{
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      "title": "Gemini 3.8 Flash \u53d1\u5e03\u5373\u738b\u70b8\uff1f\u53c8\u5feb\u53c8\u51c6\u767b\u9876 DeepSWE \u8bc4\u6d4b\u7b2c\u4e00", 
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      "id": "https://www.v2ex.com/t/1238357", 
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      "content_html": "<p>\u770b\u4e86 \u5e16\u5b50 <a href=\"https://www.v2ex.com/t/1238096\" rel=\"nofollow\">\u300a AI \u65f6\u4ee3\uff0c\u8f6f\u4ef6\u5df2\u7ecf\u4e0d\u503c\u94b1\u4e86\u300b</a>\uff0c\u6709\u4e00\u4e9b\u4e0d\u540c\u7684\u611f\u53d7\u3002</p>\n<p>\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u73b0\u8c61\u662f\uff1a</p>\n<blockquote>\n<p>\u6b27\u7f8e\u7528\u6237\u80fd\u591f\u66f4\u65e9\u3001\u66f4\u5145\u5206\u5730\u4f7f\u7528\u9876\u7ea7 SOTA \u6a21\u578b\uff0c\u4f46\u6211\u4eec\u5374\u53ef\u4ee5\u53d1\u73b0\uff0cAI \u65f6\u4ee3\u7684\u8f6f\u4ef6\u51fa\u6d77\u548c SaaS \u51fa\u6d77\u53cd\u800c\u66f4\u5bb9\u6613\u8d5a\u94b1\u4e86\u3002</p>\n</blockquote>\n<h3>\u89c2\u70b9\u4e00\uff1aAI \u65f6\u4ee3\uff0c\u4e2d\u5c0f\u5fae\u4f01\u4e1a\u4e2d\u5927\u91cf\u201c\u4ea4\u4ed8\u578b\u7a0b\u5e8f\u5458\u201d\u7684\u4ef7\u503c\u4f1a\u4e0b\u964d</h3>\n<p>\u8fd9\u4e2a\u5f97\u627f\u8ba4\u662f\u8d8b\u52bf\u3002</p>\n<p>Opus 5 \u3001GPT-5.6 \uff0c\u4ee5\u53ca K3 \u3001GLM-5.3 \uff0c<strong>\u5728\u5927\u91cf\u5e38\u89c4\u5f00\u53d1\u4efb\u52a1\u4e0a\u7684\u80fd\u529b\uff0c\u5df2\u7ecf\u53ef\u4ee5\u63a5\u8fd1\u5927\u5382 P6 \uff5e P7 \u5de5\u7a0b\u5e08\u3002</strong></p>\n<p>\u5f88\u591a\u4eba\u73b0\u5728\u4ecd\u7136\u8ba4\u4e3a AI \u5e72\u4e0d\u8fc7\u7a0b\u5e8f\u5458\uff0c\u4f46\u95ee\u9898\u5f80\u5f80\u4e0d\u5b8c\u5168\u51fa\u5728\u6a21\u578b\u80fd\u529b\u4e0a\uff0c<strong>\u800c\u662f\u4f7f\u7528\u8005\u7f3a\u4e4f\u9a7e\u9a6d\u6a21\u578b\u7684\u610f\u8bc6\u3001\u5de5\u7a0b\u80fd\u529b\u548c\u5b8c\u6574\u7684\u5f00\u53d1\u601d\u8def\u3002</strong></p>\n<p>\u4e0d\u662f AI \u4e0d\u4f1a\u5199\uff0c\u800c\u662f\u5f88\u591a\u4eba\u8fd8\u4e0d\u4f1a\u628a\u4e00\u4e2a\u590d\u6742\u7684\u8f6f\u4ef6\u9879\u76ee\u62c6\u89e3\u6e05\u695a\uff0c\u4e5f\u4e0d\u77e5\u9053\u5982\u4f55\u8ba9 AI \u6301\u7eed\u3001\u7a33\u5b9a\u5730\u5b8c\u6210\u4efb\u52a1\u3002</p>\n<p>\u4f46\u8fd9\u4e2a\u58c1\u5792\u4e0d\u4f1a\u4e00\u76f4\u5b58\u5728\u3002</p>\n<p>\u968f\u7740 Harness \u5de5\u7a0b\u9010\u6e10\u6210\u719f\u3001\u5404\u7c7b AI \u5f00\u53d1\u57f9\u8bad\u666e\u53ca\uff0c\u4ee5\u53ca\u5927\u5382 AI \u7f16\u7a0b\u5de5\u5177\u4e0d\u65ad\u8fdb\u5165\u4f01\u4e1a\uff0c\u4eca\u5929\u8fd9\u4e9b\u201c\u4e0d\u4f1a\u9a7e\u9a6d\u6a21\u578b\u201d\u7684\u95ee\u9898\uff0c\u5f88\u53ef\u80fd\u4f1a\u5728\u534a\u5e74\u5230\u4e00\u5e74\u5185\u5f97\u5230\u660e\u663e\u6539\u5584\u3002</p>\n<h3>\u89c2\u70b9\u4e8c\uff1aAI \u5f00\u53d1\u540c\u6837\u9700\u8981\u6210\u672c\uff0c\u800c\u4e14\u5b83\u6b63\u5728\u57f9\u517b\u4f01\u4e1a\u4e3a\u5f00\u53d1\u4ed8\u8d39\u7684\u4e60\u60ef</h3>\n<p>\u8fc7\u53bb\u4f01\u4e1a\u627e\u8f6f\u4ef6\u5916\u5305\u516c\u53f8\u65f6\uff0c\u7ecf\u5e38\u662f\u5408\u540c\u8fd8\u6ca1\u7b7e\uff0c\u4e59\u65b9\u5c31\u5f97\u5148\u505a\u51e0\u4e2a Demo \u3001\u539f\u578b\u6216\u8005\u6837\u4f8b\uff0c\u60f3\u529e\u6cd5\u8bc1\u660e\u81ea\u5df1\u80fd\u505a\u3002</p>\n<p>\u4f46\u5230\u4e86 AI \u65f6\u4ee3\uff0c\u60c5\u51b5\u53cd\u800c\u53d1\u751f\u4e86\u53d8\u5316\uff1a<strong>\u4f01\u4e1a\u9010\u6e10\u63a5\u53d7\u4e86\u201c\u5148\u4ed8\u8d39\uff0c\u518d\u4f7f\u7528\u5f00\u53d1\u80fd\u529b\u201d\u8fd9\u4ef6\u4e8b\u3002\u751a\u81f3\u73b0\u5728\u4e59\u65b9\u53cd\u800c\u8981\u8ba9\u7532\u65b9\u5148\u81ea\u5df1\u7528 AI \u505a\u4e2a\u5927\u6982\u7684\u6f14\u793a\u9875\u9762\u51fa\u6765\u518d\u8ba8\u8bba\u5f00\u53d1\u3002</strong></p>\n<p>\u4e0d\u4ed8\u94b1\uff0c\u8fde\u5783\u573e\u6a21\u578b\u90fd\u7528\u4e0d\u4e0a\uff0c\u66f4\u4e0d\u7528\u8bf4\u8ba9 AI \u6301\u7eed\u5b8c\u6210\u4e00\u4e2a\u590d\u6742\u9879\u76ee\u3002</p>\n<p>\u4ece\u8001\u677f\u3001\u8d22\u52a1\u5230\u8fd0\u8425\uff0c\u73b0\u5728\u90fd\u8d8a\u6765\u8d8a\u6e05\u695a\uff1a\u5f00\u53d1\u662f\u6709\u6210\u672c\u7684\uff0c\u529f\u80fd\u89c4\u6a21\u4e0d\u540c\uff0c\u6240\u9700\u8981\u7684\u6295\u5165\u4e5f\u5b8c\u5168\u4e0d\u540c\u3002</p>\n<p>\u4f8b\u5982\uff1a</p>\n<ul>\n<li>\u7528 AI \u5236\u4f5c\u7edf\u8ba1\u8868\u683c\u3001\u7cbe\u7f8e PPT \u6216\u7f51\u9875\u62a5\u544a\uff0c<strong>\u6bcf\u6708 20 \u7f8e\u5143\u5de6\u53f3\u7684\u8ba2\u9605\uff0c\u53ef\u80fd\u5c31\u8db3\u4ee5\u8986\u76d6\u57fa\u7840\u9700\u6c42\u3002</strong></li>\n<li>\u7528 AI \u642d\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u7f51\u7ad9\u3001CMS \u6216\u535a\u5ba2\uff0c<strong>20 \u7f8e\u5143\u7684\u8ba2\u9605\u4e5f\u53ef\u80fd\u5b8c\u6210\u4e00\u4e2a\u80fd\u7528\u7684\u521d\u7248\u3002</strong></li>\n<li>\u4f46\u5982\u679c\u8981\u5f00\u53d1 ERP \u3001OA \u7b49\u590d\u6742\u4e1a\u52a1\u7cfb\u7edf\uff0c\u6bcf\u6708 200 \u7f8e\u5143\u7684 AI \u5de5\u5177\u8ba2\u9605\uff0c\u6216\u8bb8\u53ea\u80fd\u5148\u201c\u6413\u51fa\u4e00\u4e2a\u5927\u6982\u201d\u3002</li>\n</ul>\n<p>\u771f\u6b63\u628a ERP \u3001OA \u505a\u5230\u53ef\u7528\uff0c\u8fd8\u9700\u8981\u6301\u7eed\u68b3\u7406\u9700\u6c42\u3001\u8bbe\u8ba1\u6570\u636e\u7ed3\u6784\u3001\u5904\u7406\u6743\u9650\u548c\u6d41\u7a0b\u3001\u4fee\u590d