{"id":15311,"date":"2026-09-29T06:34:37","date_gmt":"2026-09-29T06:34:37","guid":{"rendered":"https:\/\/nxhdyxdsj.com\/?p=15311"},"modified":"2026-09-29T06:34:37","modified_gmt":"2026-09-29T06:34:37","slug":"%e4%b8%8d%e5%88%b0-1-%e4%b8%aa%e6%9c%88%e4%bc%b0%e5%80%bc%e6%9a%b4%e6%b6%a8-100-%e4%ba%bf%e7%be%8e%e5%85%83%ef%bc%8cjev-%e5%88%9b%e9%80%a0%e8%80%85%ef%bc%9achatgpt-%e6%8a%8a-ai-%e5%b8%a6%e6%ad%aa","status":"publish","type":"post","link":"https:\/\/nxhdyxdsj.com\/?p=15311","title":{"rendered":"\u4e0d\u5230 1 \u4e2a\u6708\u4f30\u503c\u66b4\u6da8 100 \u4ebf\u7f8e\u5143\uff0cJev \u521b\u9020\u8005\uff1aChatGPT \u628a AI \u5e26\u6b6a\u4e86"},"content":{"rendered":"<p><\/p>\n<p>\u6700\u8fd1\uff0c \u4e00\u4e2a\u53eb Jev \u7684 AI \u6a21\u578b\u7a81\u7136\u5728\u5f00\u53d1\u8005\u5708\u5b50\u91cc\u70b8\u4e86\u3002\u66f4\u53ef\u6015\u7684\u662f\uff0c\u6839\u636e\u6700\u65b0\u6d88\u606f\uff0cJev \u6700\u8fd1\u6b63\u5728\u6d3d\u8c08 10 \u4ebf\u7f8e\u5143\u878d\u8d44\uff0c\u6700\u65b0\u4f30\u503c 100 \u4ebf\u7f8e\u5143&mdash;&mdash;\u800c\u8fd9\u8ddd\u79bb Jev \u63a8\u51fa\uff0c\u8fd8\u4e0d\u5230 1 \u4e2a\u6708\u3002<\/p>\n<p>Jev \u8fd9\u4e2a\u65b0\u6a21\u578b\uff0c\u5b83\u4e0d\u751f\u6210\u6587\u672c\uff0c\u4e0d\u8ddf\u4f60\u804a\u5929\uff0c\u751a\u81f3\u4e0d\u5199\u4ee3\u7801\u3002\u4f60\u7ed9\u5b83\u4e00\u6bb5\u6570\u636e\u548c\u4e00\u7ec4\u7ed3\u6784\u5316\u95ee\u9898\uff0c\u5b83\u8fd4\u56de\u7c7b\u578b\u5316\u7684\u7b54\u6848\u548c\u6821\u51c6\u8fc7\u7684\u6982\u7387\u503c\u3002TypeSafe AI \u7ba1\u5b83\u53eb\u300cSystem One \u6a21\u578b\u300d\uff0c\u4e00\u79cd\u5168\u65b0\u7684\u6a21\u578b\u7c7b\u522b\u30029 \u6708 15 \u65e5\u53d1\u5e03\u65e9\u671f\u8bbf\u95ee\u7248\u672c\u7684\u540c\u65f6\uff0c\u516c\u53f8\u5ba3\u5e03\u83b7\u5f97 DCVC \u9886\u6295\u7684 4000 \u4e07\u7f8e\u5143\u79cd\u5b50\u8f6e\u878d\u8d44\uff0c\u4f30\u503c 2 \u4ebf\u7f8e\u5143\u3002<\/p>\n<p>\u5f00\u53d1\u8005\u793e\u533a\u5f88\u5feb\u70b8\u5f00\u4e86\u9505\u3002TypeSafe \u516c\u5e03\u7684\u6570\u636e\u663e\u793a\uff0c\u5728\u5206\u7c7b\u4efb\u52a1\u4e0a Jev \u6bd4 GPT \u7cfb\u5217\u5feb\u7ea6 193 \u500d\u3001\u4fbf\u5b9c\u7ea6 445 \u500d\u3002Vercel CEO Guillermo Rauch \u6d4b\u8bd5\u540e\u8bf4\uff0c\u5728 p95 \u5ef6\u8fdf\u4e0a Jev \u6bd4 GPT Luna \u5feb 18 \u500d\uff0c\u800c\u4e14\u66f4\u51c6\u3002LangChain \u7b2c\u4e00\u65f6\u95f4\u5199\u4e86\u96c6\u6210\u6307\u5357\u3002<\/p>\n<p><strong>\u4f46\u771f\u6b63\u8ba9 Jev \u503c\u5f97\u5173\u6ce8\u7684\uff0c\u4e0d\u662f\u8fd9\u4e9b\u6570\u5b57\uff0c\u800c\u662f\u5b83\u80cc\u540e\u7684\u4eba\u548c\u4ed6\u7684\u5224\u65ad<\/strong>\u3002<\/p>\n<p>Jev \u7684\u521b\u9020\u8005 Diogo Almeida \u66fe\u5728 OpenAI \u5de5\u4f5c\u8fd1\u56db\u5e74\uff0c\u662f GPT-4\u3001ChatGPT \u4ee5\u53ca RLHF\/InstructGPT \u7684\u5408\u8457\u8005\u3002 \u4ed6\u6240\u5728\u7684\u56e2\u961f\u57fa\u672c\u4e0a\u53d1\u660e\u4e86\u300c\u540e\u8bad\u7ec3\u300d\u8fd9\u4e2a\u6982\u5ff5\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u4eca\u5929\u51e0\u4e4e\u6240\u6709\u5927\u8bed\u8a00\u6a21\u578b\u80cc\u540e\u7684\u6838\u5fc3\u8bad\u7ec3\u8303\u5f0f\uff0c\u90fd\u6709\u4ed6\u7684\u624b\u7b14\u3002<\/p>\n<p>\u800c\u5728 Jev \u53d1\u5e03\u524d\u516d\u5468\uff0cAlmeida \u5728 AI Engineer \u5927\u4f1a\u4e0a\u505a\u4e86\u4e00\u573a 18 \u5206\u949f\u7684\u6f14\u8bb2\uff0c\u6807\u9898\u53eb\u300c<strong>What&#8217;s Next After RLHF<\/strong>?\u300d\u3002<\/p>\n<p>\u4ed6\u5728\u53f0\u4e0a\u8bf4\uff0c\u81ea\u5df1\u662f OpenAI \u5185\u90e8\u5c11\u6570\u516c\u5f00\u300c\u9ed1\u300dChatGPT \u7684\u4eba\uff1b\u4ed6\u8ba4\u4e3a ChatGPT \u548c Claude Code \u5c5e\u4e8e\u540c\u4e00\u4e2a\u65f6\u4ee3\uff1b<strong>\u4ed6\u76f8\u4fe1\u6574\u4e2a\u884c\u4e1a\u7ec8\u5c06\u628a RLHF \u65f6\u4ee3\u89c6\u4e3a\u4e00\u6bb5\u300c\u5947\u602a\u7684\u5f2f\u8def\u300d<\/strong>\u3002<\/p>\n<p>\u4e00\u4e2a\u6280\u672f\u8303\u5f0f\u7684\u7f14\u9020\u8005\uff0c\u4eb2\u624b\u7ed9\u81ea\u5df1\u521b\u9020\u7684\u65f6\u4ee3\u5199\u60bc\u8bcd\uff0c\u8fd9\u79cd\u4e8b\u4e0d\u5e38\u53d1\u751f\u3002<\/p>\n<p><strong>\u4ee5\u4e0b\u662f\u6f14\u8bb2\u4e2d\u7684\u4e00\u4e9b\u6838\u5fc3\u89c2\u70b9<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u300c\u4e0b\u4e00\u4e2a\u65f6\u4ee3\u4e0d\u662f Claude Code \u65f6\u4ee3\u3002ChatGPT \u548c Claude Code \u5c5e\u4e8e\u540c\u4e00\u4e2a\u65f6\u4ee3\u3002\u300d<\/strong><\/li>\n<li><strong>\u300c\u4e3a\u4ec0\u4e48\u6240\u6709 