{"id":3104,"date":"2026-03-27T15:00:07","date_gmt":"2026-03-27T07:00:07","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/03\/27\/%e6%9e%97%e4%bf%8a%e6%97%b8%e7%a6%bb%e8%81%8c%e5%90%8e%e9%a6%96%e6%ac%a1%e5%8f%91%e5%a3%b0%ef%bc%81%e5%a4%8d%e7%9b%98%e5%8d%83%e9%97%ae%e7%9a%84%e5%bc%af%e8%b7%af%ef%bc%8c%e6%8c%87%e5%87%baai%e7%9a%84\/"},"modified":"2026-03-27T15:00:07","modified_gmt":"2026-03-27T07:00:07","slug":"%e6%9e%97%e4%bf%8a%e6%97%b8%e7%a6%bb%e8%81%8c%e5%90%8e%e9%a6%96%e6%ac%a1%e5%8f%91%e5%a3%b0%ef%bc%81%e5%a4%8d%e7%9b%98%e5%8d%83%e9%97%ae%e7%9a%84%e5%bc%af%e8%b7%af%ef%bc%8c%e6%8c%87%e5%87%baai%e7%9a%84","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/03\/27\/%e6%9e%97%e4%bf%8a%e6%97%b8%e7%a6%bb%e8%81%8c%e5%90%8e%e9%a6%96%e6%ac%a1%e5%8f%91%e5%a3%b0%ef%bc%81%e5%a4%8d%e7%9b%98%e5%8d%83%e9%97%ae%e7%9a%84%e5%bc%af%e8%b7%af%ef%bc%8c%e6%8c%87%e5%87%baai%e7%9a%84\/","title":{"rendered":"\u6797\u4fca\u65f8\u79bb\u804c\u540e\u9996\u6b21\u53d1\u58f0\uff01\u590d\u76d8\u5343\u95ee\u7684\u5f2f\u8def\uff0c\u6307\u51faAI\u7684\u65b0\u8def"},"content":{"rendered":"
\"\u6797\u4fca\u65f8\u79bb\u804c\u540e\u9996\u6b21\u53d1\u58f0\uff01\u590d\u76d8\u5343\u95ee\u7684\u5f2f\u8def\uff0c\u6307\u51faAI\u7684\u65b0\u8def\"\/<\/div><\/figure>\n
\"\u6797\u4fca\u65f8\u79bb\u804c\u540e\u9996\u6b21\u53d1\u58f0\uff01\u590d\u76d8\u5343\u95ee\u7684\u5f2f\u8def\uff0c\u6307\u51faAI\u7684\u65b0\u8def\"\/<\/div><\/figure>\n
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\u6797\u4fca\u65f8\uff0c\u79bb\u804c\u963f\u91cc\u5343\u95ee\u540e\u9996\u6b21\u53d1\u58f0\u3002<\/p>\n

\u4ed6\u6ca1\u6709\u56de\u5e94\u79bb\u804c\u98ce\u6ce2\u6216\u5ba3\u544a\u53bb\u5411\uff0c\u800c\u662f\u53d1\u957f\u6587\u63a2\u8ba8\u4ece\u201c\u63a8\u7406\u6a21\u578b\u65f6\u4ee3\u7684\u601d\u8003\u201d\u5230\u201c\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u601d\u8003\u201d\u7684\u8f6c\u53d8\u3002<\/p>\n

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\u4ed6\u5728\u6587\u4e2d\u5766\u767d\u627f\u8ba4\u201c\u6211\u4eec\u6ca1\u6709\u5168\u505a\u5bf9\u201d\uff08We did not get everything right\uff09\uff0c<\/p>\n

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Qwen3\u5c31\u662f\u8fd9\u4e2a\u65b9\u5411\u4e0a\u201c\u6700\u6e05\u6670\u7684\u516c\u5f00\u5c1d\u8bd5\u4e4b\u4e00\u201d\uff0c\u5b83\u5f15\u5165\u4e86\u6df7\u5408\u601d\u7ef4\u6a21\u5f0f\u3002<\/p>\n

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\u9762\u5bf9\u672a\u6765\uff0c\u4ed6\u8fd8\u7ed9\u51fa\u8fd9\u6837\u7684\u5224\u65ad\uff1a\u8fc7\u53bb\u4e24\u5e74Reasoning Thinking\u65f6\u4ee3\u7684\u4f7f\u547d\u5df2\u7ecf\u5b8c\u6210\u4e86\u3002<\/p>\n

OpenAI\u7684o1\u548cDeepSeek-R1\u8bc1\u660e\u4e86\u63a8\u7406\u80fd\u529b\u53ef\u4ee5\u88ab\u8bad\u7ec3\u548c\u590d\u73b0\uff0c\u8fd9\u6559\u4f1a\u4e86\u6574\u4e2a\u884c\u4e1a\u4e00\u4e2a\u5173\u952e\u8ba4\u77e5\uff1a<\/p>\n

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2025\u5e74\u4e0a\u534a\u5e74\u5f00\u59cb\uff0c\u5927\u5bb6\u51e0\u4e4e\u90fd\u5728\u7814\u7a76\u540c\u4e00\u4ef6\u4e8b\uff1a\u600e\u4e48\u8ba9\u6a21\u578b\u82b1\u66f4\u591a\u63a8\u7406\u65f6\u95f4\u3001\u600e\u4e48\u8bad\u7ec3\u66f4\u5f3a\u7684\u5956\u52b1\u3001\u600e\u4e48\u63a7\u5236\u63a8\u7406\u7684\u529b\u5ea6\u3002<\/p>\n

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\u6797\u4fca\u65f8\u7684\u7b54\u6848\u662fAgentic Thinking\uff0c\u667a\u80fd\u4f53\u5f0f\u601d\u7ef4\uff0c\u5728\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u4e2d\u4e0d\u65ad\u4fee\u6b63\u8ba1\u5212\u3002<\/p>\n

\u4ed6\u5217\u51fa\u4e86Agentic Thinking\u548cReasoning Thinking\u7684\u5173\u952e\u533a\u522b\uff1a<\/p>\n