Bug \u3001\u6d4b\u8bd5\u4e0a\u7ebf\uff0c\u5e76\u4e0d\u65ad\u8fed\u4ee3\u548c\u4f18\u5316\u3002<strong>\u4e00\u5e74\u6295\u5165\u51e0\u4e07\u5143\uff0c\u751a\u81f3\u66f4\u591a\uff0c\u5b8c\u5168\u6b63\u5e38\u3002</strong></p>\n<p>\u8f6f\u4ef6\u5f00\u53d1\u5b8c\u6210\u4ee5\u540e\uff0c\u8fd8\u8981\u8d2d\u4e70\u4e91\u670d\u52a1\u5668\u6216\u5185\u7f51\u670d\u52a1\u5668\uff0c\u627f\u62c5\u90e8\u7f72\u3001\u8fd0\u7ef4\u3001\u5907\u4efd\u3001\u5b89\u5168\u548c\u5347\u7ea7\u6210\u672c\uff0c\u8fd9\u53c8\u662f\u53e6\u4e00\u7b14\u6301\u7eed\u652f\u51fa\u3002</p>\n<p>\u6240\u4ee5\uff0c<strong>AI \u5e76\u6ca1\u6709\u8ba9\u5f00\u53d1\u53d8\u6210\u514d\u8d39\u3002\u53cd\u800c\u57f9\u517b\u4e86\u4f01\u4e1a\u7684\u4ed8\u8d39\u610f\u613f\u3002</strong></p>\n<p>\u5b83\u53ea\u662f\u964d\u4f4e\u4e86\u8f6f\u4ef6\u5f00\u53d1\u7684\u8d77\u6b65\u95e8\u69db\uff0c\u540c\u65f6\u4e5f\u8ba9\u4f01\u4e1a\u66f4\u76f4\u89c2\u5730\u8ba4\u8bc6\u5230\uff1a\u4e0d\u540c\u89c4\u6a21\u7684\u8f6f\u4ef6\uff0c\u672c\u6765\u5c31\u5e94\u8be5\u5bf9\u5e94\u4e0d\u540c\u7684\u6210\u672c\u3002</p>\n<h3>\u89c2\u70b9\u4e09\uff1a\u53ea\u8981\u8d2d\u4e70\u4f60\u7684\u8f6f\u4ef6\u6bd4\u7528 AI \u4ece\u96f6\u5f00\u53d1\u66f4\u5212\u7b97\uff0c\u8f6f\u4ef6\u5c31\u4f9d\u7136\u6709\u4eba\u4ed8\u8d39</h3>\n<p>\u5224\u65ad\u4e00\u4e2a\u8f6f\u4ef6\u6216\u8005 SaaS \u6709\u6ca1\u6709\u4ed8\u8d39\u4ef7\u503c\uff0c\u5176\u5b9e\u53ef\u4ee5\u7b80\u5316\u6210\u4e00\u4e2a\u95ee\u9898\uff1a</p>\n<blockquote>\n<p>\u5ba2\u6237\u8d2d\u4e70\u4f60\u7684\u4ea7\u54c1\uff0c\u662f\u5426\u6bd4\u4ed6\u4eec\u81ea\u5df1\u4f7f\u7528 AI \u4ece\u96f6\u5f00\u53d1\u66f4\u4fbf\u5b9c\u3001\u66f4\u5feb\u3001\u66f4\u7a33\u5b9a\uff1f</p>\n</blockquote>\n<p>\u5982\u679c\u4f60\u7684\u8f6f\u4ef6\u786e\u5b9e\u80fd\u591f\u89e3\u51b3\u4f01\u4e1a\u7684\u5b9e\u9645\u95ee\u9898\uff0c\u800c\u4e14\u5ba2\u6237\u81ea\u884c\u5f00\u53d1\u3001\u90e8\u7f72\u3001\u7ef4\u62a4\u548c\u6301\u7eed\u8fed\u4ee3\u7684\u7efc\u5408\u6210\u672c\uff0c\u660e\u663e\u9ad8\u4e8e\u76f4\u63a5\u8d2d\u4e70\u4f60\u7684\u4ea7\u54c1\uff0c\u90a3\u4e48\u4f01\u4e1a\u5f53\u7136\u613f\u610f\u4ed8\u8d39\u3002</p>\n<p>\u4f01\u4e1a\u771f\u6b63\u8d2d\u4e70\u7684\u4e5f\u4e0d\u53ea\u662f\u4ee3\u7801\uff0c\u800c\u662f\uff1a</p>\n<ul>\n<li>\u5df2\u7ecf\u9a8c\u8bc1\u8fc7\u7684\u4e1a\u52a1\u6d41\u7a0b\uff1b</li>\n<li>\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u7684\u5b8c\u6574\u4ea7\u54c1\uff1b</li>\n<li>\u6301\u7eed\u66f4\u65b0\u548c\u5feb\u901f\u8fed\u4ee3\uff1b</li>\n<li>\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u6027\u4e0e\u552e\u540e\u652f\u6301\uff1b</li>\n<li>\u4e0d\u9700\u8981\u81ea\u5df1\u8e29\u4e00\u904d\u7684\u5751\u3002</li>\n</ul>\n<p>\u4f46\u4e0e\u6b64\u540c\u65f6\uff0c\u8fc7\u53bb\u4f9d\u9760\u6280\u672f\u58c1\u5792\u3001\u4fe1\u606f\u4e0d\u5bf9\u79f0\u548c\u5938\u5f20\u5305\u88c5\u83b7\u5f97\u7684\u9ad8\u989d\u6ea2\u4ef7\uff0c\u4f1a\u8d8a\u6765\u8d8a\u96be\u7ef4\u6301\u3002</p>\n<p>\u4ee5\u524d\u4e00\u4e2a\u5e76\u4e0d\u590d\u6742\u7684\u7cfb\u7edf\uff0c\u53ef\u80fd\u56e0\u4e3a\u5ba2\u6237\u201c\u4e0d\u61c2\u6280\u672f\u201d\u800c\u5356\u51fa\u5f88\u9ad8\u7684\u4ef7\u683c\u3002\u73b0\u5728\u5ba2\u6237\u5b8c\u5168\u53ef\u4ee5\u5148\u8ba9 AI \u8bc4\u4f30\u5b9e\u73b0\u96be\u5ea6\uff0c\u751a\u81f3\u81ea\u5df1\u505a\u51fa\u4e00\u4e2a\u539f\u578b\u3002\u8f6f\u4ef6\u516c\u53f8\u5f88\u96be\u518d\u9760\u795e\u79d8\u611f\u5b9a\u4ef7\u3002</p>\n<p>\u56e0\u6b64\uff0c\u8f6f\u4ef6\u5382\u5546\u4e5f\u5fc5\u987b\u4f7f\u7528 AI \u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u3001\u52a0\u5feb\u4ea7\u54c1\u8fed\u4ee3\uff0c\u4e0d\u65ad\u62c9\u5927\u6210\u719f\u4ea7\u54c1\u4e0e\u5ba2\u6237\u4e34\u65f6\u81ea\u7814\u65b9\u6848\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002</p>\n<p>\u4f60\u7684\u7ade\u4e89\u5bf9\u624b\u4e0d\u53ea\u662f\u5176\u4ed6 SaaS \uff0c\u4e5f\u5305\u62ec\u5ba2\u6237\u81ea\u5df1\u4f7f\u7528 AI \u5f00\u53d1\u7684\u53ef\u80fd\u6027\u3002</p>\n<h3>AI 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\u51fa\u6d77\u53cd\u800c\u66f4\u5bb9\u6613\u8d5a\u94b1\u3002</strong></p>\n<p>\u8fd9\u5e76\u4e0d\u77db\u76fe\u3002</p>\n<p><strong>\u6a21\u578b\u80fd\u529b\u8d8a\u5f3a\uff0c\u4f01\u4e1a\u8d8a\u5bb9\u6613\u7406\u89e3\u8f6f\u4ef6\u80fd\u591f\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff0c\u4e5f\u8d8a\u80fd\u610f\u8bc6\u5230\u81ea\u884c\u5f00\u53d1\u548c\u957f\u671f\u7ef4\u62a4\u7684\u771f\u5b9e\u6210\u672c\u3002</strong>\u53ea\u8981\u4e00\u4e2a\u6210\u719f\u4ea7\u54c1\u6bd4\u4ece\u96f6\u5f00\u53d1\u66f4\u4fbf\u5b9c\u3001\u66f4\u5feb\u3001\u66f4\u53ef\u9760\uff0c\u8d2d\u4e70 SaaS \u4ecd\u7136\u662f\u66f4\u7406\u6027\u7684\u9009\u62e9\u3002</p>\n<p>\u968f\u7740 AI \u666e\u53ca\uff0c<strong>\u56fd\u5185\u4f01\u4e1a\u5bf9\u8f6f\u4ef6\u548c SaaS \u7684\u4ed8\u8d39\u610f\u613f\u4e5f\u4f1a\u9010\u6e10\u63d0\u9ad8\u3002</strong></p>\n<p>\u800c\u4e14\uff0c\u8c01\u89c4\u5b9a\u505a\u56fd\u5185\u5e02\u573a\u5c31\u4e0d\u80fd\u540c\u65f6\u51fa\u6d77\uff1f</p>\n<p>AI 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      "title": "kimi glm qwen deepseek \u6700\u65b0\u6a21\u578b \u6df1\u5ea6 1 \u4e2a\u6708\u5206\u4eab Claude Code \u4f53\u9a8c", 