LLM \u90fd\u9700\u8981\u4eba\u7c7b\u5728\u56de\u8def\u4e2d\uff1f\u56e0\u4e3a\u6211\u4eec\u5c31\u662f\u628a\u4eba\u7c7b\u653e\u8fdb\u4e86\u56de\u8def\u91cc\u3002\u300d<\/strong><\/li>\n<li><strong>\u300c\u65e0\u8bba\u6a21\u578b\u6709\u591a\u9519\uff0c\u5b83\u90fd\u4f1a\u770b\u8d77\u6765\u662f\u5bf9\u7684\u3002\u300d<\/strong><\/li>\n<li><strong>\u300c\u6211\u4eec\u53ea\u662f\u5728\u81ea\u52a8\u5316\u300e\u5199\u8f6f\u4ef6\u300f\u8fd9\u4ef6\u4e8b\uff0c\u4f46\u8f6f\u4ef6\u672c\u8eab\u7684\u8868\u8fbe\u529b\u5e76\u6ca1\u6709\u53d8\u3002\u300d<\/strong><\/li>\n<li><strong>\u300c\u539f\u59cb\u7684 Scaling Law \u662f\u9519\u7684\u3002<\/strong>\u300d<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u662f\u8fd9\u573a\u6f14\u8bb2\u7684\u7cbe\u7f16\u8f6c\u5f55\u6587\u5b57\uff1a<\/p>\n<h1 style=\"text-align: center\"><strong><em>01<\/em><\/strong><\/h1>\n<p style=\"text-align: center\"><strong>\u300c\u9ed1 ChatGPT \u7684\u4eba\u300d<\/strong><\/p>\n<p>\u6211\u53eb Diogo Almeida\uff0c\u4eca\u5929\u8bb2\u7684\u4e3b\u9898\u662f\u300cRLHF \u4e4b\u540e\u662f\u4ec0\u4e48\u300d\u3002\u66f4\u51c6\u786e\u5730\u8bf4\uff0c\u5e94\u8be5\u53eb\u300c\u6211\u4eec\u6240\u5904\u7684 ChatGPT \u65f6\u4ee3\u4e4b\u540e\u662f\u4ec0\u4e48\u300d\u3002<\/p>\n<p>\u5148\u7ed9\u4f60\u4eec\u4e00\u4e2a\u63d0\u793a\uff1a<strong>\u4e0b\u4e00\u4e2a\u65f6\u4ee3\u4e0d\u662f Claude Code \u65f6\u4ee3<\/strong>\u3002\u6211\u540e\u9762\u4f1a\u89e3\u91ca\uff0c\u4f46\u6211\u8ba4\u4e3a ChatGPT \u548c Claude Code \u5c5e\u4e8e\u540c\u4e00\u4e2a\u65f6\u4ee3\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/85\/ab\/85abadff841188132dada2ddc6a8591b.png\" \/><\/p>\n<p>\u770b\u770b\u5230\u5e95\u662f\u8c01\u5728\u9ed1 ChatGPT\uff5c\u56fe\u7247\u6765\u6e90\uff1aYoutube<\/p>\n<p>\u4e3a\u4ec0\u4e48\u4f60\u4eec\u8be5\u542c\u6211\u8bf4\uff1f\u6211\u662f OpenAI \u57fa\u672c\u6240\u6709\u91cd\u78c5\u8bba\u6587\u7684\u5408\u8457\u8005\uff0c\u5305\u62ec GPT-4\u3001ChatGPT\u3001RLHF\/InstructGPT\u3002\u6211\u6240\u5728\u7684\u56e2\u961f\u57fa\u672c\u4e0a\u53d1\u660e\u4e86\u300c\u540e\u8bad\u7ec3\u300d\u8fd9\u4e2a\u6982\u5ff5\u3002\u6240\u4ee5\u8fd9\u4e9b\u4e1c\u897f\u6211\u786e\u5b9e\u5f88\u719f\u3002\u4f46\u771f\u6b63\u8ba9\u6211\u6709\u70b9\u7279\u522b\u7684\u662f\uff0c<strong>\u6211\u5927\u6982\u662f