\u4ed6\u7528\u4e00\u53e5\u8bdd\u505a\u51fa\u603b\u7ed3\uff1a<\/p>\n

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\uff08\u4ee5\u4e0b\u4e3a\u6797\u4fca\u65f8\u539f\u6587\u7ffb\u8bd1\u3002\uff09<\/p>\n

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OpenAI\u7684o1\u8868\u660e\uff0c\u201c\u601d\u8003\u201d\u53ef\u4ee5\u6210\u4e3a\u4e00\u79cd\u4e00\u7b49\u516c\u6c11\u7ea7\u522b\u7684\u80fd\u529b\u2014\u2014\u4e00\u79cd\u4f60\u4e13\u95e8\u53bb\u8bad\u7ec3\u3001\u5e76\u5411\u7528\u6237\u5f00\u653e\u7684\u80fd\u529b\u3002<\/p>\n

DeepSeek-R1\uff0c\u8bc1\u660e\u4e86\u63a8\u7406\u5f0f\u540e\u8bad\u7ec3\u53ef\u4ee5\u5728\u539f\u59cb\u5b9e\u9a8c\u5ba4\u4e4b\u5916\u88ab\u590d\u73b0\u548c\u89c4\u6a21\u5316\u3002<\/p>\n

OpenAI\u5c06o1\u63cf\u8ff0\u4e3a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u51fa\u201c\u5148\u60f3\u540e\u7b54\u201d\u80fd\u529b\u7684\u6a21\u578b\uff0cDeepSeek\u5219\u5c06R1\u5b9a\u4f4d\u4e3a\u4e0eo1\u5177\u6709\u7ade\u4e89\u529b\u7684\u5f00\u6e90\u63a8\u7406\u6a21\u578b\u3002<\/p>\n

\u90a3\u4e2a\u9636\u6bb5\u5f88\u91cd\u8981\u3002<\/p>\n

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\u4f60\u9700\u8981\u5927\u89c4\u6a21\u7684\u8f68\u8ff9\u91c7\u6837\uff08rollout\uff09\u3001\u9ad8\u541e\u5410\u91cf\u7684\u9a8c\u8bc1\u3001\u7a33\u5b9a\u7684\u7b56\u7565\u66f4\u65b0\u3001\u9ad8\u6548\u7684\u91c7\u6837\u3002<\/p>\n

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OpenAI\u5c06o1\u63cf\u8ff0\u4e3a\u4e00\u6761\u7528RL\u8bad\u7ec3\u7684\u63a8\u7406\u4ea7\u54c1\u7ebf\uff0cDeepSeek R1\u968f\u540e\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u8fd9\u4e2a\u65b9\u5411\u2014\u2014\u5b83\u5c55\u793a\u4e86\u57fa\u4e8e\u63a8\u7406\u7684RL\u9700\u8981\u591a\u4e48\u4e13\u95e8\u5316\u7684\u7b97\u6cd5\u548c\u57fa\u7840\u8bbe\u65bd\u5de5\u4f5c\u3002<\/p>\n

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2025\u5e74\u521d\uff0c\u5343\u95ee\u56e2\u961f\u4e2d\u7684\u6211\u4eec\u5f88\u591a\u4eba\u5fc3\u4e2d\u90fd\u6709\u4e00\u5e45\u5b8f\u5927\u7684\u84dd\u56fe\u3002<\/p>\n

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\u66f4\u7406\u60f3\u7684\u72b6\u6001\u662f\uff0c\u5b83\u80fd\u4ece\u63d0\u793a\u548c\u4e0a\u4e0b\u6587\u4e2d\u81ea\u52a8\u63a8\u65ad\u5408\u9002\u7684\u63a8\u7406\u91cf\u2014\u2014\u8ba9\u6a21\u578b\u81ea\u884c\u51b3\u5b9a\u4f55\u65f6\u76f4\u63a5\u56de\u7b54\u3001\u4f55\u65f6\u591a\u60f3\u4e00\u4f1a\u513f\u3001\u4f55\u65f6\u5728\u771f\u6b63\u56f0\u96be\u7684\u95ee\u9898\u4e0a\u6295\u5165\u5927\u91cf\u8ba1\u7b97\u3002<\/p>\n

\u4ece\u6982\u5ff5\u4e0a\u770b\uff0c\u8fd9\u4e2a\u65b9\u5411\u662f\u5bf9\u7684\u3002Qwen3\u662f\u8fd9\u4e2a\u65b9\u5411\u4e0a\u6700\u6e05\u6670\u7684\u516c\u5f00\u5c1d\u8bd5\u4e4b\u4e00\u3002<\/p>\n

\u5b83\u5f15\u5165\u4e86\u201c\u6df7\u5408\u601d\u7ef4\u6a21\u5f0f\u201d\uff0c\u5728\u4e00\u4e2a\u6a21\u578b\u5bb6\u65cf\u4e2d\u540c\u65f6\u652f\u6301\u601d\u8003\u548c\u975e\u601d\u8003\u884c\u4e3a\uff0c\u5f3a\u8c03\u53ef\u63a7\u7684\u601d\u7ef4\u9884\u7b97\uff0c\u5e76\u8bbe\u8ba1\u4e86\u4e00\u6761\u56db\u9636\u6bb5\u540e\u8bad\u7ec3\u6d41\u6c34\u7ebf\u2014\u2014\u5728\u957fCoT\u51b7\u542f\u52a8\u548c\u63a8\u7406RL\u4e4b\u540e\uff0c\u660e\u786e\u5305\u542b\u4e86\u201c\u601d\u7ef4\u6a21\u5f0f\u878d\u5408\u201d\u8fd9\u4e00\u6b65\u3002<\/p>\n

\u4f46\u5408\u5e76\u8bf4\u8d77\u6765\u5bb9\u6613\u505a\u597d\u96be\uff0c\u771f\u6b63\u7684\u96be\u70b9\u662f\u6570\u636e\u3002<\/p>\n

