{"id":3397,"date":"2026-07-03T02:06:59","date_gmt":"2026-07-03T02:06:59","guid":{"rendered":"https:\/\/csofferprep.com\/anthropic-swe-vo-concurrency-llm-serving-culture\/"},"modified":"2026-07-04T00:00:05","modified_gmt":"2026-07-04T00:00:05","slug":"anthropic-swe-vo-concurrency-llm-serving-culture","status":"publish","type":"post","link":"https:\/\/csofferprep.com\/zh_tw\/vo\/anthropic-swe-vo-concurrency-llm-serving-culture\/","title":{"rendered":"Anthropic SWE VO \u9762\u7ecf\uff5cConcurrency Coding\u3001LLM Serving \u4e0e Culture Round \u590d\u76d8"},"content":{"rendered":"<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/csofferprep.com\/wp-content\/uploads\/2026\/07\/csofferprep_anthropic_vo_2026-07-03.png\" alt=\"Anthropic VO \u9762\u7ecf\u914d\u56fe\" \/><\/figure>\n<p>Anthropic SWE VO \u7684\u51c6\u5907\u91cd\u70b9\u4e0d\u53ea\u662f\u5237\u9898\u901f\u5ea6\u3002Coding \u8f6e\u4f1a\u628a\u4e00\u4e2a\u80fd\u8dd1\u7684\u7248\u672c\u7ee7\u7eed\u63a8\u5230\u5e76\u53d1\u3001\u8d85\u65f6\u3001\u53bb\u91cd\u548c\u5f02\u5e38\u6062\u590d\uff1bSystem Design \u4f1a\u56f4\u7ed5 LLM inference\u3001batching\u3001KV cache \u548c streaming response \u6df1\u6316\u3002\u51c6\u5907\u65f6\u53ef\u4ee5\u5148\u8bfb <a href=\"https:\/\/www.interviewquery.com\/guides\/anthropic-software-engineer\" target=\"_blank\" rel=\"noopener\">Anthropic Software Engineer interview guide<\/a>\uff0c\u518d\u628a\u6bcf\u9053\u9898\u5199\u6210\u53ef\u89e3\u91ca\u3001\u53ef\u6d4b\u8bd5\u3001\u80fd\u627f\u53d7 follow-up \u7684\u7248\u672c\u3002<\/p>\n<h2>\u7b2c\u4e00\u9762\uff1aCoding &#8211; Concurrent Web Crawler<\/h2>\n<p><strong>\u9898\u76ee<\/strong>\uff1a\u5b9e\u73b0\u4e00\u4e2a web crawler\uff0c\u4ece <code>start_url<\/code> \u51fa\u53d1\u6293\u53d6\u9875\u9762\uff0c\u62bd\u53d6\u94fe\u63a5\u5e76\u751f\u6210 sitemap\u3002\u8f93\u5165\u5305\u542b\u6700\u5927\u6df1\u5ea6\u3001\u540c\u57df\u540d\u9650\u5236\u548c\u5e76\u53d1\u4e0a\u9650\uff0c\u8f93\u51fa\u6bcf\u4e2a URL \u7684\u72b6\u6001\u3001\u6df1\u5ea6\u548c\u7236\u94fe\u63a5\u3002<\/p>\n<p><strong>\u89e3\u7b54\u601d\u8def<\/strong>\uff1a\u5148\u5199\u5355\u7ebf\u7a0b BFS\uff0c\u961f\u5217\u91cc\u4fdd\u5b58 URL \u548c\u6df1\u5ea6\uff0c<code>visited<\/code> \u96c6\u5408\u8d1f\u8d23\u53bb\u91cd\uff0c\u8d85\u8fc7\u6df1\u5ea6\u6216\u8de8\u57df\u7684\u94fe\u63a5\u4e0d\u5165\u961f\u3002\u5e76\u53d1\u7248\u672c\u7528 worker pool \u6216 <code>asyncio<\/code> semaphore \u63a7\u5236\u540c\u65f6\u8bf7\u6c42\u6570\uff0c\u6bcf\u4e2a\u8bf7\u6c42\u8bbe\u7f6e timeout\uff0c\u5e76\u628a redirect\u3001\u76f8\u5bf9\u8def\u5f84\u3001\u91cd\u590d\u94fe\u63a5\u548c\u7a7a\u9875\u9762\u5f53\u6210\u6b63\u5e38\u5206\u652f\u5904\u7406\u3002\u5171\u4eab\u72b6\u6001\u8981\u96c6\u4e2d\u66f4\u65b0\uff0c\u907f\u514d\u4e24\u4e2a worker \u540c\u65f6\u6293\u540c\u4e00\u4e2a URL\u3002\u9762\u8bd5\u5b98\u7ee7\u7eed\u8ffd robots.txt \u6216 rate limit \u65f6\uff0c\u53ef\u4ee5\u628a\u57df\u540d\u7ea7\u522b\u7684\u9650\u6d41\u5668\u62c6\u51fa\u6765\uff0c\u8ba9 crawler \u4e3b\u903b\u8f91\u4fdd\u6301\u6e05\u695a\u3002<\/p>\n<h2>\u7b2c\u4e8c\u9762\uff1aCoding &#8211; Profiler Trace Reconstruction<\/h2>\n<p><strong>\u9898\u76ee<\/strong>\uff1a\u7ed9\u5b9a\u4e00\u7ec4\u5b9a\u65f6\u91c7\u6837\u7684 call stack\uff0c\u4f8b\u5982 <code>[&quot;main&quot;, &quot;parse&quot;, &quot;decode&quot;]<\/code>\uff0c\u91cd\u5efa\u6bcf\u4e2a\u51fd\u6570\u8fdb\u5165\u548c\u9000\u51fa\u7684 trace event\uff0c\u5e76\u8ba1\u7b97\u6bcf\u4e2a\u51fd\u6570\u7684\u6d3b\u8dc3\u65f6\u95f4\u3002<\/p>\n<p><strong>\u89e3\u7b54\u601d\u8def<\/strong>\uff1a\u6bd4\u8f83\u76f8\u90bb\u4e24\u6b21\u91c7\u6837\u7684\u6700\u957f\u516c\u5171\u524d\u7f00\u3002\u65e7\u6808\u4e2d\u4e0d\u5728\u516c\u5171\u524d\u7f00\u91cc\u7684\u51fd\u6570\u6309\u4ece\u6808\u9876\u5230\u6808\u5e95\u9000\u51fa\uff0c\u65b0\u6808\u4e2d\u65b0\u589e\u7684\u51fd\u6570\u6309\u4ece\u6d45\u5230\u6df1\u8fdb\u5165\u3002\u9012\u5f52\u51fd\u6570\u4e0d\u80fd\u53ea\u7528\u51fd\u6570\u540d\u5224\u65ad\uff0c\u8981\u7528\u6808\u4f4d\u7f6e\u533a\u5206\u540c\u540d\u5e27\uff1b\u91c7\u6837\u95f4\u9694\u4f5c\u4e3a\u65f6\u95f4\u7c92\u5ea6\uff0c\u9000\u51fa\u4e8b\u4ef6\u8bb0\u5728\u5f53\u524d\u91c7\u6837\u65f6\u95f4\u70b9\u3002\u5b9e\u73b0\u65f6\u628a trace event \u548c\u805a\u5408\u7edf\u8ba1\u5206\u5f00\uff0c\u5148\u4fdd\u8bc1\u4e8b\u4ef6\u987a\u5e8f\u6b63\u786e\uff0c\u518d\u5904\u7406\u7f3a\u5931\u91c7\u6837\u3001\u7a7a\u6808\u548c\u6700\u540e\u4e00\u6b21 flush\u3002<\/p>\n<h2>\u7b2c\u4e09\u9762\uff1aSystem Design &#8211; LLM Inference API<\/h2>\n<p><strong>\u9898\u76ee<\/strong>\uff1a\u8bbe\u8ba1\u4e00\u4e2a\u9762\u5411\u591a\u79df\u6237\u7684 LLM inference API\uff0c\u652f\u6301\u540c\u6b65\u548c streaming response\uff0c\u8981\u6c42\u63a7\u5236\u5ef6\u8fdf\u3001\u63d0\u9ad8 GPU \u5229\u7528\u7387\uff0c\u5e76\u652f\u6301\u9ad8\u4f18\u5148\u7ea7\u8bf7\u6c42\u3002<\/p>\n<p><strong>\u89e3\u7b54\u601d\u8def<\/strong>\uff1a\u5165\u53e3\u5c42\u5148\u505a\u9274\u6743\u3001quota\u3001prompt size \u68c0\u67e5\u548c request id \u53bb\u91cd\uff0c\u7136\u540e\u8fdb\u5165\u961f\u5217\u3002\u8c03\u5ea6\u5c42\u6309\u6a21\u578b\u3001\u4e0a\u4e0b\u6587\u957f\u5ea6\u3001\u79df\u6237\u4f18\u5148\u7ea7\u548c\u7b49\u5f85\u65f6\u95f4\u505a dynamic batching\uff0cGPU worker \u8d1f\u8d23\u63a8\u7406\u548c token streaming\u3002KV cache \u8981\u6309 session \u6216 prefix \u7ba1\u7406\uff0c\u7f13\u5b58\u547d\u4e2d\u80fd\u964d\u4f4e\u9996 token \u5ef6\u8fdf\uff0c\u4f46\u8981\u8bbe\u7f6e\u5185\u5b58\u4e0a\u9650\u548c\u6dd8\u6c70\u7b56\u7565\u3002\u9ad8\u4f18\u5148\u7ea7\u8bf7\u6c42\u4e0d\u80fd\u65e0\u9650\u63d2\u961f\uff0c\u53ef\u4ee5\u7528 weighted fair queue\u3002\u76d1\u63a7\u8981\u62c6\u6210 queue latency\u3001time to first token\u3001tokens per second\u3001GPU memory\u3001error rate \u548c\u53d6\u6d88\u7387\uff0c\u65b9\u4fbf\u5b9a\u4f4d\u662f\u6392\u961f\u3001\u6a21\u578b\u8fd8\u662f\u4e0b\u6e38\u8fde\u63a5\u7684\u95ee\u9898\u3002<\/p>\n<h2>\u7b2c\u56db\u9762\uff1aCulture Round \u4e0e HM \u6df1\u6316<\/h2>\n<p><strong>\u9898\u76ee<\/strong>\uff1a\u8bb2\u4e00\u4e2a\u4f60\u5728\u5de5\u7a0b\u5224\u65ad\u4e0a\u6539\u53d8\u8fc7\u4e3b\u610f\u7684\u9879\u76ee\uff0c\u5e76\u89e3\u91ca\u4f60\u600e\u6837\u5904\u7406\u98ce\u9669\u3001\u56e2\u961f\u5206\u6b67\u548c\u4e0a\u7ebf\u540e\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>\u89e3\u7b54\u601d\u8def<\/strong>\uff1a\u7b54\u6848\u8981\u843d\u5230\u5177\u4f53\u5de5\u7a0b\u53d6\u820d\uff1a\u5148\u8bb2\u539f\u65b9\u6848\u4e3a\u4ec0\u4e48\u4e0d\u591f\u597d\uff0c\u518d\u8bb2\u4f60\u770b\u5230\u7684\u65b0\u7ea6\u675f\uff0c\u6bd4\u5982\u5ef6\u8fdf\u3001\u53ef\u9760\u6027\u3001\u53ef\u7ef4\u62a4\u6027\u6216\u7528\u6237\u5f71\u54cd\u9762\u3002\u5206\u6b67\u90e8\u5206\u522b\u5199\u6210\u201c\u6211\u8bf4\u670d\u4e86\u6240\u6709\u4eba\u201d\uff0c\u8981\u8bb2\u4f60\u600e\u6837\u7528\u5b9e\u9a8c\u3001\u65e5\u5fd7\u548c\u56de\u6eda\u6761\u4ef6\u7f29\u5c0f\u4e89\u8bae\u3002Anthropic \u7684\u6587\u5316\u8f6e\u4f1a\u8ffd\u4ef7\u503c\u89c2\u548c\u5b89\u5168\u8fb9\u754c\uff0c\u56de\u7b54\u65f6\u8981\u628a\u5de5\u7a0b\u5224\u65ad\u548c\u4ea7\u54c1\u5f71\u54cd\u8fde\u8d77\u6765\uff1a\u4ec0\u4e48\u80fd\u81ea\u52a8\u5316\uff0c\u4ec0\u4e48\u5fc5\u987b\u4fdd\u7559\u4eba\u5de5 review\uff0c\u4ec0\u4e48\u60c5\u51b5\u4e0b\u5b81\u53ef\u6162\u4e00\u70b9\u4e5f\u4e0d\u80fd\u5192\u9669\u3002<\/p>\n<h2>\u5907\u8003\u5efa\u8bae<\/h2>\n<p>Coding \u91cd\u70b9\u7ec3\u5e76\u53d1 crawler\u3001LRU\/cache\u3001\u4efb\u52a1\u8c03\u5ea6\u3001trace \u89e3\u6790\u548c\u72b6\u6001\u673a\uff1bSystem Design \u91cd\u70b9\u7ec3 LLM serving\u3001\u961f\u5217\u8c03\u5ea6\u3001GPU batching\u3001streaming\u3001\u9650\u6d41\u548c\u53ef\u89c2\u6d4b\u6027\u3002\u6bcf\u9053\u9898\u90fd\u8981\u51c6\u5907\u4e24\u5c42 follow-up\uff1a\u4e00\u5c42\u662f\u8fb9\u754c\u8f93\u5165\uff0c\u4e00\u5c42\u662f\u7ebf\u4e0a\u7cfb\u7edf\u7ea6\u675f\u3002Anthropic \u8fd8\u4f1a\u770b\u6c9f\u901a\u65b9\u5f0f\uff0c\u5199\u4ee3\u7801\u65f6\u8981\u628a\u4e0d\u53d8\u91cf\u548c\u6d4b\u8bd5\u70b9\u8bf4\u51fa\u6765\u3002<\/p>\n<h2>FAQ<\/h2>\n<h3>Anthropic SWE VO \u6700\u8be5\u5148\u51c6\u5907\u54ea\u4e00\u5757\uff1f<\/h3>\n<p>\u5148\u51c6\u5907\u5e76\u53d1 Coding \u548c LLM inference design\u3002\u7b97\u6cd5\u9898\u8981\u80fd\u5199\u51fa\u6b63\u786e\u5b9e\u73b0\uff0c\u7cfb\u7edf\u9898\u8981\u80fd\u89e3\u91ca\u961f\u5217\u3001batching\u3001\u7f13\u5b58\u3001\u53d6\u6d88\u8bf7\u6c42\u548c\u5ef6\u8fdf\u6307\u6807\u3002<\/p>\n<h3>Culture Round \u600e\u4e48\u51c6\u5907\uff1f<\/h3>\n<p>\u51c6\u5907\u4e09\u4e2a\u9879\u76ee\uff1a\u4e00\u6b21\u590d\u6742 debug\u3001\u4e00\u6b21\u6027\u80fd\u6216\u6210\u672c\u4f18\u5316\u3001\u4e00\u6b21\u6d89\u53ca\u4ea7\u54c1\u98ce\u9669\u7684\u53d6\u820d\u3002\u6bcf\u4e2a\u9879\u76ee\u90fd\u8981\u8bb2\u6e05\u6307\u6807\u3001\u5931\u8d25\u8def\u5f84\u3001\u4e0a\u7ebf\u7b56\u7565\u548c\u590d\u76d8\u52a8\u4f5c\u3002<\/p>\n<h3>Coding \u8f6e\u5199\u5b8c\u4e3b\u903b\u8f91\u540e\u8fd8\u8981\u505a\u4ec0\u4e48\uff1f<\/h3>\n<p>\u4e3b\u52a8\u8865\u6d4b\u8bd5\uff1a\u7a7a\u8f93\u5165\u3001\u91cd\u590d