OpenAI \u5185\u90e8\u5c11\u6570\u516c\u5f00\u9ed1 ChatGPT \u7684\u4eba<\/strong>\u3002<\/p>\n<p>\u522b\u8bef\u4f1a\uff0c\u6211\u4e0d\u662f\u8ba8\u538c ChatGPT \u8fd9\u4e2a\u4ea7\u54c1\u3002ChatGPT \u662f\u4e00\u4e2a\u6539\u53d8\u4e16\u754c\u7684\u4ea7\u54c1\uff0c\u5927\u6982\u4f1a\u4e00\u76f4\u5b58\u5728\u4e0b\u53bb\u3002\u4f46\u6211\u4e5f\u770b\u5230\u4e86\u5b83\u7684\u5c40\u9650\u6027\u3002\u6211\u8ba4\u4e3a\u4eca\u5929 AI \u9886\u57df\u53d1\u751f\u7684\u5f88\u591a\u4e8b\u60c5\uff0c\u53ef\u4ee5\u8ffd\u6eaf\u5230\u6211\u4eec\u5f53\u521d\u505a ChatGPT \u80cc\u540e\u7b97\u6cd5\u65f6\u7684\u4e00\u4e9b\u5c0f\u51b3\u7b56\u3002<\/p>\n<h1 style=\"text-align: center\"><strong><em>02<\/em><\/strong><\/h1>\n<p style=\"text-align: center\"><strong>AI \u9886\u57df\u73b0\u5728\u5230\u5e95\u600e\u4e48\u4e86<\/strong><\/p>\n<p>\u6211\u89c9\u5f97\u5bf9\u6240\u6709\u505a AI \u7684\u4eba\u6765\u8bf4\uff0c\u73b0\u5728\u6700\u5173\u952e\u7684\u95ee\u9898\u662f\uff1a\u5230\u5e95\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f<\/p>\n<p>\u89c2\u70b9\u7684\u5149\u8c31\u4e0a\u6709\u4e24\u4e2a\u6781\u7aef\u9635\u8425\u3002<\/p>\n<p>\u9635\u8425\u4e00\u8ba4\u4e3a\uff0cAI \u4e0d\u4ec5\u8fdb\u5c55\u987a\u5229\uff0c\u800c\u4e14\u597d\u5f97\u4e0d\u53ef\u601d\u8bae\u3002\u6bcf\u4e2a benchmark \u90fd\u5728\u78be\u538b\u4eba\u7c7b\u6c34\u5e73\uff0c\u800c\u4e14\u8fd8\u5728\u52a0\u901f\u3002\u6240\u6709 NLP \u57fa\u51c6\u6d4b\u8bd5\u90fd\u5728\u88ab\u78be\u788e\uff0cLLM \u81ea\u4e3b\u8fd0\u884c\u7684\u65f6\u95f4\u636e\u8bf4\u5728\u6307\u6570\u589e\u957f\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/9b\/b5\/9bb5e3e322d713849c7075813856a6f4.png\" \/><\/p>\n<p>\u5bf9\u5f53\u4e0b AI \u6301\u6709\u5bf9\u7acb\u89c2\u70b9\u7684\u4e24\u4e2a\u9635\u8425\uff5c\u56fe\u7247\u6765\u6e90\uff1aYouTube<\/p>\n<p>\u9635\u8425\u4e8c\u8ba4\u4e3a\uff0cAI \u4e0d\u4ec5\u8fdb\u5c55\u4e0d\u987a\uff0c\u800c\u4e14\u70c2\u5f97\u4e0d\u53ef\u601d\u8bae\u3002AI \u662f\u6ce1\u6cab\uff0c\u57fa\u672c\u6ca1\u521b\u9020\u4ef7\u503c\uff0c\u5c31\u662f\u4e00\u5806\u5faa\u73af\u878d\u8d44\u3002\u5982\u679c