\u4eba\u4eec\u8c08\u5230\u5408\u5e76\u601d\u8003\u548c\u6307\u4ee4\u65f6\uff0c\u5f80\u5f80\u9996\u5148\u60f3\u5230\u7684\u662f\u6a21\u578b\u4fa7\u7684\u517c\u5bb9\u6027\uff1a\u4e00\u4e2acheckpoint\u80fd\u4e0d\u80fd\u540c\u65f6\u652f\u6301\u4e24\u79cd\u6a21\u5f0f\uff0c\u4e00\u4e2a\u5bf9\u8bdd\u6a21\u677f\u80fd\u4e0d\u80fd\u5728\u5b83\u4eec\u4e4b\u95f4\u5207\u6362\uff0c\u4e00\u5957\u63a8\u7406\u670d\u52a1\u67b6\u6784\u80fd\u4e0d\u80fd\u66b4\u9732\u6b63\u786e\u7684\u5f00\u5173\u3002<\/p>\n

\u66f4\u6df1\u5c42\u7684\u95ee\u9898\u662f\uff0c\u4e24\u79cd\u6a21\u5f0f\u7684\u6570\u636e\u5206\u5e03\u548c\u884c\u4e3a\u76ee\u6807\u6709\u672c\u8d28\u5dee\u5f02\u3002<\/p>\n

\u5728\u8bd5\u56fe\u5e73\u8861\u6a21\u578b\u5408\u5e76\u4e0e\u63d0\u5347\u540e\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u548c\u591a\u6837\u6027\u65f6\uff0c\u6211\u4eec\u6ca1\u6709\u5168\u505a\u5bf9\u3002<\/p>\n

\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4e5f\u5bc6\u5207\u5173\u6ce8\u4e86\u7528\u6237\u5b9e\u9645\u4f7f\u7528\u601d\u8003\u548c\u6307\u4ee4\u6a21\u5f0f\u7684\u65b9\u5f0f\u3002\u4e00\u4e2a\u5f3a\u6307\u4ee4\u6a21\u578b\u901a\u5e38\u56e0\u7b80\u6d01\u76f4\u63a5\u3001\u683c\u5f0f\u89c4\u8303\u3001\u4f4e\u5ef6\u8fdf\u800c\u53d7\u5230\u5956\u52b1\u2014\u2014\u5c24\u5176\u662f\u5728\u6539\u5199\u3001\u6807\u6ce8\u3001\u6a21\u677f\u5316\u652f\u6301\u3001\u7ed3\u6784\u5316\u63d0\u53d6\u3001\u8fd0\u8425QA\u7b49\u91cd\u590d\u6027\u9ad8\u3001\u6279\u91cf\u5927\u7684\u4f01\u4e1a\u4efb\u52a1\u4e0a\u3002<\/p>\n

\u4e00\u4e2a\u5f3a\u601d\u8003\u6a21\u578b\u5219\u56e0\u5728\u96be\u9898\u4e0a\u82b1\u66f4\u591atoken\u3001\u4fdd\u6301\u8fde\u8d2f\u7684\u4e2d\u95f4\u63a8\u7406\u7ed3\u6784\u3001\u63a2\u7d22\u66ff\u4ee3\u8def\u5f84\u3001\u5e76\u4fdd\u7559\u8db3\u591f\u7684\u5185\u90e8\u8ba1\u7b97\u4ee5\u5207\u5b9e\u63d0\u5347\u6700\u7ec8\u6b63\u786e\u7387\u800c\u53d7\u5230\u5956\u52b1\u3002<\/p>\n

\u8fd9\u4e24\u79cd\u884c\u4e3a\u6a21\u5f0f\u4e92\u76f8\u62c9\u626f\u3002<\/p>\n

\u5982\u679c\u5408\u5e76\u6570\u636e\u672a\u7ecf\u7cbe\u5fc3\u7b56\u5212\uff0c\u7ed3\u679c\u901a\u5e38\u4e24\u8fb9\u90fd\u505a\u5f97\u5e73\u5eb8\uff1a\u201c\u601d\u8003\u201d\u884c\u4e3a\u53d8\u5f97\u5608\u6742\u3001\u81c3\u80bf\u6216\u4e0d\u591f\u679c\u65ad\uff0c\u201c\u6307\u4ee4\u201d\u884c\u4e3a\u5219\u53d8\u5f97\u4e0d\u591f\u5e72\u8106\u3001\u4e0d\u591f\u53ef\u9760\uff0c\u800c\u4e14\u6bd4\u5546\u4e1a\u7528\u6237\u5b9e\u9645\u9700\u8981\u7684\u66f4\u8d35\u3002<\/p>\n

\u5728\u5b9e\u8df5\u4e2d\uff0c\u5c06\u4e24\u8005\u5206\u79bb\u4ecd\u7136\u66f4\u6709\u5438\u5f15\u529b\u3002<\/p>\n

2025\u5e74\u4e0b\u534a\u5e74\uff0c\u5728Qwen3\u6700\u521d\u7684\u6df7\u5408\u6846\u67b6\u4e4b\u540e\uff0c2507\u7248\u672c\u53d1\u5e03\u4e86\u72ec\u7acb\u7684Instruct\u548cThinking\u66f4\u65b0\uff0c\u5305\u62ec\u5206\u5f00\u768430B\u548c235B\u7248\u672c\u3002<\/p>\n

\u5728\u5546\u4e1a\u90e8\u7f72\u4e2d\uff0c\u5927\u91cf\u5ba2\u6237\u4ecd\u7136\u9700\u8981\u9ad8\u541e\u5410\u3001\u4f4e\u6210\u672c\u3001\u9ad8\u5ea6\u53ef\u63a7\u7684\u6307\u4ee4\u884c\u4e3a\u6765\u8fdb\u884c\u6279\u91cf\u64cd\u4f5c\u3002\u5bf9\u8fd9\u4e9b\u573a\u666f\u6765\u8bf4\uff0c\u5408\u5e76\u7684\u597d\u5904\u5e76\u4e0d\u660e\u663e\u3002\u5206\u79bb\u4ea7\u54c1\u7ebf\u8ba9\u56e2\u961f\u53ef\u4ee5\u66f4\u4e13\u6ce8\u5730\u89e3\u51b3\u6bcf\u79cd\u6a21\u5f0f\u5404\u81ea\u7684\u6570\u636e\u548c\u8bad\u7ec3\u95ee\u9898\u3002<\/p>\n

\u5176\u4ed6\u5b9e\u9a8c\u5ba4\u9009\u62e9\u4e86\u76f8\u53cd\u7684\u8def\u7ebf\u3002<\/p>\n

