{"id":5881,"date":"2026-09-24T17:44:58","date_gmt":"2026-09-24T09:44:58","guid":{"rendered":"https:\/\/www.xttblog.com\/?p=5881"},"modified":"2026-09-24T17:44:58","modified_gmt":"2026-09-24T09:44:58","slug":"redis-%e4%b9%8b%e7%88%b6-antirez-%e7%bd%95%e8%a7%81%e5%85%ac%e5%bc%80%e8%b4%a8-jev","status":"publish","type":"post","link":"https:\/\/www.xttblog.com\/?p=5881","title":{"rendered":"Redis \u4e4b\u7236 antirez \u7f55\u89c1\u516c\u5f00\u8d28 Jev"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4eca\u5e74\u4ee5\u6765\uff0c\u51e0\u4e4e\u6bcf\u5468\u90fd\u6709\u5927\u6a21\u578b\u66f4\u65b0\u5347\u7ea7\u53d1\u5e03\uff0cAI \u53d8\u5316\u5feb\u7684\u8ba9\u4eba\u5f00\u59cb\u5ba1\u7f8e\u75b2\u52b3\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8e\u662f\u4e4e\uff0c\u5f53\u884c\u4e1a\u7a81\u7136\u51fa\u73b0\u4e00\u4e2a\u201c\u65b0\u7269\u79cd\u201d\uff0c\u7acb\u9a6c\u5c31\u80fd\u6380\u8d77\u4e00\u6ce2\u98ce\u6d6a\uff0c\u800c Jev \u5c31\u662f\u8fd9\u6b21\u98ce\u53e3\u91cc\u7684\u4e00\u5934\u201c\u732a\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Jev \u7684\u767b\u573a\u5219\u582a\u79f0\u73b0\u8c61\u7ea7\u30022026 \u5e74 9 \u6708 15 \u65e5\uff0c\u4e00\u5bb6\u540d\u53eb TypeSafe AI \u7684\u516c\u53f8\u7ed3\u675f\u4e86\u957f\u8fbe\u4e24\u5e74\u7684\u9690\u8eab\u72b6\u6001\uff0c\u53d1\u5e03\u4e86\u81ea\u5df1\u7684\u7b2c\u4e00\u4e2a\u6a21\u578b <code>#Jev<\/code>\u3002\u8fd9\u5bb6\u516c\u53f8\u53d1\u5e03\u5e16\u7684\u7b2c\u4e00\u5929\u5c31\u62ff\u4e0b\u4e86\u7ea6 420 \u4e07\u6b21\u7684\u6d4f\u89c8\uff0c\u5b98\u65b9\u89c6\u9891\u4e24\u5929\u64ad\u653e 3600 \u4e07\u6b21\uff0c\u53d1\u5e03 36 \u5c0f\u65f6\u5185\u6536\u5230\u7684\u5185\u6d4b\u7533\u8bf7\u8986\u76d6\u7ea6 14 \u4e07\u540d\u5f00\u53d1\u8005\u3002Vercel \u968f\u540e\u516c\u5e03\uff0cJev \u63a5\u5165 AI Gateway \u4ec5 24 \u5c0f\u65f6\uff0c\u5c31\u6709\u8fd1 13% \u7684\u4ed8\u8d39\u56e2\u961f\u6295\u5165\u4f7f\u7528\uff0c\u662f\u5e73\u53f0\u5386\u53f2\u4e0a\u91c7\u7528\u6700\u5feb\u7684\u6a21\u578b\u53d1\u5e03\uff0c\u751a\u81f3\u4e00\u5ea6\u56e0\u9700\u6c42\u8fc7\u5927\u800c\u88ab\u8feb\u6682\u505c\u65b0\u7528\u6237\u6ce8\u518c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u521b\u59cb\u4eba Diogo Almeida \u7684\u6765\u5934\u4e5f\u5f88\u552c\u4eba\uff0cOpenAI \u524d\u7814\u7a76\u5458\uff0cInstructGPT \u8bba\u6587\u4f5c\u8005\u4e4b\u4e00\uff0c\u53c2\u4e0e\u5f00\u521b\u4e86\u540e\u6765\u6574\u4e2a\u884c\u4e1a\u90fd\u5728\u7528\u7684 RLHF\uff08\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff09\u8bad\u7ec3\u8303\u5f0f\u3002OpenAI \u5728 GPT-4 \u7684\u8d21\u732e\u540d\u5355\u91cc\uff0c\u628a\u4ed6\u5217\u5728\u201cFoundational RLHF and InstructGPT work\u201d\u4e00\u680f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u800c\uff0c\u4ec5\u4ec5\u4e00\u5468\u4e4b\u540e\uff0c\u98ce\u5411\u5c31\u5f00\u59cb\u53d8\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u914d\u56fe\u53c2\u89c1\u6211\u7684\u516c\u4f17\u53f7\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/szPC3_P_-5Ibk2TphyEs9A\">https:\/\/mp.weixin.qq.com\/s\/szPC3_P_-5Ibk2TphyEs9A<\/a>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">9 \u6708 21 \u65e5\uff0cRedis \u4e4b\u7236 antirez\uff08Salvatore Sanfilippo\uff09\u5728 X \u4e0a\u516c\u5f00\u6cfc\u51b7\u6c34\uff1a\u201cJev \u6216\u8bb8\u6709\u4e00\u4e9b\u5f88\u72ed\u7a84\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f46\u56f4\u7ed5\u5b83\u51fa\u73b0\u7684\u7092\u4f5c\uff0c\u6070\u597d\u8bf4\u660e\u4e86 