URL\u3001timeout\u3001\u5faa\u73af\u94fe\u63a5\u3001\u9012\u5f52\u6808\u3001\u4e71\u5e8f\u91c7\u6837\u548c\u8d44\u6e90\u4e0a\u9650\u3002Anthropic \u7684 follow-up \u5f88\u5bb9\u6613\u4ece\u201c\u80fd\u8dd1\u201d\u8f6c\u5230\u201c\u7ebf\u4e0a\u600e\u4e48\u7a33\u201d\u3002<\/p>\n<h2>\u5173\u4e8e CSOFFERPREP<\/h2>\n<p>\u8fdb VO \u4e4b\u524d\uff0c\u53ef\u4ee5\u627e CSOFFERPREP \u505a\u5b9e\u65f6\u9762\u8bd5\u52a9\u653b\u548c\u5907\u8003\u8f85\u5bfc\u3002CSOFFERPREP \u6df1\u8015\u5317\u7f8e IT \u884c\u4e1a\u591a\u5e74\uff0c\u5df2\u5e2e\u52a9\u4e07\u4f59\u540d\u5b66\u751f\u8fdb\u5165\u5168\u7403 500 \u5f3a\u4f01\u4e1a\u3002\u5bfc\u5e08\u6765\u81ea\u4e00\u7ebf\u5927\u5382\u8d44\u6df1\u5de5\u7a0b\u5e08\u548c\u9762\u8bd5\u5b98\uff0c\u5bf9 Anthropic \u8fd9\u7c7b\u6ce8\u91cd\u5de5\u7a0b\u6587\u5316\u7684\u516c\u53f8\u7684\u9762\u8bd5\u5957\u8def\u5f88\u719f\u6089\u3002\u65e0\u8bba\u662f OA\u8f85\u52a9\u3001OA \u8f85\u5bfc\u3001VO \u8f85\u52a9\u3001VO \u6a21\u62df\u9762\u8bd5\u3001VO \u8f85\u52a9\u8fd8\u662f\u7cfb\u7edf\u8bbe\u8ba1\u8f85\u52a9\uff0c\u90fd\u53ef\u4ee5\u83b7\u5f97\u66f4\u6709\u9488\u5bf9\u6027\u7684\u51c6\u5907\u65b9\u6848\uff1a<a href=\"https:\/\/csofferprep.com\/price\/\" target=\"_blank\" rel=\"noopener\">CSOFFERPREP \u00b7 \u670d\u52a1\u8be6\u60c5<\/a><\/p>\n<h2>\u53c2\u8003\u6765\u6e90<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.interviewquery.com\/guides\/anthropic-software-engineer\" target=\"_blank\" rel=\"noopener\">Interview Query &#8211; Anthropic Software Engineer Interview Guide<\/a><\/li>\n<li><a href=\"https:\/\/www.tryexponent.com\/guides\/anthropic-software-engineer-interview\" target=\"_blank\" rel=\"noopener\">Exponent &#8211; Anthropic Software Engineer Interview Guide<\/a><\/li>\n<li><a href=\"https:\/\/www.businessinsider.com\/anthropic-claude-opus-4-5-beats-every-human-engineering-test-2025-11\" target=\"_blank\" rel=\"noopener\">Business Insider &#8211; Anthropic engineering take-home test<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Anthropic SWE VO \u9762\u7ecf\u590d\u76d8\uff0c\u8986\u76d6\u5e76\u53d1 Coding\u3001Profiler Trace\u3001LLM Inference System Design\u3001Culture Round 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