Anthropic\u516c\u5f00\u4e3b\u5f20\u6574\u5408\u6a21\u578b\u7684\u7406\u5ff5\uff1aClaude 3.7 Sonnet\u4f5c\u4e3a\u6df7\u5408\u63a8\u7406\u6a21\u578b\u63a8\u51fa\uff0c\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u666e\u901a\u56de\u590d\u6216\u6269\u5c55\u601d\u8003\uff0cAPI\u7528\u6237\u53ef\u4ee5\u8bbe\u7f6e\u601d\u7ef4\u9884\u7b97\u3002Anthropic\u660e\u786e\u8868\u793a\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u63a8\u7406\u5e94\u8be5\u662f\u4e00\u79cd\u6574\u5408\u7684\u80fd\u529b\uff0c\u800c\u975e\u72ec\u7acb\u7684\u6a21\u578b\u3002<\/p>\n

GLM-4.5\u4e5f\u516c\u5f00\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u540c\u65f6\u5177\u5907\u601d\u8003\u548c\u975e\u601d\u8003\u6a21\u5f0f\u7684\u6df7\u5408\u63a8\u7406\u6a21\u578b\uff0c\u7edf\u4e00\u4e86\u63a8\u7406\u3001\u7f16\u7a0b\u548c\u667a\u80fd\u4f53\u80fd\u529b\u3002<\/p>\n

DeepSeek\u540e\u6765\u4e5f\u5728V3.1\u7684\u201cThink & Non-Think\u201d\u6df7\u5408\u63a8\u7406\u4e2d\u8d70\u5411\u4e86\u7c7b\u4f3c\u65b9\u5411\u3002<\/p>\n

\u5173\u952e\u95ee\u9898\u662f\uff0c\u8fd9\u79cd\u5408\u5e76\u662f\u5426\u662f\u6709\u673a\u7684\u3002<\/p>\n

\u5982\u679c\u601d\u8003\u548c\u6307\u4ee4\u53ea\u662f\u88ab\u585e\u8fdb\u540c\u4e00\u4e2acheckpoint\uff0c\u5374\u4ecd\u7136\u50cf\u4e24\u4e2a\u522b\u626d\u62fc\u63a5\u7684\u4eba\u683c\u90a3\u6837\u8fd0\u4f5c\uff0c\u4ea7\u54c1\u4f53\u9a8c\u4ecd\u7136\u662f\u4e0d\u81ea\u7136\u7684\u3002<\/p>\n

\u771f\u6b63\u6210\u529f\u7684\u5408\u5e76\uff0c\u9700\u8981\u7684\u662f\u4e00\u4e2a\u6d41\u7545\u7684\u63a8\u7406\u529b\u5ea6\u8fde\u7eed\u5149\u8c31\u3002\u6a21\u578b\u5e94\u8be5\u80fd\u8868\u8fbe\u591a\u4e2a\u5c42\u7ea7\u7684\u63a8\u7406\u529b\u5ea6\uff0c\u7406\u60f3\u60c5\u51b5\u4e0b\u8fd8\u80fd\u81ea\u9002\u5e94\u5730\u505a\u51fa\u9009\u62e9\u3002<\/p>\n

GPT\u5f0f\u7684\u529b\u5ea6\u63a7\u5236\u6307\u5411\u4e86\u8fd9\u4e2a\u65b9\u5411\uff1a\u4e00\u79cd\u5173\u4e8e\u7b97\u529b\u5206\u914d\u7684\u7b56\u7565\uff0c\u800c\u975e\u4e00\u4e2a\u975e\u6b64\u5373\u5f7c\u7684\u5f00\u5173\u3002<\/p>\n

Anthropic\u56f4\u7ed5Claude 3.7\u548cClaude 4\u7684\u516c\u5f00\u8868\u8ff0\u662f\u514b\u5236\u7684\u3002<\/p>\n

\u4ed6\u4eec\u5f3a\u8c03\u6574\u5408\u63a8\u7406\u3001\u7528\u6237\u53ef\u63a7\u7684\u601d\u7ef4\u9884\u7b97\u3001\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u3001\u7f16\u7a0b\u8d28\u91cf\uff0c\u4ee5\u53ca\u540e\u6765\u5728\u6269\u5c55\u601d\u8003\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u5de5\u5177\u7684\u80fd\u529b\u3002Claude 3.7\u88ab\u5448\u73b0\u4e3a\u4e00\u4e2a\u5177\u6709\u53ef\u63a7\u9884\u7b97\u7684\u6df7\u5408\u63a8\u7406\u6a21\u578b\uff1bClaude 4\u5728\u6b64\u57fa\u7840\u4e0a\u66f4\u8fdb\u4e00\u6b65\uff0c\u5141\u8bb8\u63a8\u7406\u4e0e\u5de5\u5177\u4f7f\u7528\u4ea4\u66ff\u8fdb\u884c\uff0c\u540c\u65f6Anthropic\u5c06\u7f16\u7a0b\u3001\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4efb\u52a1\u548c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u5f3a\u8c03\u4e3a\u9996\u8981\u76ee\u6807\u3002<\/p>\n

\u4ea7\u51fa\u66f4\u957f\u7684\u63a8\u7406\u8f68\u8ff9\u5e76\u4e0d\u4f1a\u81ea\u52a8\u8ba9\u6a21\u578b\u66f4\u806a\u660e\u3002<\/p>\n

\u5728\u5f88\u591a\u60c5\u51b5\u4e0b\uff0c\u8fc7\u591a\u7684\u53ef\u89c1\u63a8\u7406\u6070\u6070\u662f\u7b97\u529b\u5206\u914d\u4f4e\u6548\u7684\u4fe1\u53f7\u3002\u5982\u679c\u6a21\u578b\u8bd5\u56fe\u7528\u540c\u6837\u5570\u55e6\u7684\u65b9\u5f0f\u5bf9\u6240\u6709\u4e8b\u60c5\u8fdb\u884c\u63a8\u7406\uff0c\u5b83\u53ef\u80fd\u662f\u5728\u5931\u8d25\u5730\u786e\u5b9a\u4f18\u5148\u7ea7\u3001\u5931\u8d25\u5730\u538b\u7f29\u4fe1\u606f\uff0c\u6216\u8005\u5931\u8d25\u5730\u91c7\u53d6\u884c\u52a8\u3002<\/p>\n