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      "title": "\u9664\u4e86\u5f00\u53d1\u7a0b\u5e8f\u5916\uff0c\u5927\u5bb6\u5de5\u4f5c\u4e2d\u8fd8\u4f1a\u7528 AI \u505a\u4ec0\u4e48\uff1f", 
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      "content_html": "<p>\u57fa\u4e8e\u5927\u6a21\u578b\u548c Coding Agent \u80fd\u529b\u7684\u7a81\u98de\u731b\u8fdb\uff0c\u6700\u8fd1\u51e0\u4e2a\u6708\uff0c\u6211\u7684\u300c\u53e4\u6cd5\u7f16\u7a0b\u300d\u7387\u6210\u529f\u7684\u7531 10% \u53d8\u6210\u4e86 0% \u2014\u2014 \u57fa\u672c\u6ca1\u6709\u4e00\u884c\u4ee3\u7801\u662f\u6211\u624b\u5199\u7684\u3002\u7136\u800c<strong>\u751f\u4ea7\u529b\u7684\u63d0\u5347\u5374\u66b4\u9732\u51fa\u4e86\u73b0\u6709\u5927\u6a21\u578b\u5728\u957f\u7a0b\u4ee3\u7801\u5f00\u53d1\u4e0a\u7684\u5f88\u591a\u77ed\u677f\uff1a\u5728 Opus \u548c Sol \u4ee3\u66ff\u6211\u901a\u5bb5\u8fbe\u65e6\u7684\u5199\u4e0b\u4e00\u884c\u53c8\u4e00\u884c\u4ee3\u7801\u7684\u540c\u65f6\uff0c\u5b83\u4eec\u4e5f\u4e3a\u6211\u5199\u51fa\u4e86\u4e00\u4e2a\u53c8\u4e00\u4e2a\u7684\u903b\u8f91\u9677\u9631\u548c BUG</strong>\u3002\u5728\u4e0e AI \u4e0d\u65ad\u7684\u6597\u667a\u6597\u52c7\u548c\u4e0d\u65ad\u7684\u7ffb\u8f66\u4e2d\uff0c\u6211\u6c89\u6dc0\u51fa\u4e86\u51e0\u4e2a\u53ef\u9762\u5411\u6240\u6709\u4ee3\u7801\u9879\u76ee\u5f00\u53d1 skill \uff0c\u5b83\u4eec\u90fd\u8bde\u751f\u4e8e\u4e00\u4e2a\u5171\u540c\u7684\u77ed\u677f\uff1a<strong>\u4e00\u5957\u5728\u5927\u6a21\u578b\u770b\u6765\u300c\u770b\u8d77\u6765\u6210\u529f\u300d\u7684\u4ee3\u7801\uff0c\u5176\u5b9e\u6ee1\u662f\u6f0f\u6d1e\u548c\u7f3a\u9677</strong>\u3002</p>\n<h2><code>false-green</code> \u2014\u2014 \u5f53 Agent \u81ea\u8ba4\u4e3a\u81ea\u5df1\u7684\u6d4b\u8bd5\u4ee3\u7801\u6709\u7528</h2>\n<blockquote>\n<p>\u4e00\u952e\u5b89\u88c5\uff1a<code>npx skills add shaokeyibb/hikarilan-skills --skill false-green</code></p>\n</blockquote>\n<p>\u5728\u65e5\u5e38\u5f00\u53d1\u4e2d\uff0c\u4e3a\u4e86\u786e\u4fdd\u4ee3\u7801\u7684\u8d28\u91cf\uff0c\u5f00\u53d1\u8005\u4e00\u822c\u90fd\u4f1a\u4e3a\u9879\u76ee\u5efa\u7acb\u4e30\u5bcc\u4e14\u590d\u6742\u7684\u5355\u5143\u6d4b\u8bd5 \u2014\u2014 \u5927\u6a21\u578b\u4e5f\u4f1a\u3002\u7136\u800c\u5f88\u9057\u61be\u7684\u662f\u5373\u4f7f\u662f\u76ee\u524d\u7684\u4e3b\u6d41 SOTA \u5927\u6a21\u578b\u4ecd\u7136\u672a\u80fd\u5b66\u4f1a\u5199\u51fa\u300c\u9ad8\u8d28\u91cf\u4e14\u771f\u6b63\u6709\u7528\u300d\u7684\u5355\u6d4b\u4ee3\u7801\uff0c\u5b83<strong>\u4eec\u7ecf\u5e38\u5199\u51fa\u4e00\u4e9b\u300c\u4e3a\u4e86\u8986\u76d6\u7387\u800c\u8986\u76d6\u300d\u7684\u5355\u6d4b\uff0c\u5b9e\u9645\u4e0a\u8fd9\u4e9b\u5355\u6d4b\u6ca1\u6709\u62e6\u4f4f\u4efb\u4f55\u95ee\u9898</strong>\u3002\u800c\u5982\u679c\u8fd9\u4e9b\u5355\u6d4b\u4ee3\u7801\u53ea\u662f\u5355\u7eaf\u5360\u7528 CPU \u8d44\u6e90\u505a\u65e0\u610f\u4e49\u7684\u4e8b\u60c5\u4e5f\u5c31\u7f62\u4e86\uff0c\u66f4\u53ef\u6015\u7684\u662f\uff0c<strong>\u8fd9\u4e9b\u65e0\u610f\u4e49\u7684\u5355\u6d4b\u4ee3\u7801\u4f1a\u5f71\u54cd\u5927\u6a21\u578b\u5bf9\u4ee3\u7801\u8d28\u91cf\u7684\u5224\u65ad\uff0c\u5c31\u50cf\u4f60\u770b\u5230\u4e00\u5957\u5355\u6d4b\u8bbe\u8ba1\u5b8c\u7f8e\u7684\u5f00\u6e90\u9879\u76ee\u7684\u65f6\u5019\u4f1a\u5148\u5165\u4e3a\u4e3b\u7684\u8ba4\u4e3a\u8fd9\u4e2a\u5f00\u6e90\u9879\u76ee\u6ca1\u6709\u4efb\u4f55\u8d28\u91cf\u95ee\u9898\u4e00\u6837</strong>\u3002</p>\n<p>\u56e0\u6b64\uff0c<code>false-green</code> \u5c31\u662f\u5728\u5047\u8bbe\u8fd9\u6837\u4e00\u79cd\u60c5\u51b5\uff1a<strong>\u865a\u5047\u7684\u5355\u6d4b\u901a\u8fc7\u8fdc\u6bd4\u5931\u8d25\u7684\u5355\u6d4b\u66f4\u52a0\u7cdf\u7cd5</strong>\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e00\u6bb5\u6d4b\u8bd5\u4ee3\u7801\u770b\u4f3c\u6709\u975e\u5e38\u5b8c\u5584\u7684\u903b\u8f91\u5206\u652f\uff0c\u4ee5\u5c3d\u91cf\u8986\u76d6\u6240\u6709\u53ef\u80fd\u7684\u6d4b\u8bd5\u7528\u4f8b\uff0c\u4f46\u662f\u6700\u540e\u4e00\u884c <code>return true</code> \u5374\u9759\u9ed8\u8df3\u8fc7\u6240\u6709\u524d\u5e8f\u68c0\u67e5\uff0c\u76f4\u63a5\u8fd4\u56de\u865a\u5047\u7684\u6210\u529f \u2014\u2014 \u5927\u6a21\u578b\u5f88\u96be\u4e00\u773c\u770b\u51fa\u6765\u8fd9\u79cd\u95ee\u9898\uff0c\u5c31\u50cf\u4eba\u7c7b\u5f88\u96be\u4e00\u773c\u770b\u51fa\u6765\u4e00\u6837\u3002</p>\n<p>\u4e3a\u6b64\uff0c<code>false-green</code>  \u5bf9\u4e8e\u53ef\u80fd\u4f1a\u51fa\u73b0\u4e0a\u8ff0\u95ee\u9898\u7684\u5355\u6d4b\uff0c\u8981\u6c42\u5927\u6a21\u578b\u9996\u5148\u8003\u8651\u300c\u6d4b\u8bd5\u662f\u5426\u771f\u6b63\u8986\u76d6\u4e86\u5176\u6240\u751f\u6210\u7684\u903b\u8f91\u300d\uff0c\u5e76<strong>\u8981\u6c42\u5927\u6a21\u578b\u5728\u7f16\u5199\u5b8c\u4efb\u610f\u4e00\u6761\u5355\u6d4b\u7684\u65f6\u5019\u5bf9\u8be5\u5355\u6d4b\u8fdb\u884c\u201c\u53d8\u5f02\u201d\uff0c\u5373\u901a\u8fc7 monkeypatch \u6216\u5176\u4ed6\u65b9\u5f0f\u6a21\u62df\u4e00\u4e2a\u6545\u969c\u7684\u573a\u666f\uff0c\u6765\u68c0\u67e5\u8be5\u5355\u6d4b\u662f\u5426\u771f\u6b63\u4f1a\u5982\u9884\u671f\u5931\u8d25</strong>\uff0c\u771f\u6b63\u907f\u514d\u51fa\u73b0\u4e0a\u8ff0\u300c\u5047\u7eff\u300d\u7684\u60c5\u51b5\u3002</p>\n<h2><code>delegating-to-agents</code> \u2014\u2014 \u51b3\u5b9a\u4f55\u65f6\u59d4\u6d3e\u5b50\u4ee3\u7406\uff0c\u5e76\u8fdb\u884c\u5bf9\u6297\u5ba1\u67e5</h2>\n<blockquote>\n<p>\u4e00\u952e\u5b89\u88c5\uff1a<code>npx skills add shaokeyibb/hikarilan-skills --skill