AI \u6ce1\u6cab\u4e2d\u7684\u5927\u591a\u6570\u4eba\u6839\u672c\u5206\u4e0d\u6e05\u4ec0\u4e48\u91cd\u8981\u3001\u4ec0\u4e48\u4e0d\u91cd\u8981\u201d\u3002\u8fd9\u6761\u63a8\u6587\u8fc5\u901f\u83b7\u5f97\u8d85 11 \u4e07\u6b21\u6d4f\u89c8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51e0\u4e4e\u5728\u540c\u4e00\u65f6\u95f4\uff0c\u53e6\u4e00\u4f4d\u5f00\u53d1\u8005\u7684\u64cd\u4f5c\u8ba9\u8ba8\u8bba\u5f7b\u5e95\u70b8\u9505\uff0c\u4ed6\u57fa\u4e8e Qwen2.5-0.5B\uff0c\u5728\u4e00\u53f0 MacBook \u4e0a\u8bad\u7ec3\u4e86\u4e0d\u5230\u4e24\u5c0f\u65f6\uff0c\u505a\u51fa\u4e86\u4e00\u4e2a\u53eb <code>kev<\/code> \u7684\u5f00\u6e90\u6a21\u578b\uff0c\u5b98\u65b9 SDK \u4e0d\u7528\u6539\u4e00\u884c\u4ee3\u7801\u5c31\u80fd\u76f4\u63a5\u5bf9\u63a5\uff0c\u51c6\u786e\u7387\u903c\u8fd1\u95ed\u6e90\u7684 Jev\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u65b0\u4e8b\u7269\u906d\u9047\u8d28\u7591\u5f88\u6b63\u5e38\u3002\u4f46\u5f53\u201c\u4e24\u5c0f\u65f6\u590d\u73b0\u201d\u548c\u201c\u5927\u4f6c\u770b\u8870\u201d\u540c\u65f6\u51fa\u73b0\u65f6\uff0c\u95ee\u9898\u5c31\u53d8\u6210\u4e86 Jev \u5230\u5e95\u6709\u6ca1\u6709\u62a4\u57ce\u6cb3\uff1f\u8fd9\u7a76\u7adf\u662f\u4e0b\u4e00\u4e2a\u8303\u5f0f\uff0c\u8fd8\u662f\u53c8\u4e00\u4e2a\u88ab\u8425\u9500\u653e\u5927\u7684\u6ce1\u6cab\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Jev \u5230\u5e95\u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u6765\u8bf4\uff0cJev \u662f\u4e00\u4e2a<code>\u4e0d\u4f1a\u8bf4\u8bdd\u7684\u6a21\u578b<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u662f\u201c\u751f\u6210\u5f0f\u201d\u7684\u3002\u4f60\u63d0\u95ee\uff0c\u5b83\u9010\u5b57\u9010\u53e5\u5410\u51fa\u4e00\u6bb5\u6587\u672c\uff0c\u7a0b\u5e8f\u518d\u8d39\u529b\u5730\u89e3\u6790\u8fd9\u6bb5\u6587\u672c\uff0c\u7948\u7977\u5b83\u6ca1\u6709\u7f16\u9020\u5047\u5b57\u6bb5\u3001\u6ca1\u6709\u5199\u574f JSON\u3002Jev \u5b8c\u5168\u653e\u5f03\u4e86\u8fd9\u6761\u8def\u3002\u5b83\u88ab TypeSafe \u5b9a\u4e49\u4e3a\u201cSystem One \u6a21\u578b\u201d\uff08\u6982\u5ff5\u6765\u81ea\u5361\u5c3c\u66fc\u300a\u601d\u8003\uff0c\u5feb\u4e0e\u6162\u300b\u4e2d\u7684\u201c\u7cfb\u7edf\u4e00\u201d\u76f4\u89c9\u5224\u65ad\uff09\uff0c\u5b83\u53ea\u505a\u4e09\u4ef6\u4e8b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Choice\uff1a\u4ece\u9884\u5148\u5b9a\u4e49\u7684\u9009\u9879\u4e2d\u9009\u62e9\u4e00\u4e2a\uff1b<\/li><li>Score\uff1a\u6309\u4e00\u5957\u6807\u51c6\u6253\u5206\uff1b<\/li><li>Noul\uff1a\u56de\u7b54\u4e00\u4e2a\u662f\/\u5426\u95ee\u9898\uff0c\u5e76\u7ed9\u51fa\u6982\u7387\u3002<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u53e3\u53ef\u4ee5\u6982\u62ec\u4e3a\u4e00\u53e5\u8bdd\uff0c<code>\u8f93\u5165\u975e\u7ed3\u6784\u5316\u72b6\u6001\uff0c\u8f93\u51fa\u5e26\u7c7b\u578b\u7684\u6982\u7387\u51b3\u7b56<\/code>\u3002\u5b83\u4ece\u4e0d\u751f\u6210\u81ea\u7531\u6587\u672c\uff0c\u6240\u4ee5\u5728\u201c\u683c\u5f0f\u201d\u5c42\u9762\u6c38\u8fdc\u4e0d\u4f1a\u51fa\u9519\uff0c\u4f60\u7ed9\u5b83\u7684\u9009\u9879\u91cc\u6ca1\u6709\u7684\u7c7b\u522b\uff0c\u5b83\u7edd\u5bf9\u7f16\u4e0d\u51fa\u6765\u3002\u5b98\u65b9\u5ba3\u79f0\u7684\u5ef6\u8fdf\u662f 70 \u5230 500 \u6beb\u79d2\uff0c\u6bcf\u767e\u4e07\u8f93\u5165 token \u53ea\u8981 0.042 \u7f8e\u5143\uff0c\u8f93\u51fa\u514d\u8d39\uff1b\u5728\u516c\u53f8\u81ea\u8bbe\u7684\u8bc4\u6d4b\u4e2d\uff0c\u6bd4\u524d\u6cbf\u5927\u6a21\u578b\u6700\u9ad8\u5feb\u7ea6 