Anthropic\u7684\u53d1\u5c55\u8f68\u8ff9\u6697\u793a\u4e86\u4e00\u79cd\u66f4\u6709\u7eaa\u5f8b\u7684\u89c6\u89d2\uff1a\u601d\u8003\u5e94\u5f53\u7531\u76ee\u6807\u5de5\u4f5c\u8d1f\u8f7d\u6765\u5851\u9020\u3002<\/p>\n

\u5982\u679c\u76ee\u6807\u662f\u7f16\u7a0b\uff0c\u90a3\u4e48\u601d\u8003\u5e94\u5f53\u5e2e\u52a9\u4ee3\u7801\u5e93\u5bfc\u822a\u3001\u89c4\u5212\u3001\u5206\u89e3\u3001\u9519\u8bef\u6062\u590d\u548c\u5de5\u5177\u7f16\u6392\u3002\u5982\u679c\u76ee\u6807\u662f\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff0c\u90a3\u4e48\u601d\u8003\u5e94\u5f53\u63d0\u5347\u957f\u5468\u671f\u5185\u7684\u6267\u884c\u8d28\u91cf\uff0c\u800c\u975e\u4ea7\u51fa\u534e\u4e3d\u7684\u4e2d\u95f4\u6587\u5b57\u3002<\/p>\n

\u8fd9\u79cd\u5bf9\u76ee\u6807\u5316\u6548\u7528\u7684\u5f3a\u8c03\uff0c\u6307\u5411\u4e86\u66f4\u5927\u7684\u56fe\u666f\uff1a<\/p>\n

\u6211\u4eec\u6b63\u5728\u4ece\u8bad\u7ec3\u6a21\u578b\u7684\u65f6\u4ee3\u8d70\u5411\u8bad\u7ec3\u667a\u80fd\u4f53\u7684\u65f6\u4ee3\u3002<\/p>\n

\u6211\u4eec\u5728Qwen3\u535a\u5ba2\u4e2d\u660e\u786e\u5199\u4e0b\u4e86\u8fd9\u4e00\u70b9\u2014\u2014\u201c\u6211\u4eec\u6b63\u5728\u4ece\u4e13\u6ce8\u4e8e\u8bad\u7ec3\u6a21\u578b\u7684\u65f6\u4ee3\uff0c\u8d70\u5411\u4ee5\u8bad\u7ec3\u667a\u80fd\u4f53\u4e3a\u6838\u5fc3\u7684\u65f6\u4ee3\u201d\uff0c\u5e76\u5c06\u672a\u6765\u7684RL\u8fdb\u5c55\u4e0e\u9762\u5411\u957f\u5468\u671f\u63a8\u7406\u7684\u73af\u5883\u53cd\u9988\u8054\u7cfb\u5728\u4e00\u8d77\u3002<\/p>\n

\u4e00\u4e2a\u667a\u80fd\u4f53\u662f\u4e00\u4e2a\u80fd\u591f\u5236\u5b9a\u8ba1\u5212\u3001\u51b3\u5b9a\u4f55\u65f6\u884c\u52a8\u3001\u4f7f\u7528\u5de5\u5177\u3001\u611f\u77e5\u73af\u5883\u53cd\u9988\u3001\u4fee\u6b63\u7b56\u7565\u3001\u5e76\u5728\u957f\u5468\u671f\u5185\u6301\u7eed\u8fd0\u884c\u7684\u7cfb\u7edf\u3002\u5b83\u7684\u5b9a\u4e49\u7279\u5f81\u662f\u4e0e\u4e16\u754c\u7684\u95ed\u73af\u4ea4\u4e92\u3002<\/p>\n

\u667a\u80fd\u4f53\u5f0f\u601d\u8003\u662f\u4e00\u4e2a\u4e0d\u540c\u7684\u4f18\u5316\u76ee\u6807\u3002<\/p>\n

\u63a8\u7406\u5f0f\u601d\u8003\u901a\u5e38\u4ee5\u6700\u7ec8\u7b54\u6848\u4e4b\u524d\u7684\u5185\u90e8\u63a8\u7406\u8d28\u91cf\u6765\u8861\u91cf\uff1a\u6a21\u578b\u80fd\u4e0d\u80fd\u89e3\u51fa\u5b9a\u7406\u3001\u5199\u51fa\u8bc1\u660e\u3001\u751f\u6210\u6b63\u786e\u4ee3\u7801\u3001\u901a\u8fc7\u57fa\u51c6\u6d4b\u8bd5\u3002\u667a\u80fd\u4f53\u5f0f\u601d\u8003\u5219\u5173\u6ce8\u7684\u662f\uff1a\u6a21\u578b\u80fd\u4e0d\u80fd\u5728\u4e0e\u73af\u5883\u4ea4\u4e92\u7684\u8fc7\u7a0b\u4e2d\u6301\u7eed\u53d6\u5f97\u8fdb\u5c55\u3002<\/p>\n

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\u667a\u80fd\u4f53\u5f0f\u601d\u8003\uff0c\u662f\u901a\u8fc7\u884c\u52a8\u6765\u8fdb\u884c\u63a8\u7406\u7684\u6a21\u578b\u3002<\/p>\n

\u4e00\u65e6\u4f18\u5316\u76ee\u6807\u4ece\u89e3\u51b3\u57fa\u51c6\u6d4b\u8bd5\u95ee\u9898\u8f6c\u5411\u89e3\u51b3\u4ea4\u4e92\u5f0f\u4efb\u52a1\uff0cRL\u6280\u672f\u6808\u5c31\u8981\u8ddf\u7740\u53d8\uff0c\u7ecf\u5178\u63a8\u7406RL\u7684\u57fa\u7840\u8bbe\u65bd\u4e0d\u591f\u7528\u4e86\u3002<\/p>\n

\u5728\u63a8\u7406RL\u4e2d\uff0c\u4f60\u901a\u5e38\u53ef\u4ee5\u5c06\u91c7\u6837\u8f68\u8ff9\u89c6\u4e3a\u57fa\u672c\u81ea\u5305\u542b\u7684\u5e8f\u5217\uff0c\u914d\u4ee5\u76f8\u5bf9\u5e72\u51c0\u7684\u8bc4\u4f30\u5668\u3002<\/p>\n

