\n\n<p>\u8fd9\u91cc\u7684\u6761\u4ef6\u72ec\u7acb\u662f\u67b6\u6784\u76ee\u6807\uff0c\u800c\u4e0d\u662f\u8bf4\u4e1a\u52a1\u8bed\u4e49\u4e00\u5b9a\u72ec\u7acb\u3002\u7a0b\u5e8f\u4ecd\u7136\u53ef\u4ee5\u5728\u7b2c\u4e00\u6279\u7ed3\u679c\u51fa\u6765\u540e\uff0c\u518d\u6709\u6761\u4ef6\u5730\u53d1\u8d77\u7b2c\u4e8c\u6279\u95ee\u9898\uff1b\u4f46\u5728\u540c\u4e00\u6279\u6b21\u4e2d\uff0c\u4e00\u4e2a\u5b57\u6bb5\u4e0d\u4f1a\u56e0\u4e3a\u53e6\u4e00\u4e2a\u5b57\u6bb5\u751f\u6210\u4e86\u9519\u8bef\u6587\u672c\u800c\u88ab\u8feb\u6c61\u67d3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">9. \u541e\u5410\u63d0\u5347\u4e0d\u53ea\u6765\u81ea\u6a21\u578b\uff0c\u8fd8\u6765\u81ea\u8c03\u5ea6\u548c\u5185\u5b58\u5e03\u5c40<\/h3>\n\n\n\n<ul><li><strong>\u51cf\u5c11\u91cd\u590d Prefill\uff1a<\/strong>\u957f Context \u53ea\u7f16\u7801\u4e00\u6b21\u3002<\/li><li><strong>\u6279\u91cf\u77e9\u9635\u4e58\uff1a<\/strong>\u591a\u4e2a\u95ee\u9898\u5171\u4eab\u4e00\u6b21 forward \u7684 kernel \u8c03\u5ea6\uff0c\u63d0\u5347\u786c\u4ef6\u5229\u7528\u7387\u3002<\/li><li><strong>\u7f29\u77ed\u89e3\u7801\u957f\u5ea6\uff1a<\/strong>\u4ece\u751f\u6210\u51e0\u5341\u5230\u51e0\u767e\u4e2a JSON token\uff0c\u53d8\u6210\u4e00\u6b21\u6216\u5c11\u91cf\u51b3\u7b56 token\u3002<\/li><li><strong>\u5019\u9009\u96c6\u5408\u88c1\u526a\uff1a<\/strong>\u53ea\u5904\u7406\u5408\u6cd5\u7b54\u6848\u5bf9\u5e94\u7684 logits\uff0c\u51cf\u5c11\u65e0\u5173\u8bcd\u8868\u8ba1\u7b97\u3002<\/li><li><strong>\u5b57\u6bb5\u89e3\u8026\uff1a<\/strong>\u95ee\u9898\u53ef\u4ee5\u5e76\u884c\u5b8c\u6210\uff0c\u4e0d\u5fc5\u7b49\u5f85\u524d\u4e00\u4e2a\u5b57\u6bb5\u751f\u6210\u7ed3\u675f\u3002<\/li><li><strong>\u5bbf\u4e3b\u4fa7\u96f6 token \u7ec4\u88c5\uff1a<\/strong>JSON \u5e8f\u5217\u5316\u3001\u9ed8\u8ba4\u503c\u548c\u5b57\u6bb5\u6620\u5c04\u7531\u666e\u901a\u4ee3\u7801\u5b8c\u6210\uff0c\u51e0\u4e4e\u4e0d\u5360\u7528\u6a21\u578b\u63a8\u7406\u65f6\u95f4\u3002<\/li><\/ul>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u5b9e\u9645\u541e\u5410\u4ecd\u53d7 Context \u957f\u5ea6\u3001batch \u5927\u5c0f\u3001\u8bbe\u5907\u663e\u5b58\u3001\u5185\u5b58\u5e26\u5bbd\u3001\u7f51\u7edc RTT\u3001SDK \u5e8f\u5217\u5316\u548c\u4e1a\u52a1\u540e\u5904\u7406\u5f71\u54cd\u3002\u56e0\u6b64\u201c\u6210\u500d\u63d0\u5347\u201d\u5e94\u901a\u8fc7\u771f\u5b9e\u4efb\u52a1\u57fa\u51c6\u9a8c\u8bc1\uff0c\u800c\u4e0d\u80fd\u4ec5\u7531\u5355\u6b21 logits \u8ba1\u7b97\u63a8\u5bfc\u51fa\u6765\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5341\u56db\u3001\u901f\u5ea6\u4e0e\u6210\u672c\u6570\u636e\u5e94\u8be5\u5982\u4f55\u89e3\u8bfb<\/h2>\n\n\n\n<p>TypeSafe \u548c\u793e\u533a\u8d44\u6599\u4e2d\u51fa\u73b0\u8fc7 70\u2013500 \u6beb\u79d2\u5ef6\u8fdf\u3001\u6bd4\u4f20\u7edf LLM \u5feb\u51e0\u5341\u5230\u6570\u767e\u500d\u3001\u6210\u672c\u4f4e\u51e0\u5341\u5230\u6570\u767e\u500d\u7b49\u6570\u5b57\u3002\u8fd9\u4e9b\u6570\u5b57\u5f88\u6709\u5438\u5f15\u529b\uff0c\u4f46\u5e94\u89c6\u4e3a\u5382\u5546\u6216\u9879\u76ee\u65b9\u5728\u7279\u5b9a\u6761\u4ef6\u4e0b\u7684\u81ea\u6d4b\u7ed3\u679c\uff1a\u786c\u4ef6\u3001\u7f51\u7edc\u3001\u6279\u91cf\u5927\u5c0f\u3001\u8f93\u5165\u957f\u5ea6\u3001\u5bf9\u6bd4\u6a21\u578b\u3001\u662f\u5426\u5305\u542b\u7f16\u6392\u548c\u6d4f\u89c8\u5668\u7b49\u5f85\uff0c\u90fd\u4f1a\u663e\u8457\u5f71\u54cd\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u5de5\u7a0b\u4e0a\u66f4\u53ef\u9760\u7684\u505a\u6cd5\u662f\u9488\u5bf9\u81ea\u5df1\u7684\u4efb\u52a1\u5efa\u7acb\u57fa\u51c6\uff1a\u56fa\u5b9a\u6570\u636e\u96c6\uff0c\u5206\u522b\u6d4b\u91cf\u7aef\u5230\u7aef\u5ef6\u8fdf\u3001\u6a21\u578b\u5ef6\u8fdf\u3001\u51c6\u786e\u7387\u3001\u6821\u51c6\u8bef\u5dee\u3001\u5347\u7ea7\u7387\u3001\u5355\u4f4d\u4efb\u52a1\u6210\u672c\u548c\u526f\u4f5c\u7528\u9519\u8bef\u7387\u3002\u53ea\u6709\u5f53 Jev \u5728\u771f\u5b9e\u6d41\u91cf\u548c\u98ce\u9669\u7ea6\u675f\u4e0b\u4ecd\u7136\u6539\u5584\u6574\u4f53\u6307\u6807\uff0c\u624d\u7b97\u4ea7\u751f\u4e86\u5b9e\u9645\u6536\u76ca\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5341\u4e94\u3001\u7ed3\u8bba\uff1aJev \u4ee3\u8868\u4e00\u79cd\u201c\u51b3\u7b56\u4f18\u5148\u201d\u7684 AI \u5de5\u7a0b\u8303\u5f0f<\/h2>\n\n\n\n<p>Jev \u6700\u503c\u5f97\u5173\u6ce8\u7684\u5730\u65b9\uff0c\u4e0d\u53ea\u662f\u67d0\u4e2a API \u6709\u591a\u5feb\uff0c\u800c\u662f\u5b83\u91cd\u65b0\u5212\u5206\u4e86 AI \u7cfb\u7edf\u4e2d\u7684\u804c\u8d23\uff1a\u4e0d\u662f\u6240\u6709\u667a\u80fd\u90fd\u9700\u8981\u901a\u8fc7\u751f\u6210\u6587\u5b57\u6765\u8868\u8fbe\u3002\u5927\u91cf\u8f6f\u4ef6\u4efb\u52a1\u771f\u6b63\u9700\u8981\u7684\u662f\u201c\u9009\u54ea\u4e2a\u201d\u201c\u662f\u5426\u5141\u8bb8\u201d\u201c\u98ce\u9669\u591a\u9ad8\u201d\u201c\u662f\u5426\u9700\u8981\u5347\u7ea7\u201d\uff0c\u8fd9\u4e9b\u5224\u65ad\u53ef\u4ee5\u62e5\u6709\u53d7\u9650\u7684\u7b54\u6848\u7a7a\u95f4\u3001\u663e\u5f0f\u7684\u6982\u7387\u548c\u660e\u786e\u7684\u4ee3\u7801\u8fb9\u754c\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u628a\u4f20\u7edf LLM \u770b\u4f5c\u8d1f\u8d23\u6df1\u601d\u719f\u8651\u7684 System 2\uff0c\u90a3\u4e48 Jev \u5c31\u662f\u8d1f\u8d23\u5feb\u901f\u5206\u8bca\u548c\u5c40\u90e8\u63a7\u5236\u7684 System 1\u3002\u6700\u6709\u524d\u666f\u7684\u843d\u5730\u65b9\u5f0f\uff0c\u662f\u8ba9\u4e24\u8005\u5f62\u6210\u7ea7\u8054\uff1aJev \u5148\u4ee5\u4f4e\u5ef6\u8fdf\u5b8c\u6210\u5206\u7c7b\u3001\u8def\u7531\u548c\u62a4\u680f\u68c0\u67e5\uff1b\u590d\u6742\u3001\u6a21\u7cca\u6216\u9ad8\u98ce\u9669\u4efb\u52a1\u518d\u4ea4\u7ed9\u66f4\u5f3a\u6a21\u578b\u6216\u4eba\u5de5\u3002<\/p>\n\n\n\n<p>\u73b0\u9636\u6bb5\uff0cJev \u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\uff0c\u5b98\u65b9\u6a21\u578b\u95ed\u6e90\uff0c\u6027\u80fd\u6570\u636e\u4e3b\u8981\u6765\u81ea\u5382\u5546\u548c\u793e\u533a\u81ea\u6d4b\u3002\u5efa\u8bae\u4ece\u8303\u56f4\u660e\u786e\u3001\u53ef\u56de\u653e\u3001\u98ce\u9669\u8f83\u4f4e\u7684\u4efb\u52a1\u5f00\u59cb\u8bd5\u7528\uff0c\u4f8b\u5982\u5de5\u5355\u8def\u7531\u3001\u5de5\u5177\u9009\u62e9\u3001Agent \u5b8c\u6210\u68c0\u6d4b\u548c\u6d4f\u89c8\u5668\u5019\u9009\u52a8\u4f5c\u9009\u62e9\uff0c\u5e76\u7528\u81ea\u5df1\u7684\u6570\u636e\u9a8c\u8bc1\u51c6\u786e\u7387\u3001\u6821\u51c6\u548c\u6210\u672c\u3002\u771f\u6b63\u6210\u719f\u7684 Jev \u7cfb\u7edf\uff0c\u6700\u7ec8\u5e94\u5f53\u662f\u201c\u6a21\u578b\u505a\u5224\u65ad\uff0c\u4ee3\u7801\u5b88\u8fb9\u754c\uff0c\u5916\u90e8\u72b6\u6001\u4f5c\u9a8c\u6536\u201d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c2\u8003\u8d44\u6599<\/h2>\n\n\n\n<ul><li><a href=\"https:\/\/docs.typesafe.ai\/concepts\/system-one\">TypeSafe AI \u5b98\u65b9\u6587\u6863\uff1aSystem One<\/a><\/li><li><a href=\"https:\/\/docs.typesafe.ai\/confidence\">TypeSafe AI \u5b98\u65b9\u6587\u6863\uff1aConfidence<\/a><\/li><li><a href=\"https:\/\/mp.weixin.qq.com\/s\/wMnUjlGVBh6dxfG8xqKjUA\">APUS AI \u5b9e\u9a8c\u5ba4\uff1aJev \u80cc\u540e\u7684\u6280\u672f\u601d\u8def\u4e0e\u7aef\u4fa7\u590d\u73b0<\/a><\/li><li><a href=\"https:\/\/mp.weixin.qq.com\/s\/CbP0yIO6oWtvRi8dnnfPdw\">Fighter \u7684\u4e16\u754c\uff1a\u5173\u4e8e Jev \u7684\u4e00\u70b9\u6d45\u89c1<\/a><\/li><li><a href=\"https:\/\/www.eigent.ai\/zh-CN\/blog\/typesafe-ai-jev-system-one-models\">Eigent\uff1a\u4ec0\u4e48\u662f Jev\uff1fTypeSafe AI \u7684 System One \u6a21\u578b\u8be6\u89e3<\/a><\/li><li><a href=\"https:\/\/github.com\/APUS-AI-Lab\/fast-browser-use\">APUS-AI-Lab\/fast-browser-use<\/a><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\uff0cTypeSafe AI \u53d1\u5e03\u7684 Jev \u5f15\u53d1\u4e86\u5f00\u53d1\u8005\u793e\u533a\u7684\u96c6\u4e2d\u8ba8\u8bba\u3002\u5b83\u7684\u5b9a\u4f4d\u5e76\u4e0d\u662f\u201c\u53c8\u4e00\u4e2a\u66f4\u5c0f\u7684\u804a\u5929\u5927\u6a21 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2026\/09\/22\/jev-system-one\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Jev \u6df1\u5ea6\u89e3\u6790\uff1a\u9762\u5411\u7ed3\u6784\u5316\u51b3\u7b56\u7684 System One \u6a21\u578b\u3001\u539f\u7406\u3001\u4f18\u52bf\u4e0e\u5de5\u7a0b\u5b9e\u8df5<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[45,4],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31688"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=31688"}],"version-history":[{"count":7,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31688\/revisions"}],"predecessor-version":[{"id":31697,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31688\/revisions\/31697"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=31688"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=31688"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=31688"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}