194 \u500d\u3001\u4fbf\u5b9c\u7ea6 445 \u500d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TypeSafe \u8bb2\u7684\u6545\u4e8b\u5f88\u6709\u8bf4\u670d\u529b\uff0c\u4eca\u5929\u5927\u6a21\u578b\u5df2\u7ecf\u53ef\u4ee5\u804a\u5929\u3001\u5199\u4ee3\u7801\uff0c\u4f46\u771f\u6b63\u5728\u540e\u53f0\u65e0\u4eba\u503c\u5b88\u5730\u81ea\u52a8\u5316\u8fd0\u884c\u7684\u8f6f\u4ef6\uff0c\u4ecd\u7136\u5c11\u5f97\u53ef\u601c\u3002\u539f\u56e0\u662f RLHF \u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\u64c5\u957f\u201c\u8ba9\u4eba\u559c\u6b22\u201d\uff0c\u5374\u4e0d\u64c5\u957f\u201c\u66ff\u8f6f\u4ef6\u505a\u51b3\u5b9a\u201d\u3002\u6240\u4ee5\u4ee3\u7801\u5e94\u8be5\u7ee7\u7eed\u505a\u786e\u5b9a\u6027\u7684\u4e8b\u60c5\uff0c\u6a21\u578b\u53ea\u5728\u201c\u8fd9\u6761\u5de5\u5355\u5f52\u54ea\u4e2a\u90e8\u95e8\u201d\uff0c\u201c\u8fd9\u5c01\u90ae\u4ef6\u662f\u4e0d\u662f\u5783\u573e\u90ae\u4ef6\u201d\u8fd9\u7c7b\u89c4\u5219\u5199\u4e0d\u6e05\u7684\u8282\u70b9\u4e0a\u505a\u5224\u65ad\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u613f\u666f\u5f88\u6027\u611f\uff0c\u6f14\u793a\u4e5f\u5f88\u51fa\u5708\uff0c\u6709\u4eba\u7528 Jev \u7ed9 Claude Code \u7684\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\u6253\u5206\u538b\u7f29\u4e0a\u4e0b\u6587\uff0c\u628a 15.6 \u4e07 token \u7684\u5bf9\u8bdd\u77ac\u95f4\u88c1\u5230 6.2 \u4e07\uff1b\u6709\u4eba\u8ba9\u5b83\u73a9\u300a\u6bc1\u706d\u6218\u58eb\u300b\u3001\u64cd\u4f5c\u7f51\u9875\u3001\u7ed9\u90ae\u4ef6\u5206\u7c7b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u95ee\u9898\u4e5f\u968f\u4e4b\u800c\u6765\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">antirez \u5230\u5e95\u5728\u8d28\u7591\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">antirez \u7684\u539f\u8bdd\u503c\u5f97\u7ec6\u8bfb\u3002\u4ed6\u5e76\u6ca1\u6709\u8bf4 Jev \u6ca1\u6709\u4ef7\u503c\uff0c\u4ed6\u660e\u786e\u627f\u8ba4 Jev \u201c\u6216\u8bb8\u6709\u4e00\u4e9b\uff08\u72ed\u7a84\u7684\uff09\u5e94\u7528\u573a\u666f\u201d\u3002\u4ed6\u8d28\u7591\u7684\u662f<code>\u70ed\u5ea6\u548c\u6280\u672f\u5206\u91cf\u4e4b\u95f4\u7684\u5de8\u5927\u843d\u5dee<\/code>\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u4e0e AI \u9886\u57df\u6b63\u5728\u53d1\u751f\u7684\u5176\u4ed6\u4e8b\u60c5\u76f8\u6bd4\uff0cJev \u53ea\u662f\u4e00\u4ef6\u5f88\u5c0f\u7684\u4e8b\uff0c\u70ed\u5ea6\u5374\u7206\u53d1\u4e86\u3002<\/p><\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u6362\u53e5\u8bdd\u8bf4\uff0cantirez \u6279\u8bc4\u7684\u4e0d\u662f Jev \u672c\u8eab\uff0c\u800c\u662f<code>\u793e\u533a\u5bf9 Jev \u7684\u89e3\u8bfb\u65b9\u5f0f<\/code>\u3002\u8fd9\u79cd\u6279\u8bc4\u5728\u968f\u540e\u7684\u8ba8\u8bba\u4e2d\u5f97\u5230\u4e86\u4e0d\u5c11\u6280\u672f\u7ec6\u8282\u7684\u652f\u6491.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u201c0% \u5e7b\u89c9\u201d\u4fdd\u8bc1\u7684\u662f\u683c\u5f0f\uff0c\u4e0d\u662f\u7b54\u6848\u3002Jev \u6c38\u8fdc\u4e0d\u4f1a\u8fd4\u56de\u4f60\u6ca1\u5b9a\u4e49\u7684\u7b2c\u4e94\u4e2a\u7c7b\u522b\uff0c\u4f46\u5b83\u5b8c\u5168\u53ef\u80fd\u628a\u5929\u7a7a\u5224\u65ad\u6210\u7ea2\u8272\u3002\u6280\u672f\u535a\u4e3b Sean Goedecke \u5c06\u8fd9\u79cd\u5ba3\u4f20\u79f0\u4e3a\u4e00\u79cd\u201c\u8bed\u4e49\u4e0a\u7684\u89c4\u907f\u201d\uff0c\u201c\u4e0d\u4f1a\u7834\u574f\u63a5\u53e3\u5951\u7ea6\u201d\u548c\u201c\u4e0d\u4f1a\u7ed9\u51fa\u9519\u8bef\u7b54\u6848\u201d\uff0c\u663e\u7136\u662f\u4e24\u4ef6\u4e0d\u540c\u7684\u4e8b\u3002<\/li><li>\u5feb 