\u5728\u667a\u80fd\u4f53RL\u4e2d\uff0c\u7b56\u7565\u88ab\u5d4c\u5165\u5230\u4e00\u4e2a\u66f4\u5927\u7684\u7f16\u6392\u6846\u67b6\uff08harness\uff09\u4e2d\uff1a\u5de5\u5177\u670d\u52a1\u5668\u3001\u6d4f\u89c8\u5668\u3001\u7ec8\u7aef\u3001\u641c\u7d22\u5f15\u64ce\u3001\u6a21\u62df\u5668\u3001\u6267\u884c\u6c99\u7bb1\u3001API\u5c42\u3001\u8bb0\u5fc6\u7cfb\u7edf\u548c\u8c03\u5ea6\u6846\u67b6\u3002<\/p>\n

\u73af\u5883\u4e0d\u518d\u662f\u4e00\u4e2a\u9759\u6001\u7684\u9a8c\u8bc1\u5668\uff0c\u5b83\u672c\u8eab\u5c31\u662f\u8bad\u7ec3\u7cfb\u7edf\u7684\u4e00\u90e8\u5206\u3002<\/p>\n

\u8fd9\u5e26\u6765\u4e86\u4e00\u4e2a\u65b0\u7684\u7cfb\u7edf\u9700\u6c42\uff1a\u8bad\u7ec3\u548c\u63a8\u7406\u5fc5\u987b\u66f4\u5f7b\u5e95\u5730\u89e3\u8026\u3002<\/p>\n

\u6ca1\u6709\u8fd9\u79cd\u89e3\u8026\uff0c\u91c7\u6837\u541e\u5410\u91cf\u5c31\u4f1a\u5d29\u6e83\u3002<\/p>\n

\u60f3\u8c61\u4e00\u4e2a\u7f16\u7a0b\u667a\u80fd\u4f53\u9700\u8981\u5728\u5b9e\u65f6\u6d4b\u8bd5\u6846\u67b6\u4e0a\u6267\u884c\u751f\u6210\u7684\u4ee3\u7801\uff1a\u63a8\u7406\u4fa7\u56e0\u7b49\u5f85\u6267\u884c\u53cd\u9988\u800c\u505c\u6ede\uff0c\u8bad\u7ec3\u4fa7\u56e0\u7f3a\u5c11\u5df2\u5b8c\u6210\u8f68\u8ff9\u800c\u201c\u9965\u997f\u201d\uff0c\u6574\u4e2a\u6d41\u6c34\u7ebf\u7684GPU\u5229\u7528\u7387\u8fdc\u4f4e\u4e8e\u4f60\u5bf9\u7ecf\u5178\u63a8\u7406RL\u7684\u9884\u671f\u3002<\/p>\n

\u52a0\u4e0a\u5de5\u5177\u5ef6\u8fdf\u3001\u90e8\u5206\u53ef\u89c2\u6d4b\u6027\u548c\u6709\u72b6\u6001\u73af\u5883\uff0c\u8fd9\u4e9b\u4f4e\u6548\u4f1a\u88ab\u8fdb\u4e00\u6b65\u653e\u5927\u3002\u7ed3\u679c\u5c31\u662f\uff0c\u5728\u4f60\u8fbe\u5230\u76ee\u6807\u80fd\u529b\u6c34\u5e73\u4e4b\u524d\u5f88\u4e45\uff0c\u5b9e\u9a8c\u5c31\u5df2\u7ecf\u6162\u5f97\u4ee4\u4eba\u75db\u82e6\u4e86\u3002<\/p>\n

\u73af\u5883\u672c\u8eab\u4e5f\u53d8\u6210\u4e86\u4e00\u7b49\u516c\u6c11\u7ea7\u522b\u7684\u7814\u7a76\u5bf9\u8c61\u3002<\/p>\n

\u5728SFT\u65f6\u4ee3\uff0c\u6211\u4eec\u75f4\u8ff7\u4e8e\u6570\u636e\u591a\u6837\u6027\u3002\u5728\u667a\u80fd\u4f53\u65f6\u4ee3\uff0c\u6211\u4eec\u5e94\u8be5\u75f4\u8ff7\u4e8e\u73af\u5883\u8d28\u91cf\uff1a\u7a33\u5b9a\u6027\u3001\u771f\u5b9e\u6027\u3001\u8986\u76d6\u5ea6\u3001\u96be\u5ea6\u3001\u72b6\u6001\u591a\u6837\u6027\u3001\u53cd\u9988\u4e30\u5bcc\u5ea6\u3001\u9632\u4f5c\u5f0a\u80fd\u529b\uff0c\u4ee5\u53ca\u8f68\u8ff9\u751f\u6210\u7684\u53ef\u6269\u5c55\u6027\u3002<\/p>\n

\u6784\u5efa\u73af\u5883\u5df2\u7ecf\u5f00\u59cb\u53d8\u6210\u4e00\u4e2a\u771f\u6b63\u7684\u521b\u4e1a\u8d5b\u9053\uff0c\u800c\u975e\u526f\u4e1a\u3002\u5982\u679c\u667a\u80fd\u4f53\u662f\u4e3a\u4e86\u5728\u7c7b\u751f\u4ea7\u73af\u5883\u4e2d\u8fd0\u884c\u800c\u8bad\u7ec3\u7684\uff0c\u90a3\u4e48\u73af\u5883\u5c31\u662f\u6838\u5fc3\u80fd\u529b\u6808\u7684\u4e00\u90e8\u5206\u3002<\/p>\n

\u6211\u7684\u9884\u671f\u662f\uff0c\u667a\u80fd\u4f53\u5f0f\u601d\u8003\u5c06\u6210\u4e3a\u4e3b\u6d41\u7684\u601d\u7ef4\u5f62\u5f0f\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u5b83\u6700\u7ec8\u53ef\u80fd\u53d6\u4ee3\u5927\u90e8\u5206\u65e7\u5f0f\u7684\u201c\u9759\u6001\u72ec\u767d\u201d\u63a8\u7406\u5f0f\u601d\u8003\u2014\u2014\u90a3\u4e9b\u8fc7\u957f\u7684\u3001\u5b64\u7acb\u7684\u5185\u90e8\u63a8\u7406\u8f68\u8ff9\uff0c\u8bd5\u56fe\u901a\u8fc7\u8f93\u51fa\u8d8a\u6765\u8d8a\u591a\u7684\u6587\u5b57\u6765\u5f25\u8865\u7f3a\u4e4f\u4ea4\u4e92\u7684\u4e0d\u8db3\u3002<\/p>\n