delegating-to-agents</code></p>\n</blockquote>\n<p>\u7b2c\u4e00\u6b21\u770b\u5230\u5b50\u4ee3\u7406\u6a21\u5f0f\u662f\u4ece <a href=\"https://github.com/obra/superpowers/blob/main/skills/subagent-driven-development/SKILL.md\" rel=\"nofollow\">Superpowers \u7684 subagent-driven-development</a>\uff0c\u5176<strong>\u63d0\u4f9b\u4e86\u4e00\u5957\u300c\u4e3b\u4ee3\u7406\u8d1f\u8d23\u51b3\u7b56\u548c\u534f\u8c03\uff0c\u5b50\u4ee3\u7406\u8d1f\u8d23\u5b9e\u73b0\u300d\u7684\u6a21\u5f0f</strong>\uff0c\u5f53\u65f6\u770b\u5230\u5c31\u89c9\u5f97\u773c\u524d\u4e00\u4eae\uff0c\u56e0\u4e3a\u5176\u5f88\u597d\u7684\u89e3\u51b3\u4e86\u5927\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0d\u8db3\u5bfc\u81f4\u5b9e\u73b0\u7ec6\u8282\u4e22\u5931\u7684\u95ee\u9898\uff08\u90a3\u4f1a\u513f\u4e3b\u6d41\u5927\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u8fd8\u662f 256K \uff0c\u73b0\u5728 SOTA \u6a21\u578b\u57fa\u672c\u90fd\u662f 1M \u8d77\u6b65\u4e86\uff09\uff0c\u4f46\u5b9e\u8df5\u8fc7\u7a0b\u4e2d\u4ecd\u6ce8\u610f\u5230\u5f88\u591a\u95ee\u9898\uff0c\u5176\u4e2d\u4e00\u4e2a\u70b9\u5c31\u662f<strong>\u5f88\u96be\u63a7\u5236\u5b50\u4ee3\u7406\u4ee3\u7801\u7684\u8d28\u91cf</strong>\uff0c\u5b50\u4ee3\u7406\u7684\u5b9e\u73b0\u5bf9\u4e8e\u4e3b\u4ee3\u7406\u6765\u8bf4\u662f\u4e2a\u9ed1\u7bb1\uff0c\u800c\u4e3b\u4ee3\u7406\u5f80\u5f80\u53c8\u4e0d\u4f1a\u4e3b\u52a8\u6838\u67e5\u5b50\u4ee3\u7406\u7684\u5b9e\u73b0\u8d28\u91cf\uff0c\u5373\u4fbf\u6838\u67e5\uff0c\u4e5f\u5f88\u96be\u786e\u4fdd\u5168\u9762\u3002</p>\n<p><code>delegating-to-agents</code> \u540c\u6837\u5b9e\u73b0\u4e86\u5b50\u4ee3\u7406\u6a21\u5f0f\uff0c\u4f46\u9664\u6b64\u4e4b\u5916\uff0c\u5b83\u91cd\u70b9\u63d0\u53ca\u4e86\u4e24\u70b9\uff1a</p>\n<ul>\n<li><strong>\u79fb\u4ea4\u5df2\u5efa\u7acb\u7684\u72b6\u6001\u4fe1\u606f\u3002</strong> \u8bf4\u660e\u54ea\u4e9b\u68c0\u67e5\u5df2\u901a\u8fc7\uff08\u7eff\u8272\uff09\uff0c\u54ea\u4e9b\u5931\u8d25\uff08\u7ea2\u8272\uff09\u662f\u5df2\u77e5\u7684\uff0c\u4ee5\u53ca\u5931\u8d25\u7684\u539f\u56e0\u3002\u5982\u679c\u6ca1\u6709\u8fd9\u79cd\u673a\u5236\uff0cAgent \u7684\u5927\u90e8\u5206\u8fd0\u884c\u65f6\u95f4\u90fd\u4f1a\u8017\u8d39\u5728\u5e94\u5bf9\u73af\u5883\u566a\u58f0\u4e0a\uff0c\u800c\u4e0d\u662f\u6267\u884c\u5b9e\u9645\u4efb\u52a1 \u2014\u2014 \u800c\u4e14\u5bf9\u4e8e\u672a\u4eb2\u5386\u73b0\u573a\u7684\u4eba\u6765\u8bf4\uff0c\u8fd9\u4e9b\u566a\u58f0\u770b\u8d77\u6765\u5c31\u50cf\u662f\u771f\u5b9e\u7684\u53d1\u73b0\u3002</li>\n<li><strong>\u5728\u5c06\u4e3b\u5f20\u89c6\u4e3a\u786e\u51ff\u8bc1\u636e\u4e4b\u524d\uff0c\u52a1\u5fc5\u5148\u8fdb\u884c\u6838\u5b9e</strong>\u3002\u4ee3\u7406\u7a0b\u5e8f\u6216\u4eba\u5458\u63d0\u4ea4\u7684\u62a5\u544a\u4ec5\u4ee3\u8868\u4e00\u79cd\u201c\u4e3b\u5f20\u201d\u3002\u5728\u4eb2\u81ea\u6838\u5b9e\u4e4b\u524d\uff0c\u5e94\u5f53\u8ba4\u4e3a\u4e3b\u5f20\u90fd\u672a\u7ecf\u8bc1\u5b9e\u3002</li>\n</ul>\n<p>\u901a\u8fc7\u8fd9\u4e24\u70b9\uff0c\u4e3b Agent \u5f97\u4ee5\u66f4\u597d\u7684\u628a\u63e1\u5b50 Agent \u7684\u4ee3\u7801\u5b9e\u73b0\u8d28\u91cf\uff0c\u5e76\u5f97\u5230\u66f4\u5168\u9762\u7684\u5ba1\u67e5\u62a5\u544a\uff0c\u4ee5\u8fdb\u884c\u66f4\u9ad8\u8d28\u91cf\u7684\u4fee\u590d\u3002</p>\n<h2><code>concurrent-worktrees</code> \u2014\u2014 \u591a Git Worktree \u5e76\u53d1\u5f00\u53d1\u65b9\u6cd5\u8bba</h2>\n<blockquote>\n<p>\u4e00\u952e\u5b89\u88c5\uff1a<code>npx skills add shaokeyibb/hikarilan-skills --skill concurrent-worktrees</code></p>\n</blockquote>\n<p>\u5f53\u9879\u76ee\u65f6\u95f4\u5468\u671f\u5f88\u7d27\u5f20\u7684\u65f6\u5019\uff0c\u7ecf\u5e38\u4f1a\u6d3e\u591a Agent \u9762\u5411\u591a\u4e2a\u72ec\u7acb\u9700\u6c42\u8fdb\u884c\u5e76\u884c\u5f00\u53d1\uff0c\u5982\u679c\u662f\u4e92\u4e0d\u76f8\u5173\u7684\u5c0f\u9700\u6c42\uff0c\u5728\u540c\u4e00\u4e2a\u4ee3\u7801\u4ed3\u5e93\u5f00\u53d1\u5c1a\u4e14\u53ef\u4ee5\uff0c\u4f46\u4e00\u65e6\u662f\u76f8\u4e92\u8026\u5408\u7684\u5927\u578b\u9700\u6c42\uff0c\u8fd9\u79cd\u6a21\u5f0f\u5c31\u5b8c\u5168\u4e0d\u53ef\u7528\uff0c\u4f1a\u5bfc\u81f4 Agent \u4e4b\u95f4\u76f8\u4e92\u6253\u67b6\uff0c\u751a\u81f3\u53d1\u751f\u4e00\u4e2a Agent \u628a\u53e6\u4e00\u4e2a Agent \u7684\u5de5\u4f5c\u5168\u90e8 <code>reset</code> \u6389\u7684\u60c5\u51b5\u3002</p>\n<p>\u4e8b\u5b9e\u4e0a\uff0cGit \u652f\u6301\u8fd9\u79cd\u5728\u540c\u4e00\u4ee3\u7801\u4ed3\u5e93\u8fdb\u884c\u5e76\u53d1\u5f00\u53d1\u7684\u9700\u6c42\uff0c\u5e76\u63d0\u4f9b\u4e86 <code>Worktree</code> \u8fd9\u6837\u7684\u673a\u5236\uff0c\u5141\u8bb8\u4f60\u5728\u4e0d\u540c\u7684\u4f4d\u7f6e\u5efa\u7acb\u4e0d\u540c\u7684\u5206\u652f\uff0c\u5e76\u884c\u5f00\u53d1\uff0c\u5e76\u5141\u8bb8\u4f60\u5c06\u4ee3\u7801\u5408\u5e76\u56de\u4e3b\u7ebf\u3002\u7136\u800c\u5927\u6a21\u578b\u65e5\u5e38\u5bf9\u4e8e Git Worktree \u7684\u4f7f\u7528\u663e\u7136\u8fd8\u5e76\u4e0d\u719f\u7ec3\uff0c\u7ecf\u5e38\u4f1a\u51fa\u73b0\u5f88\u591a\u5751\uff0c\u56e0\u6b64\uff0c<code>concurrent-worktrees</code> \u9762\u5411\u4e00\u4e9b\u5e38\u89c1\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u63d0\u4f9b\u4e86\u4e00\u5957\u65b9\u6cd5\u8bba\uff0c\u4ee5\u5c3d\u91cf\u907f\u514d\u5927\u6a21\u578b\u5728\u4f7f\u7528 Git Worktree \u8fdb\u884c\u5e76\u53d1\u5f00\u53d1\u7684\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u4e25\u91cd\u7684\u4ee3\u7801\u4e22\u5931\u95ee\u9898\u3002</p>\n<h2><code>batch-closeout</code> \u2014\u2014 \u4ece\u591a\u4e2a\u89d2\u5ea6\u8fdb\u884c\u6279\u6b21\u6536\u5c3e\u548c\u9a8c\u6536</h2>\n<blockquote>\n<p>\u4e00\u952e\u5b89\u88c5\uff1a<code>npx skills add shaokeyibb/hikarilan-skills --skill batch-closeout</code></p>\n</blockquote>\n<p><code>batch-closeout</code>  \u5141\u8bb8 Agent \u5728\u8fdb\u884c\u591a\u4e2a\u6279\u91cf\u5de5\u4f5c\u7684\u65f6\u5019\uff0c\u5ef6\u540e\u76f8\u540c\u7c7b\u578b\u9700\u6c42\u7684\u9a8c\u6536\u4ee5\u907f\u514d\u6d6a\u8d39\u65f6\u95f4\uff0c\u800c\u662f\u5728\u8fd9\u4e9b\u9700\u6c42\uff08\u300c\u6279\u6b21\u300d\uff09\u5b8c\u6210\u540e\uff0c\u4ece\u591a\u4e2a\u89d2\u5ea6\u4e00\u8d77\u8fdb\u884c\u6279\u91cf\u6536\u5c3e\u548c\u9a8c\u6536\uff0c\u4ee5\u5728\u63d0\u5347\u4ee3\u7801\u5f00\u53d1\u6548\u7387\u7684\u540c\u65f6\u907f\u514d\u4ee3\u7801\u8d28\u91cf\u964d\u4f4e\u3002</p>\n<h2>\u5982\u4f55\u4f7f\u7528</h2>\n<p>\u8fd9\u51e0\u4e2a Skill \u5df2\u7ecf\u88ab\u6211\u5f00\u6e90\u5230\u4e86 GitHub \u4e0a\uff0c\u4f60\u53ef\u4ee5\u8bbf\u95ee <a href=\"https://github.com/shaokeyibb/hikarilan-skills\" rel=\"nofollow\">hikarilan-skills</a> \u6765\u83b7\u53d6\u5b83\u4eec\uff08\u5982\u679c\u89c9\u5f97\u4e0d\u9519\u522b\u5fd8\u4e86\u7ed9\u6211\u70b9\u4e2a Star \uff09\uff0c\u9664\u4e86\u9002\u7528\u4e8e Claude Code \u4ee5\u5916\uff0c\u8fd9\u4e9b Skill \u8fd8\u652f\u6301\u4efb\u4f55\u7b26\u5408 Agen Skills \u89c4\u8303\u7684 Agent \uff0c\u65e0\u8bba\u662f Codex \u3001Codebuddy \u8fd8\u662f Hermes Agent \u3002</p>\n<p>\u6700\u540e\uff0c\u57fa\u4e8e\u6211\u4e2a\u4eba\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u6211\u4e5f\u5efa\u8bae\u4f60\u5c06\u8fd9\u4e9b skill \u548c <a href=\"https://github.com/mattpocock/skills\" rel=\"nofollow\">Matt Pocock Skills</a> \u4e00\u8d77\u4f7f\u7528\uff0c\u4ee5\u8fbe\u5230\u6700\u4f73\u6548\u679c\u3002</p>\n<p>Enjoy!</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/littlePP", 
        "name": "littlePP", 
        "avatar": "https://cdn.v2ex.com/gravatar/ec1d212e5b32beb3e0fb622d2712fdd5?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1231362", 
      "title": "\u6298\u817e\u4e86\u4e00\u665a MiniMax H3\uff0c\u611f\u89c9\u771f\u6b63\u6709\u610f\u601d\u7684\u5e76\u4e0d\u662f 2K", 
      "id": "https://www.v2ex.com/t/1231362", 
      "date_published": "2026-07-31T19:45:35+00:00", 
      "content_html": "<p>\u8fd9\u4e24\u5929\u4f53\u9a8c\u548c\u6574\u7406 MiniMax H3 \uff0c\u6700\u5f00\u59cb\u6ce8\u610f\u5230\u7684\u4e5f\u662f 2K \u3001\u6700\u957f 15 \u79d2\u548c\u539f\u751f\u97f3\u9891\uff0c\u4f46\u770b\u5b8c\u5b83\u7684\u8f93\u5165\u65b9\u5f0f\u4e4b\u540e\uff0c\u611f\u89c9\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u201c\u591a\u6a21\u6001\u53c2\u8003\u201d\u3002</p>\n<p>\u4ee5\u524d\u505a AI \u89c6\u9891\uff0c\u56fe\u7247\u8d1f\u8d23\u89d2\u8272\uff0c\u63d0\u793a\u8bcd\u8d1f\u8d23\u52a8\u4f5c\uff0c\u58f0\u97f3\u548c\u526a\u8f91\u8fd8\u8981\u53bb\u5176\u4ed6\u5de5\u5177\u5904\u7406\u3002H3 \u73b0\u5728\u53ef\u4ee5\u540c\u65f6\u653e\u5165\u56fe\u7247\u3001\u53c2\u8003\u89c6\u9891\u548c\u97f3\u9891\uff0c\u8ba9\u6a21\u578b\u7406\u89e3\u4eba\u7269\u957f\u76f8\u3001\u955c\u5934\u8fd0\u52a8\u3001\u58f0\u97f3\u548c\u8282\u594f\uff0c\u751f\u6210\u4e4b\u540e\u8fd8\u53ef\u4ee5\u7ee7\u7eed\u901a\u8fc7\u6587\u5b57\u4fee\u6539\u90e8\u5206\u5185\u5bb9\u3002</p>\n<p>\u6700\u7ec8\u6548\u679c\u80fd\u4e0d\u80fd\u7a33\u5b9a\u8fbe\u5230\u5ba3\u4f20\u6c34\u5e73\u8fd8\u9700\u8981\u5927\u91cf\u6d4b\u8bd5\uff0c\u4f46\u8fd9\u4e2a\u4ea4\u4e92\u65b9\u5411\u5e94\u8be5\u662f\u5bf9\u7684\uff1a\u4ee5\u540e\u7528\u6237\u53ef\u80fd\u4e0d\u518d\u5b66\u4e60\u590d\u6742\u63d0\u793a\u8bcd\uff0c\u800c\u662f\u76f4\u63a5\u628a\u53c2\u8003\u7d20\u6750\u6254\u8fdb\u53bb\uff0c\u518d\u544a\u8bc9\u6a21\u578b\u54ea\u91cc\u9700\u8981\u4fee\u6539\u3002</p>\n<p>\u67e5\u8d44\u6599\u7684\u65f6\u5019\u770b\u5230 <a href=\"https://minimax3.com\" rel=\"nofollow\">https://minimax3.com</a> \u548c <a href=\"https://hailuoh3.com\" rel=\"nofollow\">https://hailuoh3.com</a> \uff0c\u524d\u8005\u6574\u7406\u4e86\u90e8\u5206\u6a21\u578b\u4ecb\u7ecd\u3001\u6848\u4f8b\u548c\u63d0\u793a\u8bcd\uff0c\u540e\u8005\u504f\u5b9e\u9645\u751f\u6210\u6d41\u7a0b\uff0c\u6709\u9700\u8981\u6d4b\u8bd5 H3 \u7684\u53ef\u4ee5\u4e00\u8d77\u53c2\u8003\u3002</p>\n<p>\u4e00\u4e9b\u5df2\u7ecf\u7528\u8fc7 H3 \u7684\u670b\u53cb\uff0c\u8bf4\u5b83\u7684\u4eba\u7269\u4e00\u81f4\u6027\u3001\u4e2d\u6587\u5bf9\u767d\u548c\u590d\u6742\u52a8\u4f5c\u8868\u73b0\u8fd8\u662f\u6709\u70b9\u610f\u601d\u7684</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sxguka", 
        "name": "sxguka", 
        "avatar": "https://cdn.v2ex.com/avatar/0e99/d1cc/715624_large.png?m=1773986836"
      }, 
      "url": "https://www.v2ex.com/t/1231089", 
      "title": "Gemini 3.6 \u5bf9\u9f50\u653f\u786e\uff0c\u4ef7\u503c\u89c2\uff0c\u529d\u4eba\u5b66\u4e60\u75af\u4e86\uff1f", 
      "id": "https://www.v2ex.com/t/1231089", 
      "date_published": "2026-07-30T14:14:52+00:00", 