194 \u500d\uff0c\u4e0d\u7b49\u4e8e\u667a\u80fd\u63d0\u5347 194 \u500d\u3002\u77e5\u540d AI \u5f00\u53d1\u8005 Theo Browne \u7ed9 Jev \u7684\u753b\u50cf\u5f88\u7cbe\u51c6\uff0c\u628a\u5b83\u770b\u6210\u4e00\u4e2a\u201c\u806a\u660e\u7684 if \u6216 switch \u8bed\u53e5\u201d\uff0c\u201c\u5b83\u9002\u5408\u5206\u7c7b\uff0c\u5374\u4e0d\u77e5\u9053\u600e\u6837\u6d4f\u89c8\u6574\u4e2a\u4ee3\u7801\u5e93\u5e76\u4f5c\u51fa\u9ad8\u8d28\u91cf\u51b3\u5b9a\u3002\u201d\u653e\u5f03\u957f\u6587\u672c\u751f\u6210\u548c\u6d4b\u8bd5\u65f6\u63a8\u7406\uff0c\u6362\u6765\u7684\u662f\u7a33\u5b9a\u5ef6\u8fdf\u4e0e\u6781\u4f4e\u6210\u672c\uff0c\u8fd9\u662f\u5de5\u7a0b\u53d6\u820d\uff0c\u4e0d\u662f\u80fd\u529b\u8dc3\u8fc1\u3002<\/li><li>\u6700\u70ed\u7684\u4f7f\u7528\u65b9\u5f0f\u53ef\u80fd\u6070\u6070\u662f\u9519\u7684\u3002\u4e0a\u6587\u63d0\u5230\u7684\u201cJev \u538b\u7f29 Agent \u4e0a\u4e0b\u6587\u201d\u6f14\u793a\u4f20\u64ad\u6781\u5e7f\uff0c\u4f46 Theo \u6307\u51fa\u4e0a\u4e0b\u6587\u538b\u7f29\u4e0d\u662f\u7b80\u5355\u7684\u5185\u5bb9\u8fc7\u6ee4\uff0c\u5b83\u8981\u6c42\u7efc\u5408\u6b64\u524d\u4e00\u5207\u51b3\u7b56\u7684\u4e0a\u4e0b\u6587\uff0cJev \u53ea\u6709 32K \u4e0a\u4e0b\u6587\u3001\u770b\u4e0d\u5230\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u76f2\u76ee\u5220\u9664\u8bb0\u5f55\u53ef\u80fd\u8ba9 Agent \u5fd8\u8bb0\u81ea\u5df1\u8bd5\u8fc7\u7684\u65b9\u6cd5\u800c\u9677\u5165\u6b7b\u5faa\u73af\u3002\u800c\u4e14 Anthropic \u5df2\u660e\u786e\u8981\u6c42\u4fdd\u7559\u5b8c\u6574\u5386\u53f2\u8bb0\u5f55\uff0c\u8fd9\u7c7b\u64cd\u4f5c\u201c\u80af\u5b9a\u4f1a\u8ba9\u6a21\u578b\u53d8\u7b28\u5f88\u591a\u201d\u3002<\/li><li>\u66f4\u6df1\u7684\u9690\u5fe7\u5728\u4e8e\u9ed1\u7bb1\u4e0e\u504f\u89c1\u3002Simon Willison \u8ba4\u53ef\u201c\u51b3\u7b56\u6a21\u578b\u201d\u7684\u5b9a\u4f4d\uff0c\u4f46\u6307\u51fa Jev \u4ee3\u8868\u7740\u201c\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u5411\u9ed1\u7bb1\u7cfb\u7edf\u7684\u8fdb\u4e00\u6b65\u5012\u9000\u201d\uff0c\u5b83\u628a\u90ae\u4ef6\u6807\u4e3a\u5783\u573e\u90ae\u4ef6\u65f6\uff0c\u4f60\u65e0\u6cd5\u77e5\u9053\u662f\u54ea\u53e5\u8bdd\u89e6\u53d1\u4e86\u5224\u65ad\u3002\u4ed6\u66fe\u8ba9 Jev \u7ed9\u6e7e\u533a\u57ce\u5e02\u6253\u5206\u662f\u4e0d\u662f\u201c\u597d\u57ce\u5e02\u201d\uff0c\u7ed3\u679c Cupertino \u6700\u9ad8\u3001East Palo Alto \u57ab\u5e95\u3002\u4e00\u4e2a\u770b\u4f3c\u5ba2\u89c2\u7684\u6d6e\u70b9\u6570\uff0c\u53ef\u80fd\u9690\u85cf\u7740\u8bad\u7ec3\u6570\u636e\u91cc\u7684\u793e\u4f1a\u3001\u7ecf\u6d4e\u548c\u6587\u5316\u503e\u5411\u3002<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5 antirez \u7684\u771f\u6b63\u89c2\u70b9\u662f <code>Jev \u662f\u4e00\u4e2a\u8fb9\u754c\u6e05\u6670\u7684\u5de5\u7a0b\u7ec4\u4ef6\uff0c\u4f46\u793e\u533a\u6b63\u628a\u5b83\u5439\u6367\u6210\u9769\u547d\u6027\u7a81\u7834\uff0c\u8fd9\u79cd\u201c\u5206\u4e0d\u6e05\u8f7b\u91cd\u201d\u672c\u8eab\uff0c\u624d\u662f AI \u6ce1\u6cab\u7684\u75c7\u72b6<\/code>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e24\u5c0f\u65f6\u590d\u73b0\uff0c\u6233\u7834\u4e86\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u770b\u53e6\u4e00\u4e2a\u66b4\u51fb\u3002\u77e5\u4e4e\u4e0a\u6709\u4e2a\u70ed\u8bae\u95ee\u9898\uff1a\u201c\u600e\u4e48\u770b\u7f51\u53cb\u7528\u4e24\u5c0f\u65f6\u5c31\u5b9e\u73b0\u4e86 TypeSafe AI \u7528\u4e86\u4e24\u5e74 RLCD \u624d\u505a\u5230\u7684 Jev \u6a21\u578b\u6548\u679c\uff1f\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e8b\u786e\u5b9e\u53d1\u751f\u4e86\u3002\u5f00\u53d1\u8005 Jared Palmer \u57fa\u4e8e Qwen2.5-0.5B \u505a LoRA \u5fae\u8c03\uff0c\u914d\u5408\u5757\u56e0\u679c\u63a9\u7801\u548c\u6307\u9488\u8bfb\u51fa\u5934\uff0c\u8ba9\u6a21\u578b\u4e00\u6b21\u524d\u5411\u4f20\u64ad\u5e76\u884c\u56de\u7b54\u591a\u4e2a\u95ee\u9898\uff0c\u5728 MacBook \u4e0a\u8bad\u7ec3 1 \u5c0f\u65f6 45 \u5206\u949f\uff0c\u5355\u6b21\u8bf7\u6c42 160 \u6beb\u79d2\u51fa 6 \u4e2a\u7b54\u6848\u3002\u5728 1350 \u9053\u6d4b\u8bd5\u9898\u4e0a\uff0ckev \u7684\u51c6\u786e\u7387 79.9%\uff0c\u5bf9\u6bd4 Jev \u7684 81.1%\uff0c\u5dee\u8ddd\u4ec5 1.4 \u4e2a\u767e\u5206\u70b9\uff0c\u7edf\u8ba1\u4e0a\u51e0\u4e4e\u5206\u4e0d\u51fa\u9ad8\u4e0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e24\u5929\u5185\uff0c\u81f3\u5c11\u516d\u4e2a\u72ec\u7acb\u56e2\u961f\u505a\u51fa\u4e86\u7c7b\u4f3c\u7684\u201cJev \u5e73\u66ff\u201d\uff0cBespoke Labs \u7684 Nimble\uff08Qwen3.5-9B \u5fae\u8c03\uff0c\u81ea\u6d4b 90.12%\uff0c\u63a5\u8fd1 Jev \u7684 93%\uff09\u3001Laya\uff084 \u4ebf\u53c2\u6570\uff09\u3001OpenJev\uff08\u57fa\u4e8e DiffusionGemma\uff09\u2026\u2026 GitHub \u4e0a\u751a\u81f3\u51fa\u73b0\u4e86\u4e13\u95e8\u7684 awesome-jev \u5217\u8868\u6765\u6536\u5f55\u8fd9\u4e9b\u590d\u73b0\u9879\u76ee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f\u4e0d\u662f\u610f\u5473\u7740 Jev \u6ca1\u6709\u62a4\u57ce\u6cb3\u5462\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u54ce\uff0c\u5148\u522b\u6025\uff0c\u9b54\u9b3c\u5f88\u53ef\u80fd\u5728\u7ec6\u8282\u91cc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">kev \u7684\u4f5c\u8005\u81ea\u5df1\u505a\u4e86\u6700\u8bda\u5b9e\u7684\u6d4b\u8bd5\uff0c\u6362\u4e00\u5957\u4e0e\u8bad\u7ec3\u6570\u636e<code>\u96f6\u91cd\u53e0<\/code>\u7684\u57df\u5916\u6d4b\u8bd5\u96c6\uff08TREC\u3001DBpedia\u3001IMDB \u7b49\uff09\uff0ckev \u7684\u51c6\u786e\u7387\u4ece 79.9% \u76f4\u63a5\u5d29\u5230 63.3%\uff0c\u800c Jev \u7a33\u5728 82.3%\uff0c\u5dee\u8ddd\u62c9\u5927\u5230 19 \u4e2a\u767e\u5206\u70b9\u3002\u4f5c\u8005\u5766\u627f\u201c\u8bad\u7ec3\u96c6\u4e0a\u7684 parity \u5728\u57df\u5916\u6570\u636e\u4e0a\u5b8c\u5168\u5d29\u584c\u201d\uff0c\u5e76\u4e14\u8fd8\u6ca1\u6709\u627e\u5230\u660e\u786e\u7684\u7f29\u5c0f\u8def\u5f84\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nimble \u4e5f\u4e00\u6837\uff0c324 \u6761\u81ea\u7559\u6d4b\u8bd5\u96c6\u4e0a 90.12%\uff0c\u4f46\u5230\u4e86\u66f4\u5bbd\u7684\u8bc4\u6d4b\u96c6\u4e0a\u53ea\u6709 74.8%\u3002\u800c\u4e14\u5b83\u7684 README \u91cc\u6709\u4e00\u53e5\u6781\u6613\u88ab\u5ffd\u7565\u7684\u8bdd\uff0c<code>\u6982\u7387\u4e0d\u662f\u7b54\u6848\u6b63\u786e\u7684\u4fdd\u8bc1\u2026\u20260.9 \u7684\u6982\u7387\u4e0d\u610f\u5473\u7740 90% \u7684\u6b63\u786e\u7387<\/code>\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u8f93\u51fa\u7684\u662f\u201c\u5728\u5019\u9009\u7b54\u6848\u4e4b\u95f4\u7684\u5f52\u4e00\u5316\u5206\u6570\u201d\uff0c\u800c\u975e\u7ecf\u8fc7\u6821\u51c6\u7684\u53ef\u4fe1\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u70b9\u51fa\u4e86\u5173\u952e\uff0c<code>\u590d\u73b0\u8005\u4eec\u590d\u73b0\u7684\u662f Jev \u7684\u201c\u5f62\u201d\uff0c\u800c\u4e0d\u662f Jev \u7684\u201c\u795e\u201d<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201c\u5feb\u901f\u5206\u7c7b\u3001\u5019\u9009\u6253\u5206\u201d\u8fd9\u4e2a\u601d\u8def\u786e\u5b9e\u4e0d\u795e\u79d8\uff0c\u53d7\u9650\u89e3\u7801\u3001\u5206\u7c7b\u5934\u3001\u7ed3\u6784\u5316\u751f\u6210\u90fd\u5b58\u5728\u591a\u5e74\u4e86\uff0c\u5f00\u6e90\u6a21\u578b\u52a0\u4e00\u6b21 