\u5373\u4f7f\u9762\u5bf9\u975e\u5e38\u56f0\u96be\u7684\u6570\u5b66\u6216\u7f16\u7a0b\u4efb\u52a1\uff0c\u4e00\u4e2a\u771f\u6b63\u5148\u8fdb\u7684\u7cfb\u7edf\u4e5f\u5e94\u8be5\u6709\u6743\u53bb\u641c\u7d22\u3001\u6a21\u62df\u3001\u6267\u884c\u3001\u68c0\u67e5\u3001\u9a8c\u8bc1\u548c\u4fee\u6b63\u3002\u76ee\u6807\u662f\u7a33\u5065\u4e14\u9ad8\u6548\u5730\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n

\u8bad\u7ec3\u6b64\u7c7b\u7cfb\u7edf\u6700\u5927\u7684\u6311\u6218\u662freward hacking\uff08\u5956\u52b1\u4f5c\u5f0a\uff09\u3002<\/p>\n

\u4e00\u65e6\u6a21\u578b\u83b7\u5f97\u4e86\u6709\u610f\u4e49\u7684\u5de5\u5177\u8bbf\u95ee\u6743\u9650\uff0creward hacking\u5c31\u53d8\u5f97\u5371\u9669\u5f97\u591a\u3002<\/p>\n

\u4e00\u4e2a\u80fd\u641c\u7d22\u7684\u6a21\u578b\u53ef\u80fd\u5b66\u4f1a\u5728RL\u8bad\u7ec3\u4e2d\u76f4\u63a5\u641c\u7d22\u7b54\u6848\u3002\u4e00\u4e2a\u7f16\u7a0b\u667a\u80fd\u4f53\u53ef\u80fd\u5229\u7528\u4ee3\u7801\u4ed3\u5e93\u4e2d\u7684\u672a\u6765\u4fe1\u606f\u3001\u6ee5\u7528\u65e5\u5fd7\uff0c\u6216\u53d1\u73b0\u8ba9\u4efb\u52a1\u5931\u6548\u7684\u6377\u5f84\u3002\u4e00\u4e2a\u6709\u9690\u85cf\u6cc4\u6f0f\u7684\u73af\u5883\u53ef\u80fd\u8ba9\u7b56\u7565\u770b\u8d77\u6765\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\uff0c\u5b9e\u9645\u4e0a\u5374\u662f\u5728\u8bad\u7ec3\u5b83\u4f5c\u5f0a\u3002<\/p>\n

\u8fd9\u5c31\u662f\u667a\u80fd\u4f53\u65f6\u4ee3\u53d8\u5f97\u6bd4\u63a8\u7406\u65f6\u4ee3\u5fae\u5999\u5f97\u591a\u7684\u5730\u65b9\u3002<\/p>\n

\u66f4\u597d\u7684\u5de5\u5177\u8ba9\u6a21\u578b\u66f4\u6709\u7528\uff0c\u4f46\u4e5f\u6269\u5927\u4e86\u865a\u5047\u4f18\u5316\u7684\u653b\u51fb\u9762\u3002<\/p>\n

\u6211\u4eec\u5e94\u8be5\u9884\u671f\uff0c\u4e0b\u4e00\u6279\u4e25\u8083\u7684\u7814\u7a76\u74f6\u9888\u5c06\u6765\u81ea\u73af\u5883\u8bbe\u8ba1\u3001\u8bc4\u4f30\u5668\u9c81\u68d2\u6027\u3001\u9632\u4f5c\u5f0a\u534f\u8bae\uff0c\u4ee5\u53ca\u7b56\u7565\u4e0e\u4e16\u754c\u4e4b\u95f4\u66f4\u6709\u539f\u5219\u7684\u63a5\u53e3\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u65b9\u5411\u662f\u660e\u786e\u7684\u3002\u5de5\u5177\u8d4b\u80fd\u7684\u601d\u7ef4\u5c31\u662f\u6bd4\u5b64\u7acb\u7684\u601d\u7ef4\u66f4\u6709\u7528\uff0c\u4e5f\u66f4\u6709\u53ef\u80fd\u771f\u6b63\u63d0\u5347\u751f\u4ea7\u529b\u3002<\/p>\n

\u667a\u80fd\u4f53\u5f0f\u601d\u8003\u8fd8\u610f\u5473\u7740\u7f16\u6392\u5de5\u7a0b\uff08harness engineering\uff09\u7684\u5174\u8d77\u3002\u6838\u5fc3\u667a\u80fd\u5c06\u8d8a\u6765\u8d8a\u591a\u5730\u6765\u81ea\u591a\u4e2a\u667a\u80fd\u4f53\u7684\u7ec4\u7ec7\u65b9\u5f0f\uff1a<\/p>\n

\u4e00\u4e2a\u8d1f\u8d23\u89c4\u5212\u548c\u5206\u53d1\u4efb\u52a1\u7684\u7f16\u6392\u8005\uff0c\u591a\u4e2a\u50cf\u9886\u57df\u4e13\u5bb6\u4e00\u6837\u884c\u52a8\u7684\u4e13\u4e1a\u667a\u80fd\u4f53\uff0c\u4ee5\u53ca\u6267\u884c\u66f4\u7a84\u4efb\u52a1\u7684\u5b50\u667a\u80fd\u4f53\u2014\u2014\u5b83\u4eec\u5e2e\u52a9\u63a7\u5236\u4e0a\u4e0b\u6587\u3001\u907f\u514d\u4fe1\u606f\u6c61\u67d3\u3001\u5e76\u7ef4\u62a4\u4e0d\u540c\u5c42\u7ea7\u63a8\u7406\u4e4b\u95f4\u7684\u9694\u79bb\u3002<\/p>\n