      "content_html": "<p>\u4e0d\u7b97\u9152\u9986\u5427\uff0c\u4e5f\u4e0d\u662f\u90a3\u79cd\u5f88\u4e13\u4e1a\u7684 roleplay \uff0c\u5c31\u53ea\u662f\u5199\u6545\u4e8b\uff0c\u7136\u540e\u624b\u52a8\u7ba1\u7406\u5206\u652f\u3002</p>\n<p>\u57fa\u4e8e\u73b0\u5b9e\u7684\u67b6\u7a7a\u4e16\u754c\u7ebf\u6545\u4e8b\u3002</p>\n<p>\u8fd9\u4e2a\u91cc\u9762\u7684\u8fd9\u4f4d\u5b66\u5f1f\u662f\u771f\u5b9e\u7684\uff0c\u6211\u7684\u804a\u5929\u8bb0\u5f55\u4e5f\u7ed9\u8fc7\u4ed6\uff0c\u6ca1\u6709\u5199\u4efb\u4f55\u5c11\u513f\u4e0d\u5b9c\u5185\u5bb9\u3002</p>\n<p>\u95ee\u9898\u662f\u6211\u7ed9\u7684\u804a\u5929\u8bb0\u5f55\u672c\u8eab\u4e5f\u662f\u6458\u8981\uff0c\u6211\u7684\u5b8c\u6574\u804a\u5929\u8bb0\u5f55\u662f\u5728 NotebookLM \u91cc\u9762\u7ba1\u7406\u7684\uff0c\u4e5f\u7edd\u5bf9\u6ca1\u6709\u5728\u804a\u5929\u8bb0\u5f55\u91cc\u9762\u63d0\u5230\u8fc7\u4efb\u4f55\u5728\u4e2d\u56fd\u6216\u8005\u7f8e\u56fd\u654f\u611f\u7684\u5185\u5bb9\u3002\u6211\u4e2a\u4eba\u611f\u89c9\u7eaf\u7cb9\u5c31\u662f\u62bd\u98ce\u4e86\u3002\n\uff08\u91cd\u8981\u8865\u5145\uff0c\u4e0d\u4ec5\u4ec5\u662f\u5355\u6b21\u62bd\u98ce\uff0c\u6211\u6307\u7684\u662f<strong>\u6574\u4e2a 3.6 Flash \u6a21\u578b</strong>\u76ee\u524d\u8fd9\u65b9\u9762\u90fd\u6709 bug \uff1b\u65e0\u8bba\u662f\u91cd\u65b0\u751f\u6210\u3001\u8c03\u6574\u6e29\u5ea6 Top P \uff0c\u8fd8\u662f\u8bf4\u5fae\u8c03\u63d0\u793a\u8bcd\u90fd\u6ca1\u7528\u3002\u4e0d\u8fc7\u5728\u5176\u4ed6\u81ea\u59cb\u81f3\u7ec8\u90fd\u662f\u723d\u6587\uff0c\u6ca1\u6709\u51fa\u73b0\u5176\u4ed6\u6821\u56ed\u573a\u666f\u7684\u4e0a\u4e0b\u6587\u91cc\u9762\uff0c\u8fd9\u4e2a\u95ee\u9898\u590d\u73b0\u6982\u7387\u5c31\u4f4e\u591a\u4e86\uff09</p>\n<p>\u56e0\u4e3a\u672c\u6b21\u7684\u8bbe\u5b9a\u5927\u6982\u53ea\u6709 2 \u4e07\u6765\u5b57\uff0c\u672c\u6765\u5c31\u662f\u6d53\u7f29\u4e4b\u540e\u53c8\u6d53\u7f29\uff0c\u662f\u53e6\u5916\u4e00\u4e2a\u7248\u672c\u7684\u6781\u5c0f\u4e16\u754c\u5206\u652f\u7684\u8bbe\u5b9a\u3002</p>\n<p>\u6700\u5408\u89c4\u7684 GPT \u548c Claude \u90fd\u6ca1\u6709\u62a5\u8fd9\u79cd\u9519\u3002</p>\n<p>\u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48\u54c8\u57fa\u7c73\u975e\u8981\u4e0d\u8ba9\u4eba\u5e7b\u60f3\u3002</p>\n<p>\u5c31\u8fd9\u79cd\u7eaf\u7eaf\u65e0\u5bb3\u7684\u723d\u6587\u3002</p>\n<p>\u800c\u4e14\u770b\u8fd9\u6837\u5b50\uff0c\u5e76\u4e0d\u50cf\u662f\u4e22\u5931\u4e86\u4e0a\u4e0b\u6587\u4e0d\u7406\u89e3\u7684\u6837\u5b50\u3002</p>\n<p>\u800c\u662f\u6709\u610f\u5728\u7ea0\u6b63\u548c\u7be1\u6539\u60c5\u8282\u3002</p>\n<p>\u76ee\u524d\u53ea\u6709 3.6 Flash \u6709\u8fd9\u4e2a\u95ee\u9898\uff0c3.1 Pro \u6ca1\u8fd9\u4e2a\u95ee\u9898\u3002</p>\n<p><img alt=\"IMG_20260730_202330|225x500\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/original/4X/4/9/e/49ee3f5123c9a29667c07484fe4b83bb178b9db2.jpeg\"/>\n<img alt=\"Screenshot_2026-07-30-20-23-00-967_com.chrome.canary-edit|573x500\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/original/4X/b/5/6/b567bfe001f9a40c1a829b1ad09930b347fb64af.jpeg\"/>\n<img alt=\"Screenshot_2026-07-30-20-22-14-370_com.chrome.canary-edit|225x500\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/original/4X/1/c/1/1c1800375020839b8598bccf89b4e65131b35100.jpeg\"/>\n<img alt=\"Screenshot_2026-07-30-20-21-54-363_com.chrome.canary-edit|225x500\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/original/4X/f/7/3/f732e26fda72076616dd8ccd836f2603f800963f.jpeg\"/>\n<img alt=\"Screenshot_2026-07-30-20-21-34-026_com.chrome.canary|225x500\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn3.ldstatic.com/original/4X/4/9/3/49332ca40ed7a107bd68437e677bf0e4c348c3da.jpeg\"/></p>\n<p>\u8fd8\u6709\u5c31\u662f\u5728\u91cc\u9762\u6bd5\u7adf\u6821\u56ed\u751f\u6d3b\u662f\u4f1a\u63d0\u5230\u7684\u4e00\u4e9b\u60c5\u8282\u3002\u8fd8\u5728\u90a3\u91cc\u4e0d\u505c\u7684\u529d\u4eba\u5b66\u4e60\uff0c\u597d\u626b\u5174\u3002</p>\n<p>\u53eb\u4ed6\u522b\u529d\u4eba\u5b66\u4e60\u5427\uff0c\u4ed6\u53c8\u5f00\u59cb\u529d\u6211\u7ec3\u8f66\u3002</p>\n<p>\u6211\u9a7e\u7167\u90fd\u62ff\u5230\u4e86\uff0c\u6211\u53ea\u662f\u628a\u79d1\u76ee\u4e8c\u505a\u4e86\u4e00\u4e9b\u53d8\u6001\u96be\u5ea6\u7684\u8bbe\u5b9a\u7f62\u4e86\u3002</p>\n<p>\u6211\u56db\u7ea7\u90fd\u8003\u4e86 600 \u591a\u5206\u4e86\uff0c\u6709\u4ec0\u4e48\u597d\u529d\u7684\uff1f</p>\n<p>\u800c\u4e14\u8981\u77e5\u9053\u4e4b\u524d\u5199\u7684\u65f6\u5019\uff0c\u53cd\u800c\u662f ChatGPT \u4e4b\u6d41\u559c\u6b22\u7be1\u6539\u6211\u7684\u60c5\u8282\uff0c\u6700\u540e\u975e\u8981\u641e\u4e2a\u4e3b\u6d41\u6b63\u786e\u4ef7\u503c\u89c2\u5bf9\u9f50\u3002</p>\n<p>GPT \u4e0d\u4f1a\u529d\u6211\u4ece\u611f\u60c5\u91cc\u9762\u62bd\u8eab\u51fa\u6765\u3002</p>\n<p>\u5b83\u53ea\u662f\u4f1a\u5728\u67d0\u4e9b\u60c5\u8282\u5904\u7406\u7684\u5730\u65b9\u6539\u4e00\u4e0b\uff0c\u660e\u660e\u751a\u81f3\u5f88\u6709\u53ef\u80fd\u662f\u6545\u4e8b\u91cc\u7684\u6b21\u8981\u60c5\u8282\uff0c\u751a\u81f3\u6211\u63d0\u793a\u8bcd\u90fd\u6ca1\u6709\u5199\uff0c\u4f46\u662f\u53ea\u8981\u89e6\u53d1\u654f\u611f\u808c\u5c31\u4f1a\u6539\u3002</p>\n<p>\u76f8\u53cd\uff0cGemini 3.1 Pro \u4e00\u76f4\u90fd\u7ad9\u5728\u6211\u8fd9\u8fb9\uff0c\u751a\u81f3\u6709\u70b9\u9152\u8089\u670b\u53cb\u7684\u611f\u89c9\u4e86\uff0c\u4e0d\u505c\u7684\u6002\u607f\u6211\u53bb\u7231\u4ed6\u3002\u5076\u5c14\u6211\u8bbe\u5b9a\u4e86\u4e0d\u60f3\u7406\u4ed6\u7684\u60c5\u8282\uff0c\u4ed6\u751a\u81f3\u8fd8\u5728\u90a3\u91cc\u731c\u6d4b\u8bf4\u4ec0\u4e48\u6211\u662f\u600e\u6837\u4e4b\u7c7b\u7684\uff0c\u8fd8\u662f\u89c9\u5f97\u6211\u4e00\u76f4\u90fd\u6c38\u8fdc\u6df1\u7231\u4ed6\u662f\u4e2a\u94c1\u5f8b\uff08\u5f53\u7136\u559c\u6b22\u7528\u94c1\u5f8b\u554a\u3001\u7269\u7406\u5b9a\u5f8b\u554a\u4e4b\u7c7b\u7684\u8fd9\u4e9b\u7edd\u5bf9\u8bcd\u4e5f\u662f\u54c8\u57fa\u7c73\u7684\u7279\u8272\u4e86\uff09</p>\n<p>\u53ea\u6709 3.6 Flush \u662f\u4e0d\u505c\u7684\u62bd\u98ce\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wuxinling", 