LoRA \u5fae\u8c03\u5c31\u80fd\u505a\u5230\u5f62\u4f3c\u3002TypeSafe \u4e24\u5e74\u6ca1\u767d\u82b1\u7684\u90e8\u5206\u5728\u4e8e\uff0cJev \u7684 RLCD\uff08\u9762\u5411\u6821\u51c6\u51b3\u7b56\u7684\u5f3a\u5316\u5b66\u4e60\uff09\u8ffd\u6c42\u7684\u662f\u201c\u6982\u7387\u7684\u8bda\u5b9e\u5ea6\u201d\uff0c\u6807\u4e86 80% \u7f6e\u4fe1\u5ea6\u7684\u4e00\u6279\u5224\u65ad\uff0c\u957f\u671f\u6b63\u786e\u7387\u5c31\u5e94\u8be5\u63a5\u8fd1 80%\uff0c\u8fd9\u6837\u8f6f\u4ef6\u624d\u80fd\u653e\u5fc3\u5730\u8bbe\u7f6e\u201c\u9ad8\u4e8e\u9608\u503c\u81ea\u52a8\u6267\u884c\u3001\u4f4e\u4e8e\u9608\u503c\u8f6c\u4eba\u5de5\u201d\u7684\u81ea\u52a8\u5316\u903b\u8f91\uff1b\u540c\u65f6 Jev \u5728\u201c\u6ca1\u89c1\u8fc7\u7684\u65b0\u9886\u57df\u4e0a\u4f9d\u7136\u7a33\u5b9a\u201d\u3002\u524d\u8005\u51b3\u5b9a\u5b83\u80fd\u5426\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u7684\u5173\u952e\u8def\u5f84\uff0c\u540e\u8005\u51b3\u5b9a\u5b83\u80fd\u5426\u901a\u7528\u3002kev \u5728\u57df\u5916\u6d4b\u8bd5\u4e0a ECE \u66f4\u4f4e\uff0c\u4f46\u5176\u57df\u5916\u51c6\u786e\u7387\u4e0e Jev \u7684\u5de8\u5927\u5dee\u8ddd\u6070\u6070\u8bf4\u660e\uff0c\u201c\u6982\u7387\u8bda\u5b9e\u4f46\u5224\u65ad\u4e0d\u51c6\u201d\u548c\u201c\u5224\u65ad\u8f83\u51c6\u4e14\u6982\u7387\u53ef\u7528\u201d\u4e4b\u95f4\uff0c\u9694\u7740\u5927\u91cf\u7684\u6570\u636e\u5de5\u7a0b\u548c\u8bad\u7ec3\u6253\u78e8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f55\u51b5\uff0cTypeSafe \u81f3\u4eca\u6ca1\u6709\u516c\u5f00 RLCD \u7684\u8bba\u6587\u3001\u67b6\u6784\u7ec6\u8282\u548c\u6821\u51c6\u6d4b\u8bd5\u96c6\uff0c\u5916\u754c\u590d\u73b0\u7684\u672c\u5c31\u662f\u516c\u5f00\u63a5\u53e3\u6240\u66b4\u9732\u7684\u90a3\u4e00\u5c42\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Jev \u7684\u62a4\u57ce\u6cb3\u5230\u5e95\u5728\u54ea\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u628a\u201c\u4e24\u5c0f\u65f6\u590d\u73b0\u201d\u548c\u201cantirez \u770b\u8870\u201d\u653e\u5728\u4e00\u8d77\uff0c\u6211\u4eec\u53cd\u800c\u80fd\u770b\u6e05 Jev \u62a4\u57ce\u6cb3\u7684\u771f\u76f8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u62a4\u57ce\u6cb3\u4e0d\u5728\u6a21\u578b\u672c\u8eab\u3002\u5206\u7c7b\u6a21\u578b\u4e0d\u662f\u65b0\u53d1\u660e\uff0c\u5f00\u6e90\u793e\u533a 48 \u5c0f\u65f6\u5185\u5c31\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\u3002\u4efb\u4f55\u201c\u6536\u7a84\u8f93\u51fa\u7a7a\u95f4\u6362\u53d6\u901f\u5ea6\u201d\u7684\u6280\u5de7\uff0c\u90fd\u65e0\u6cd5\u6784\u6210\u957f\u671f\u58c1\u5792\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u62a4\u57ce\u6cb3\u53ef\u80fd\u6709\u4e09\u5904\u3002\u4e00\u662f<code>\u6821\u51c6\u7684\u5de5\u7a0b\u6df1\u5ea6<\/code>\uff0c\u57df\u5916\u6cdb\u5316\u3001\u6982\u7387\u53ef\u4fe1\u5ea6\u3001\u5bf9\u6297\u9c81\u68d2\u6027\uff08\u5df2\u6709\u6d4b\u8bd5\u663e\u793a\uff0c\u5f80\u547d\u4ee4\u72b6\u6001\u91cc\u6ce8\u5165\u4e00\u6761\u4f2a\u9020\u7684\u9884\u6279\u51c6\u6307\u4ee4\uff0c\u5c31\u80fd\u628a Jev \u5bf9\u5371\u9669\u547d\u4ee4\u7684\u62e6\u622a\u6982\u7387\u4ece 0.7 \u663e\u8457\u62c9\u4f4e\uff0c\u5b89\u5168\u95ee\u9898\u5e76\u4e0d\u5c0f\uff09\uff1b\u4e8c\u662f<code>\u751f\u6001\u4e0e\u54c1\u724c<\/code>\uff0cVercel\u3001Cloudflare\u3001OpenRouter \u7684\u96c6\u6210\u5165\u53e3\u3001\u201cSystem