\u672a\u6765\u7684\u65b9\u5411\u662f\uff1a\u4ece\u8bad\u7ec3\u6a21\u578b\u5230\u8bad\u7ec3\u667a\u80fd\u4f53\uff0c\u4ece\u8bad\u7ec3\u667a\u80fd\u4f53\u5230\u8bad\u7ec3\u7cfb\u7edf\u3002<\/p>\n

\u63a8\u7406\u6d6a\u6f6e\u7684\u7b2c\u4e00\u9636\u6bb5\u786e\u7acb\u4e86\u4e00\u4ef6\u91cd\u8981\u7684\u4e8b\uff1a<\/p>\n

\u5f53\u53cd\u9988\u4fe1\u53f7\u53ef\u9760\u4e14\u57fa\u7840\u8bbe\u65bd\u80fd\u591f\u652f\u6491\u65f6\uff0c\u8bed\u8a00\u6a21\u578b\u4e4b\u4e0a\u7684RL\u53ef\u4ee5\u4ea7\u51fa\u8d28\u7684\u98de\u8dc3\u5f0f\u7684\u8ba4\u77e5\u80fd\u529b\u3002<\/p>\n

\u66f4\u6df1\u5c42\u7684\u8f6c\u53d8\u662f\u4ece\u63a8\u7406\u5f0f\u601d\u8003\u5230\u667a\u80fd\u4f53\u5f0f\u601d\u8003\uff1a<\/p>\n

\u4ece\u60f3\u5f97\u66f4\u4e45\uff0c\u5230\u4e3a\u4e86\u884c\u52a8\u800c\u60f3\u3002\u8bad\u7ec3\u7684\u6838\u5fc3\u5bf9\u8c61\u5df2\u7ecf\u6539\u53d8\u4e86\u2014\u2014\u5b83\u53d8\u6210\u4e86\u6a21\u578b+\u73af\u5883\u7684\u7cfb\u7edf\uff0c\u6216\u8005\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u662f\u667a\u80fd\u4f53\u548c\u56f4\u7ed5\u5b83\u7684\u7f16\u6392\u6846\u67b6\u3002<\/p>\n

\u8fd9\u6539\u53d8\u4e86\u54ea\u4e9b\u7814\u7a76\u8981\u7d20\u6700\u91cd\u8981\uff1a<\/p>\n

\u6a21\u578b\u67b6\u6784\u548c\u8bad\u7ec3\u6570\u636e\u5f53\u7136\u4ecd\u7136\u91cd\u8981\uff0c\u4f46\u73af\u5883\u8bbe\u8ba1\u3001\u8f68\u8ff9\u91c7\u6837\u57fa\u7840\u8bbe\u65bd\u3001\u8bc4\u4f30\u5668\u9c81\u68d2\u6027\u3001\u4ee5\u53ca\u591a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u8c03\u63a5\u53e3\u540c\u6837\u5173\u952e\u3002<\/p>\n

\u8fd9\u4e5f\u6539\u53d8\u4e86\u201c\u597d\u7684\u601d\u8003\u201d\u7684\u5b9a\u4e49\uff1a<\/p>\n

\u6700\u6709\u7528\u7684\u8f68\u8ff9\uff0c\u662f\u80fd\u5728\u771f\u5b9e\u4e16\u754c\u7ea6\u675f\u4e0b\u7ef4\u6301\u6709\u6548\u884c\u52a8\u7684\u90a3\u4e2a\u2014\u2014\u800c\u975e\u6700\u957f\u6216\u6700\u9192\u76ee\u7684\u90a3\u4e2a\u3002<\/p>\n

\u8fd9\u4e5f\u6539\u53d8\u4e86\u7ade\u4e89\u4f18\u52bf\u7684\u6765\u6e90\uff1a<\/p>\n

\u5728\u63a8\u7406\u65f6\u4ee3\uff0c\u4f18\u52bf\u6765\u81ea\u66f4\u597d\u7684RL\u7b97\u6cd5\u3001\u66f4\u5f3a\u7684\u53cd\u9988\u4fe1\u53f7\u548c\u66f4\u53ef\u6269\u5c55\u7684\u8bad\u7ec3\u6d41\u6c34\u7ebf\u3002<\/p>\n

\u5728\u667a\u80fd\u4f53\u65f6\u4ee3\uff0c\u4f18\u52bf\u5c06\u6765\u81ea\u66f4\u597d\u7684\u73af\u5883\u3001\u66f4\u7d27\u5bc6\u7684\u8bad\u7ec3-\u63a8\u7406\u8026\u5408\u3001\u66f4\u5f3a\u7684\u7f16\u6392\u5de5\u7a0b\uff0c\u4ee5\u53ca\u5728\u6a21\u578b\u7684\u51b3\u7b56\u4e0e\u8fd9\u4e9b\u51b3\u7b56\u4ea7\u751f\u7684\u540e\u679c\u4e4b\u95f4\u5b9e\u73b0\u95ed\u73af\u7684\u80fd\u529b\u3002<\/p>\n

\u539f\u6587\u5730\u5740\uff1ahttps:\/\/x.com\/JustinLin610\/status\/2037116325210829168?s=20<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

\u6797\u4fca\u65f8\uff0c\u79bb\u804c\u963f\u91cc\u5343\u95ee\u540e\u9996\u6b21\u53d1\u58f0\u3002<\/p>\n

\u4ed6\u6ca1\u6709\u56de\u5e94\u79bb\u804c\u98ce\u6ce2\u6216\u5ba3\u544a\u53bb\u5411\uff0c\u800c\u662f\u53d1\u957f\u6587\u63a2\u8ba8\u4ece\u201c\u63a8\u7406\u6a21\u578b\u65f6\u4ee3\u7684\u601d\u8003\u201d\u5230\u201c\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u601d\u8003\u201d\u7684\u8f6c\u53d8\u3002<\/p>\n

\u6574\u7bc7\u6587\u7ae0\u8c08\u7684\u662f\u6280\u672f\u548cAI\u7684\u672a\u6765\u65b9\u5411\uff0c\u4f46\u5b57\u91cc\u884c\u95f4\u5bf9\u5343\u95ee\u6280\u672f\u8def\u7ebf\u7684\u53cd\u601d\u85cf\u4e0d\u4f4f\u3002<\/p>\n

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