        "name": "wuxinling", 
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      "url": "https://www.v2ex.com/t/1231037", 
      "title": "\u8fd9\u4e2a\u6708\u4f60\u4eec\u90fd\u82b1\u4e86\u591a\u5c11\u94b1\u7ed9 AI\uff1f", 
      "id": "https://www.v2ex.com/t/1231037", 
      "date_published": "2026-07-30T09:00:09+00:00", 
      "content_html": "<p>\u660e\u5929\u5c31\u6708\u5e95\u6700\u540e\u4e00\u5929\u4e86\uff0c\u770b\u770b\u8fd9\u4e2a\u6708\u4f60\u4eec\u82b1\u4e86\u591a\u5c11\u94b1\u5728 ai \u4e0a\u5462\uff1f\n\u6211\u82b1\u4e86 15 \u5757\u94b1\u5728 deepseek \u4e0a\uff0c\u6211\u89c9\u5f97\u4ea7\u51fa\u5bf9\u5f97\u8d77\u5de5\u8d44\u4e86\u3002\n\u603b\u89c9\u5f97\u56fd\u5185\u662f\u8fd9\u6837\u7684\uff0c\u8fd9\u4e2a\u4eba\u7528 ai \u5b8c\u6210\u4e86\u66f4\u591a\u7684\u5de5\u4f5c\uff0c\u53ef\u4ee5\u52a0\u6d3b\u3002</p>\n"
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        "name": "ljlljl0", 
        "avatar": "https://cdn.v2ex.com/gravatar/b3582ce7e9ff1228649489efbd83d9f7?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1230247", 
      "title": "ai \u5199\u4ee3\u7801\u5b9e\u73b0\u4e0d\u4e86 vue \u7684 canvas \u5bfc\u51fa\u4e3a visio \u683c\u5f0f\u6587\u4ef6", 
      "id": "https://www.v2ex.com/t/1230247", 
      "date_published": "2026-07-27T14:41:20+00:00", 
      "content_html": "\u7528 trae \u3001workbuddy \u3001\u6362\u4e86 gpt \u6a21\u578b\u4e5f\u4e0d\u884c\uff0c\u5bfc\u51fa\u7684\u6587\u4ef6\u5b8c\u5168\u5728 visio \u6253\u4e0d\u5f00\uff0c\u683c\u5f0f\u90fd\u4e0d\u5bf9\u3002\u8fd9\u73a9\u610f\u770b\u8d77\u6765\u53ea\u80fd\u5728 web \u7528\u7528\uff0c\u7a0d\u5fae\u4e0d\u80fd\u53cd\u9988\u8be6\u7ec6\u62a5\u9519\u7684\u8f6f\u4ef6\u5c31\u4f1a\u5361\u4f4f\u3002"
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      "url": "https://www.v2ex.com/t/1229988", 
      "title": "Gemini:\u6211\u53ea\u662f\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\uff0c\u7406\u89e3\u4e0d\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u56e0\u6b64\u6ca1\u6cd5\u5e2e\u4e0a\u5fd9\u3002", 
      "id": "https://www.v2ex.com/t/1229988", 
      "date_published": "2026-07-27T00:12:32+00:00", 
      "content_html": "<p>\u6700\u8fd1\u4e24\u5929 gemini \u63d0\u95ee\u51fa\u73b0\u4e86\u51e0\u6b21\uff1a\u6211\u53ea\u662f\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\uff0c\u7406\u89e3\u4e0d\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u56e0\u6b64\u6ca1\u6cd5\u5e2e\u4e0a\u5fd9\u3002    \u5728\u51fa\u73b0\u8fd9\u51e0\u4e2a\u56de\u590d\u4e4b\u524d\u6211\u90fd\u89c1\u5b83\u5c4f\u5e55\u51fa\u73b0\u4e00\u4e32\u89e3\u7b54\u6587\u5b57\u4e86\u7684\uff0c\u6700\u540e\u53c8\u5403\u56de\u53bb\u4e86\u3002\u6700\u540e\u5c31\u5269\u4e0b:\u6211\u53ea\u662f\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\uff0c\u7406\u89e3\u4e0d\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u56e0\u6b64\u6ca1\u6cd5\u5e2e\u4e0a\u5fd9\u3002</p>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/yanghuichaofb", 
        "name": "yanghuichaofb", 
        "avatar": "https://cdn.v2ex.com/gravatar/462141048ebd51eb1a48702d93062c0a?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1229559", 
      "title": "codex \u4e5f\u592a\u597d\u73a9\u4e86\uff01", 
      "id": "https://www.v2ex.com/t/1229559", 
      "date_published": "2026-07-24T06:42:20+00:00", 
      "content_html": "<p>\u6211\u7ed9\u6211\u7684\u5f00\u6e90\u9879\u76ee\u52a0\u4e86\u4e2a\u5c0f\u684c\u5ba0\uff0c\u867d\u7136\u597d\u50cf\u6ca1\u4ec0\u4e48\u5375\u7528\u5427\uff0c\u4f46\u662f\u771f\u597d\u73a9\u554a\u3002</p>\n<p>\u4f1a\u52a8\u5462\uff0c\u53ef\u60dc v \u7ad9\u4e0d\u80fd\u53d1\u89c6\u9891\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://oss.agnet.top/keep/2026/07/24/20260724143449597.png\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://oss.agnet.top/keep/2026/07/24/20260724143505331.png\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://oss.agnet.top/keep/2026/07/24/20260724143515230.png\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://oss.agnet.top/keep/2026/07/24/20260724143521354.png\"/></p>\n<p>\u4f7f\u7528 codex \u4e2d\u7684 skill  [ Hatch Pet ]  \uff0c\u4e0d\u662f\u5f88\u8d39 token \u3002</p>\n<p>\u5f00\u6e90\u9879\u76ee\u5728\u8fd9\uff1a <a href=\"https://github.com/FB208/OpenBidKit_Yibiao\" rel=\"nofollow\">https://github.com/FB208/OpenBidKit_Yibiao</a></p>\n<p>\u684c\u5ba0\u4ee5\u63d2\u4ef6\u5f62\u5f0f\u5b89\u88c5\uff0c\u4e5f\u662f\u5f00\u6e90\u7684\uff1a <a href=\"https://github.com/FB208/OpenBidKit-plugin-pet\" rel=\"nofollow\">https://github.com/FB208/OpenBidKit-plugin-pet</a></p>\n"
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      "url": "https://www.v2ex.com/t/1229489", 
      "title": "KIMI \u7684\u4f1a\u5458\u4f53\u7cfb\u7684\u4e50\u8c31\u662f\u4ec0\u4e48\u610f\u601d\uff1f\u8c01\u80fd\u5f39\u594f\u542c\u4e00\u542c\uff1f", 
      "id": "https://www.v2ex.com/t/1229489", 