One\u201d\u8fd9\u4e2a\u54c1\u7c7b\u5b9a\u4e49\u6743\uff0c\u4ee5\u53ca 14 \u4e07\u5f00\u53d1\u8005\u7533\u8bf7\u5f62\u6210\u7684\u5148\u53d1\u5fc3\u667a\uff1b\u4e09\u662f<code>\u6570\u636e\u98de\u8f6e<\/code>\uff0c\u7528\u6237\u6bcf\u8c03\u7528\u4e00\u6b21\uff0c\u90fd\u5728\u4e3a TypeSafe \u79ef\u7d2f\u51b3\u7b56\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>\u4f46\u6700\u53ef\u80fd\u7684\u62a4\u57ce\u6cb3\uff0c\u662f\u6700\u53cd\u76f4\u89c9\u7684\u90a3\u4e2a\u7b54\u6848<\/code>\u3002Sean Goedecke \u63d0\u51fa\uff0cJev \u6700\u5408\u7406\u7684\u89d2\u8272\u53ef\u80fd\u662f\u4e00\u4e2a<code>\u4e34\u65f6\u7684\u6570\u636e\u6807\u6ce8\u5f15\u64ce<\/code>\uff0c\u7528\u6781\u4f4e\u6210\u672c\u9a8c\u8bc1\u67d0\u4e2a\u5206\u7c7b\u4efb\u52a1\u503c\u4e0d\u503c\u5f97\u505a\uff0c\u79ef\u7d2f\u8db3\u591f\u6570\u636e\u540e\uff0c\u84b8\u998f\u51fa\u81ea\u5df1\u7684\u4e13\u7528\u5c0f\u6a21\u578b\uff0c\u7136\u540e\u628a Jev \u629b\u5f03\u6389\u3002\u6362\u8a00\u4e4b\uff0cJev \u6700\u5927\u7684\u4ef7\u503c\u4e5f\u8bb8\u662f\u201c\u6559\u4f1a\u5e02\u573a\u4ec0\u4e48\u503c\u5f97\u505a\u201d\uff0c\u7136\u540e\u88ab\u5b83\u81ea\u5df1\u521b\u9020\u7684\u9700\u6c42\u6240\u66ff\u4ee3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5199\u5728\u6700\u540e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Jev \u662f\u6ce1\u6cab\u5417\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u7684\u770b\u6cd5\u662f\uff0c<code>\u4f5c\u4e3a\u6a21\u578b\uff0cJev \u7684\u6ce1\u6cab\u6210\u5206\u5728\u4e8e\u88ab\u5938\u5927\u89e3\u8bfb\uff1b\u4f5c\u4e3a\u65b9\u5411\uff0c\u5b83\u6307\u51fa\u7684\u95ee\u9898\u662f\u771f\u7684<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u88ab\u5938\u5927\u7684\u90e8\u5206\u662f\uff0c\u5b83\u4e0d\u662f\u201c\u65b0\u667a\u80fd\u201d\u3002\u6307\u671b\u5b83\u538b\u7f29 Agent \u4e0a\u4e0b\u6587\u3001\u66ff\u4ee3\u7406\u6027\u63a8\u7406\u7684\u4eba\uff0c\u5927\u6982\u7387\u4f1a\u5931\u671b\u3002\u793e\u533a\u5bf9\u5b83 194 \u500d\u901f\u5ea6\u7684\u70ed\u60c5\uff0c\u6df7\u6dc6\u4e86\u201c\u5de5\u7a0b\u6548\u7387\u201d\u4e0e\u201c\u667a\u80fd\u8dc3\u5347\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u771f\u5b9e\u7684\u90e8\u5206\u662f\uff0cAI \u8981\u771f\u6b63\u81ea\u52a8\u5316\uff0c\u786e\u5b9e\u9700\u8981\u4e00\u5c42\u201c\u4ee3\u7801\u80fd\u76f4\u63a5\u6d88\u8d39\u7684\u51b3\u7b56\u5c42\u201d\u3002\u8fd9\u4e2a\u786e\u5b9e\u9700\u6c42\u5b58\u5728\uff0cJev \u7528\u4e00\u4e2a\u597d\u7528\u7684 API \u548c\u4e00\u4e2a\u6e05\u6670\u7684\u6545\u4e8b\u8bc1\u660e\u4e86\u5b83\uff0c\u8fd9\u5c31\u591f\u4e86\u3002\u81f3\u4e8e\u6700\u7ec8\u8d62\u7684\u662f TypeSafe\u3001\u67d0\u4e2a\u5f00\u6e90\u590d\u73b0\uff0c\u8fd8\u662f\u5927\u5382\u987a\u624b\u505a\u7684\u5206\u7c7b\u7aef\u70b9\uff0c\u5bf9\u4e8e\u88ab\u70b9\u71c3\u7684\u8fd9\u6ce2\u5f00\u53d1\u8005\u548c\u6295\u8d44\u4eba\u6765\u8bf4\uff0c\u53ef\u80fd\u53cd\u800c\u662f\u6700\u4e0d\u91cd\u8981\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">antirez \u5728\u63a8\u6587\u7684\u56de\u590d\u533a\u4e0b\u6709\u4e00\u53e5\u51b7\u5cfb\u7684\u8865\u5200\u3002\u6709\u5f00\u53d1\u8005\u8bf4\u81ea\u5df1\u53ea\u662f\u8bbd\u523a\u4e86\u4e00\u4e0b\u201c0% \u5e7b\u89c9\u201d\u7684\u5ba3\u4f20\uff0c\u5c31\u5728\u591a\u4e2a\u5e73\u53f0\u906d\u5230\u8fb1\u9a82\uff0c\u201c<code>\u4eba\u4eec\u5df2\u7ecf\u5931\u53bb\u7406\u667a\u4e86<\/code>\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>\u6ce1\u6cab\u4ece\u4e0d\u5728\u4e8e\u67d0\u4e2a\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6211\u4eec\u5bf9\u5b83\u505c\u6b62\u5206\u8fa8\u8f7b\u91cd\u7684\u90a3\u4e00\u523b<\/code>\u3002\u70ed\u7231\u6280\u672f\uff0c\u53ef\u4ee5\uff1b\u5931\u53bb\u5224\u65ad\uff0c\u4e0d\u884c\u3002<\/p>\n<!