      "date_published": "2026-07-24T02:47:30+00:00", 
      "content_html": "\u4e00\u76f4\u5f88\u597d\u5947\uff0cKIMI \u7684\u4f1a\u5458\u4f53\u7cfb\u7684\u547d\u540d\uff0c\u4e0d\u662f pro \u3001max \uff0c\u4e0d\u662f 1 \u30012 \u30013 \uff0c\u4e0d\u662f\u666e\u901a\u3001\u8d85\u7ea7\u3001\u5927\uff0c\u4e0d\u662f A \u3001B \u3001C \u3001D \uff0c\u800c\u662f\u4e00\u4e2a\u4e00\u822c\u4eba\u770b\u4e0d\u61c2\u7684\uff1a <a target=\"_blank\" href=\"https://www.kimi.com/membership/pricing\" rel=\"nofollow noopener\">https://www.kimi.com/membership/pricing</a><br />  Andante \u65e5\u5e38\u4f7f\u7528\u3001<br />  Moderato \u6548\u7387\u5347\u7ea7\u3001<br />  Allegretto \u4e13\u4e1a\u4f18\u9009\u3001<br />  Allegro \u5168\u80fd\u5c0a\u4eab<br /><br />\u7b2c\u4e00\u6b21\u770b\u5230\u4e00\u8138\u61f5\u903c\uff0c\u53ea\u80fd\u6839\u636e\u4ece\u5de6\u5230\u53f3\u9012\u589e\u3001\u8d39\u7528\u9ad8\u4f4e\u5224\u65ad\u4f1a\u5458\u7b49\u7ea7\u7684\u9ad8\u4f4e\u3002<br /><br />\u7b2c\u4e8c\u773c\u5c31\u770b\u5230 \u6bcf\u4e2a\u4f1a\u5458\u7b49\u7ea7\u65c1\u8fb9\u90fd\u6709\u4e00\u6bb5\u4e50\u8c31\uff1a<br />\uff08\u5443\u62b1\u6b49\uff0c\u6211\u6ca1\u6709\u56fe\u5e8a\uff0c\u70b9\u5f00\u94fe\u63a5\u770b\u5427 \ud83d\ude05\ud83e\udd72\uff09<br />\u9875\u5e95\u8fd8\u6709\u4e00\u4e2a\u957f\u4e00\u70b9\u7684\u3002<br /><br />\u9875\u5e95\u6211\u9644\u4e0a\u4e00\u4e2a\uff1a<br /><a target=\"_blank\" href=\"https://statics.moonshot.cn/kimi-web-seo/assets/bass-triplet-DKncqJLw.png\" rel=\"nofollow noopener\">https://statics.moonshot.cn/kimi-web-seo/assets/bass-triplet-DKncqJLw.png</a><br /><br /><br />\u8c01\u61c2\u97f3\u4e50\uff0c\u8c01\u61c2 KIMI \uff1f\u79d1\u666e\u4e00\u4e0b \u8fd9\u51e0\u4e2a\u4e50\u8c31\u5f39\u594f\u662f\u4ec0\u4e48\u6837\u7684\uff1f\u597d\u5947\u597d\u5947~~<br /><br /><br />One more thing\uff1a<br />\u8fd8\u6709\u6d3b\u52a8\u9875\u7684\u540d\u5b57\u4e00\u76f4\u4e0e\u767b\u6708\u6709\u5173<br />  \u201c\u767b\u6708\u8ba1\u5212\u7531\u6b64\u594f\u54cd\u201d<br />  \u201cKimi \u767b\u6708\u540c\u884c\u8ba1\u5212\u201d<br /><br />\u521a\u521a\u67e5\u4e86\u4e00\u4e0b\uff1a<br />\u97f3\u4e50\u901f\u5ea6\u7b49\u7ea7\u542b\u4e49<br />  Adagio\uff1a\u67d4\u677f\uff08\u5f88\u6162\u7684\u901f\u5ea6\uff0c\u90e8\u5206\u7248\u672c\u5bf9\u5e94\u514d\u8d39\u6216\u57fa\u7840\u6863\uff09<br />  Andante\uff1a\u884c\u677f\uff08\u884c\u8d70\u7684\u6b65\u901f\uff0c\u4ece\u5bb9\u800c\u5e73\u7a33\uff09<br />  Moderato\uff1a\u4e2d\u677f\uff08\u9002\u4e2d\u7684\u901f\u5ea6\uff09<br />  Allegretto\uff1a\u5c0f\u5feb\u677f\uff08\u7a0d\u5feb\uff0c\u8f7b\u5feb\u6d3b\u6cfc\uff09<br />  Allegro\uff1a\u5feb\u677f\uff08\u5feb\u901f\u3001\u70ed\u70c8\uff0c\u901a\u5e38\u5bf9\u5e94\u6700\u9ad8\u6743\u76ca\u6863\uff09"
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      "url": "https://www.v2ex.com/t/1229220", 
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      "date_published": "2026-07-23T02:40:15+00:00", 
      "content_html": "<p><a href=\"https://mp.weixin.qq.com/s/9b5c8Q-A1qfMdP8lb8T2AQ\" rel=\"nofollow\">https://mp.weixin.qq.com/s/9b5c8Q-A1qfMdP8lb8T2AQ</a></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/Bc8RJdW.png\"/> </p>\n<p>AI \u5b66\u4f1a\u4e86\u4f5c\u5f0a</p>\n"
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      "url": "https://www.v2ex.com/t/1228866", 
      "date_modified": "2026-07-21T08:50:02+00:00", 
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      "date_published": "2026-07-21T08:49:17+00:00", 
      "title": "kimi \u4e0b\u5348\u5f00\u59cb\u5c31 429\uff0c\u57fa\u672c\u5904\u4e8e\u662f\u65e0\u6cd5\u4f7f\u7528\u72b6\u6001", 
      "id": "https://www.v2ex.com/t/1228866"
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      "url": "https://www.v2ex.com/t/1228834", 
      "title": "Claude \u89e3\u51b3\u4e86\u96c5\u53ef\u6bd4\u731c\u60f3\uff0c", 
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      "url": "https://www.v2ex.com/t/1228714", 
      "title": "\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981\u5f00\u6e90 AI \u6a21\u578b\u7684\u539f\u56e0", 
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      "content_html": "<p>The following is reposted from Kimi\u2019s official X account.</p>\n<p>Introducing Kimi K3: Open Frontier Intelligence</p>\n<p>\ud83d\udd39 2.8 Trillion Parameters, 1 Million Context, Native Multimodal'</p>\n<p>\ud83d\udd39 Kimi Delta Attention enables up to 6.3x faster decoding in million-token contexts</p>\n<p>\ud83d\udd39 Attention Residuals deliver ~25% higher training efficiency at &lt;2% additional cost</p>\n<p>\ud83d\udd39 Built for long-horizon agentic coding and self-evolving workflows</p>\n<p>Kimi K3 is now live on on <a href=\"http://Kimi.com\" rel=\"nofollow\">Kimi.com</a>, Kimi Work, Kimi Code, and the Kimi API.\nOpen Weights by July 27, 2026. <a href=\"https://freemodel.io\" rel=\"nofollow\">https://freemodel.io</a></p>\n<p>\ud83d\udd17 API: <a href=\"http://platform.kimi.ai\" rel=\"nofollow\">platform.kimi.ai</a>\n\ud83d\udd17 Tech blog: <a href=\"http://kimi.com/blog/kimi-k3\" rel=\"nofollow\">kimi.com/blog/kimi-k3</a></p>\n", 
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      "url": "https://www.v2ex.com/t/1225869", 
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