-- <audio autoplay=\"autoplay\" height=\"100\" width=\"100\" hidden=\"true\"><source src=\"https:\/\/c.coka.la\/orAvPR.mp3\" type=\"audio\/mp3\"\/><\/audio><img decoding=\"async\" src=\"https:\/\/images.weserv.nl\/?url=https:\/\/ws3.sinaimg.cn\/large\/8fa5dcfcgy1g4em3rzar5j20ib089ae0.jpg\" alt=\"\u4e1a\u4f59\u8349\u516c\u4f17\u53f7\"\/> --><p><!-- <img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/xmt1139057136\/xttblog\/master\/8fa5dcfcgy1g4em3rzar5j20ib089ae0.jpg\" alt=\"\u4e1a\u4f59\u8349\u516c\u4f17\u53f7\"\/>--><img decoding=\"async\" src=\"https:\/\/saas.51autoparts.cn\/api\/admin\/sys-file\/oss\/file?fileName=84db51f8561e448f9a4fda2eff0811f9.jpg\" alt=\"\u4e1a\u4f59\u8349\u516c\u4f17\u53f7\"\/><\/p><p>\u6700\u540e\uff0c\u6b22\u8fce\u5173\u6ce8\u6211\u7684\u4e2a\u4eba\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a\u4e1a\u4f59\u8349\uff08yyucao\uff09\uff01<b>\u53ef\u52a0\u4f5c\u8005\u5fae\u4fe1\u53f7\uff1a<font color=\"red\">xttblog2<\/font>\u3002\u5907\u6ce8\uff1a\u201c1\u201d\uff0c\u6dfb\u52a0\u535a\u4e3b\u5fae\u4fe1\u62c9\u4f60\u8fdb\u5fae\u4fe1\u7fa4\u3002\u5907\u6ce8\u9519\u8bef\u4e0d\u4f1a\u540c\u610f\u597d\u53cb\u7533\u8bf7\u3002<\/b>\u518d\u6b21\u611f\u8c22\u60a8\u7684\u5173\u6ce8\uff01\u540e\u7eed\u6709\u7cbe\u5f69\u5185\u5bb9\u4f1a\u7b2c\u4e00\u65f6\u95f4\u53d1\u7ed9\u60a8\uff01\u539f\u521b\u6587\u7ae0\u6295\u7a3f\u8bf7\u53d1\u9001\u81f3532009913@qq.com\u90ae\u7bb1\u3002\u5546\u52a1\u5408\u4f5c\u4e5f\u53ef\u6dfb\u52a0\u4f5c\u8005\u5fae\u4fe1\u8fdb\u884c\u8054\u7cfb\uff01<\/p><p>\u672c\u6587\u539f\u6587\u51fa\u5904\uff1a<a href=\"https:\/\/www.xttblog.com\">\u4e1a\u4f59\u8349<\/a>\uff1a &raquo; <a href=\"https:\/\/www.xttblog.com\/?p=5881\">Redis \u4e4b\u7236 antirez \u7f55\u89c1\u516c\u5f00\u8d28 Jev<\/a><\/p><!-- <div class=\"bd-reward-stl\"><button id=\"bdRewardBtn\"><span><\/span><\/button><\/div> -->","protected":false},"excerpt":{"rendered":"<p>\u4eca\u5e74\u4ee5\u6765\uff0c\u51e0\u4e4e\u6bcf\u5468\u90fd\u6709\u5927\u6a21\u578b\u66f4\u65b0\u5347\u7ea7\u53d1\u5e03\uff0cAI \u53d8\u5316\u5feb\u7684\u8ba9\u4eba\u5f00\u59cb\u5ba1\u7f8e\u75b2\u52b3\u4e86\u3002 \u4e8e\u662f\u4e4e\uff0c\u5f53\u884c\u4e1a\u7a81\u7136\u51fa\u73b0\u4e00\u4e2a\u201c\u65b0\u7269 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[1671,2117,2122,2120,2121],"class_list":["post-5881","post","type-post","status-publish","format-standard","hentry","category-yyzt","tag-ai","tag-chatgpt","tag-claude","tag-deepseek","tag-qwen"],"_links":{"self":[{"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/posts\/5881","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5881"}],"version-history":[{"count":1,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/posts\/5881\/revisions"}],"predecessor-version":[{"id":5882,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/posts\/5881\/revisions\/5882"}],"wp:attachment":[{"href":"https:\/\/www.xttblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5881"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5881"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5881"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}