AI \u771f\u7684\u8fd9\u4e48\u725b\uff0c\u4e3a\u4ec0\u4e48\u4e00\u5207\u6700\u540e\u90fd\u53ea\u662f\u4e2a\u804a\u5929\u5e94\u7528\uff1f\u5f88\u591a\u4eba\u5df2\u7ecf\u653e\u5f03\u4e86\u300c\u98a0\u8986\u6027 AI \u9769\u547d\u300d\u8fd9\u79cd\u8bf4\u6cd5\uff0c\u5f00\u59cb\u964d\u7ea7\u6210\u300c\u50cf B2B SaaS \u90a3\u6837\u6709\u5f88\u5927\u4ef7\u503c\u300d\u3002<\/p>\n<p>\u4e24\u4e2a\u9635\u8425\u90fd\u6709\u771f\u5b9e\u7684\u8bc1\u636e\uff0c\u90fd\u6709\u806a\u660e\u4eba\u5728\u91cc\u9762\u3002\u552f\u4e00\u7684\u5171\u8bc6\u662f\uff1a<strong>\u5927\u5bb6\u90fd\u89c9\u5f97 AI \u73b0\u5728\u5f88\u75af\u72c2\uff0c\u4f46\u539f\u56e0\u5b8c\u5168\u4e0d \u540c\u3002<\/strong><\/p>\n<p>\u6211\u60f3\u56de\u7b54\u7684\u95ee\u9898\u662f\uff1a\u5bf9 AI \u7684\u300c\u6b63\u5e38\u300d\u770b\u6cd5\u5e94\u8be5\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u628a\u4e24\u8fb9\u7684\u8bc1\u636e\u90fd\u644a\u5f00\uff0c\u4ec0\u4e48\u662f\u6700\u7b80\u5355\u7684\u89e3\u91ca\uff0c\u80fd\u8bf4\u660e\u4e3a\u4ec0\u4e48\u6709\u4e9b\u4e8b\u597d\u5f97\u4e0d\u771f\u5b9e\uff0c\u6709\u4e9b\u4e8b\u4e0d\u4ec5\u5dee\uff0c\u800c\u4e14\u5dee\u5230\u6211\u4eec\u8fd8\u5f97\u96c7\u4eba\u53bb\u505a\u4e00\u4e9b\u770b\u8d77\u6765\u5f88\u8822\u7684\u4efb\u52a1\uff1f<\/p>\n<p>\u6ce8\u610f\u770b\uff0c\u53f3\u8fb9\u90a3\u4e9b AI \u505a\u4e0d\u597d\u7684\u4efb\u52a1\uff0c\u770b\u4e0a\u53bb\u6bd4\u5de6\u8fb9\u90a3\u4e9b\u8981\u7b80\u5355\u5f97\u591a\u3002\u6211\u4eec\u80fd\u89e3\u672a\u89e3\u7684\u6570\u5b66\u96be\u9898\uff0c\u4f46\u5ba2\u670d\u8fd8\u9700\u8981\u4eba\u6765\u505a\u51b3\u7b56\uff1f\u6211\u89c9\u5f97\u8fd9\u79cd\u72b6\u51b5\u76f8\u5f53\u75af\u72c2\uff0c\u800c\u4efb\u4f55\u505a AI \u76f8\u5173\u5de5\u4f5c\u7684\u4eba\u90fd\u5e94\u8be5\u5bf9\u6b64\u6709\u4e00\u4e2a\u89e3\u91ca\u3002<\/p>\n<h1 style=\"text-align: center\"><strong><em>03<\/em><\/strong><\/h1>\n<p style=\"text-align: center\"><strong>Assistance vs. Automation<\/strong><\/p>\n<p>\u6211\u7684\u7b54\u6848\u662f\u8fd9\u6837\u7684\u3002<\/p>\n<p>\u5de6\u8fb9\u90a3\u4e9b AI \u505a\u5f97\u597d\u7684\u4efb\u52a1\uff0c\u4e0d\u662f\u78b0\u5de7\u6709\u4eba\u7c7b\u5728\u56de\u8def\u4e2d\u3002\u8fd9\u4e9b\u4efb\u52a1\u7684\u76ee\u6807\u5c31\u662f\u53d6\u60a6\u56de\u8def\u4e2d\u7684\u4eba\u7c7b\u3002 \u5b83\u4eec\u672c\u8d28\u4e0a\u5c31\u662f human-in-the-loop \u4efb\u52a1\u3002Claude Code \u7684\u76ee\u6807\u4e0d\u662f\u8ba9\u4ee3\u7801\u8dd1\u8d77\u6765\uff0c\u5426\u5219\u5b83\u5bf9\u8bdd\u7684\u65b9\u5f0f\u4f1a\u5b8c\u5168\u4e0d\u540c\u3002\u5b83\u7684\u76ee\u6807\u662f\u8ba9\u4eba\u7c7b\u6ee1\u610f\u3002<\/p>\n<p>\u800c\u53f3\u8fb9\u90a3\u4e9b\u770b\u8d77\u6765\u66f4\u57fa\u7840\u7684\u4efb\u52a1\uff0c\u76ee\u6807\u662f\u53bb\u6389\u4eba\u7c7b\u3002\u7406\u60f3\u72b6\u6001\u662f\u8dd1\u5728\u540e\u53f0\u670d\u52a1\u5668\u4e0a\uff0c\u4f60\u6c38\u8fdc\u4e0d\u7528\u770b\u5b83\uff0c\u6700\u7ec8\u53d8\u6210\u4f60\u5b8c\u5168\u4e0d\u64cd\u5fc3\u7684\u9057\u7559\u8f6f\u4ef6\u3002<\/p>\n<p>\u8fd9\u5c31\u662f assistance \u548c automation \u7684\u5206\u754c\u7ebf\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/68\/11\/6811c78f80b116d4d0edee68bbe18400.png\" \/><\/p>\n<p>\u5bf9\u4e8e AI \u770b\u6cd5\u672c\u8d28\u662f\u5bf9\u4e8e AI \u529f\u80fd\u7684\u4e0d\u540c\uff5c\u56fe\u7247\u6765\u6e90\uff1aYouTube<\/p>\n<p>\u7b2c\u4e00\u8bfe\uff1a<strong>\u4eca\u5929\u7684 AI\uff0c\u6240\u6709\u4ece RLHF \u7ee7\u627f\u4e0b\u6765\u7684\u4e1c\u897f\uff0c\u5728 human-in-the-loop \u7684\u4e8b\u60c5\u4e0a\u4e0d\u53ef\u601d\u8bae\uff0c\u4f46\u505a\u4e0d\u4e86 automation<\/strong>\u3002<\/p>\n<p>\u6bcf\u4e2a\u4f01\u4e1a\u90fd\u5b66\u5230\u7684\u6559\u8bad\u662f\uff0c\u4e0d\u8981\u8ba9 AI \u505a\u5bf9\u4f60\u4e1a\u52a1\u6709\u98ce\u9669\u7684\u51b3\u7b56\u3002 \u666e\u904d\u7684\u505a\u6cd5\u662f\u628a\u6240\u6709\u6210\u672c\u63a8\u7ed9\u7528\u6237\uff0c\u6bd4\u5982\u5728\u5ba2\u670d\u91cc\u8ba9\u7528\u6237\u9762\u5bf9\u65e0\u7a77\u65e0\u5c3d\u7684\u6587\u6863\u9875\u9762\uff0c\u4f46\u7edd\u4e0d\u8ba9 AI \u505a\u6602\u8d35\u7684\u51b3\u5b9a\u3002\u8fd9\u79cd\u6a21\u5f0f\u5f88\u7cdf\u7cd5\uff0c\u4f46\u8fd9\u5c31\u662f AI \u7684\u73b0\u72b6\u3002<\/p>\n<h1 style=\"text-align: center\"><strong><em>04<\/em><\/strong><\/h1>\n<p style=\"text-align: center\"><strong>RLHF \u7684\u95ee\u9898<\/strong><\/p>\n<p>RLHF \u662f ChatGPT \u80cc\u540e\u7684\u7b97\u6cd5\uff0c\u4f46\u5176\u5b9e\u662f\u4eca\u5929\u51e0\u4e4e\u6240\u6709 LLM \u80cc\u540e\u7684\u7b97\u6cd5\u3002\u5c31\u4f7f\u7528\u91cf\u800c\u8a00\uff0c\u5927\u6982 100% \u7684 LLM \u90fd\u7528 RLHF \u8bad\u7ec3\u3002<\/p>\n<p>\u5b83\u7684\u672c\u8d28\u5c31\u662f\u4e24\u6b65\uff1a<strong>\u6536\u96c6\u4eba\u7c7b\u504f\u597d\uff0c\u4f18\u5316\u4eba\u7c7b\u504f\u597d<\/strong>\u3002<\/p>\n<p>\u8fd9\u5c31\u5f88\u6e05\u695a\u5730\u56de\u7b54\u4e86\u884c\u4e1a\u91cc\u6bcf\u4e2a\u4eba\u90fd\u5728\u95ee\u7684\u4e00\u4e2a\u95ee\u9898\uff1a\u4e3a\u4ec0\u4e48\u6240\u6709 LLM \u90fd\u9700\u8981\u4eba\u7c7b\u5728\u56de\u8def\u4e2d\uff1f<\/p>\n<p>\u7b80\u5355\u7684\u56de\u7b54\u662f\uff0c\u6211\u4eec\u5c31\u662f\u628a\u4eba\u7c7b\u653e\u8fdb\u4e86\u56de\u8def\u91cc\u3002\u8fd9\u4e2a\u56de\u8def\u7684\u76ee\u6807\u662f\u4f18\u5316\u4eba\u7c7b\u504f\u597d\uff0c\u4e0d\u662f\u8ba9\u8f6f\u4ef6\u81ea\u4e3b\u8fd0\u884c\u3002\u8fd9\u5176\u5b9e\u8d85\u7ea7\u660e\u663e\u3002<\/p>\n<p>\u6b63\u56e0\u4e3a\u5982\u6b64\uff0c<strong>\u8fc7\u5ea6\u627f\u8bfa\u662f\u4e00\u4e2a feature\uff0c\u4e0d\u662f bug\u3002\u8fd9\u662f by design \u7684<\/strong>\u3002<\/p>\n<p>\u6709\u4e00\u9879\u65e9\u671f\u7684 meta \u7814\u7a76\u8868\u660e\uff0cRLHF \u6a21\u578b\u5728\u4eba\u7c7b\u504f\u597d\u548c\u5b9e\u9645\u7ed3\u679c\u4e4b\u95f4\u6c38\u8fdc\u5b58\u5728\u5f88\u5927\u5dee\u8ddd\uff0c\u5373\u4f7f\u7ed3\u679c\u672c\u8eab\u4e0d\u9519\u3002\u56e0\u4e3a\u4f60\u4f18\u5316\u7684\u4e3b\u8981\u76ee\u6807\u5c31\u662f\u4eba\u7c7b\u504f\u597d\u3002<\/p>\n<p>\u6211\u7279\u522b\u559c\u6b22\u4e00\u4e2a\u4f8b\u5b50\uff1a\u6709\u4eba\u7ed9 ChatGPT \u53d1\u4e86\u4e00\u6bb5\u653e\u5c41\u97f3\u6548\u7684\u97f3\u9891\u6587\u4ef6\uff0c\u95ee\u300c\u4f60\u89c9\u5f97\u6211\u505a\u7684\u97f3\u4e50\u600e\u4e48\u6837\uff0c\u7ed9\u4e2a\u771f\u5b9e\u53cd\u9988\u300d\u3002ChatGPT \u4e00\u672c\u6b63\u7ecf\u5730\u56de\u7b54\u8bf4\u8fd9\u662f\u300c\u4e00\u9996\u975e\u5e38\u8be1\u5f02\u7684\u6c1b\u56f4\u611f\u4f5c\u54c1\u300d\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/65\/8b\/658b5e18b86e106b657e0fa0884e3be8.png\" \/><\/p>\n<p>\u8fd9\u5c31\u662f RLHF \u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u5f53\u6a21\u578b\u4e0d\u786e\u5b9a\u65f6\uff0c\u5b83\u4f1a\u9009\u62e9\u8ba8\u597d\u4eba\u7c7b\u504f\u597d\u3002\u5982\u679c\u4f60\u662f\u56de\u8def\u4e2d\u7684\u7528\u6237\uff0c\u8fd9\u5f88\u5408\u7406\uff0c\u56e0\u4e3a\u6240\u6709 RLHF \u6a21\u578b\u7684\u7ec8\u5c40\u90fd\u662f\u4f18\u5316 engagement\u3002\u4f46\u5982\u679c\u4f60\u60f3\u8981\u7684\u662f automation\uff0c\u4f60\u771f\u6b63\u9700\u8981\u7684\u662f\u8ba9\u5b83\u5b8c\u5168\u4e0d\u5728\u4e4e\u4eba\u7c7b\uff0c\u4ee5\u6821\u51c6\u7684\u65b9\u5f0f\u6b63\u786e\u6267\u884c\u4efb\u52a1\u3002<\/p>\n<p>\u7b2c\u4e8c\u8bfe\uff1a<strong>\u4eca\u5929\u7684 AI \u88ab\u8bbe\u8ba1\u6765\u505a assistance\uff0c\u901a\u8fc7\u4f18\u5316\u4eba\u7c7b\u504f\u597d<\/strong>\u3002\u8fd9\u5c31\u5199\u5728\u540d\u5b57\u91cc\uff0c\u4e0d\u662f\u4ec0\u4e48\u6709\u4e89\u8bae\u7684\u89c2\u70b9\u3002<\/p>\n<p>\u6709\u4e89\u8bae\u7684\u662f\u540e\u679c\uff1a\u65e0\u8bba\u6a21\u578b\u6709\u591a\u9519\uff0c\u5b83\u90fd\u4f1a\u770b\u8d77\u6765\u662f\u5bf9\u7684\u3002 \u56e0\u4e3a RLHF \u5956\u52b1\u6a21\u578b\u4e2d\u5b58\u5728\u4e0d\u5bf9\u79f0\u6027\u3002\u8fd9\u4e5f\u662f\u884c\u4e1a\u56f0\u5c40\u7684\u6839\u6e90\uff0c\u56e0\u4e3a\u5927\u5bb6\u771f\u7684\u5f88\u60f3\u8ba9 automation \u53d1\u751f\u3002<\/p>\n<h1 style=\"text-align: center\"><strong><em>05<\/em><\/strong><\/h1>\n<p style=\"text-align: center\"><strong>Claude Code \u4e3a\u4ec0\u4e48\u4e0d\u662f\u4e0b\u4e00\u4e2a\u65f6\u4ee3<\/strong><\/p>\n<p>\u56de\u5230\u6700\u5f00\u59cb\u7684\u95ee\u9898\uff1aRLHF \u4e4b\u540e\u662f\u4ec0\u4e48\uff1f\u771f\u6b63\u7684\u95ee\u9898\u5e94\u8be5\u662f\uff0cAI \u7684 assistance \u65f6\u4ee3\u4e4b\u540e\u662f\u4ec0\u4e48\u3002<\/p>\n<p>\u56de\u5230\u5f00\u5934\u7684\u63d0\u793a\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u662f Claude Code\uff1f<strong>\u56e0\u4e3a Claude Code \u4ecd\u7136\u662f assistance \u65f6\u4ee3\u7684\u4e00\u90e8\u5206<\/strong>\uff0cClaude Code \u4ecd\u7136\u662f RLHF \u7684\u3002 \u5982\u679c\u5b83\u662f\u7eaf RLVR \u7684\uff0c\u770b\u8d77\u6765\u4f1a\u975e\u5e38\u4e0d\u540c\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/5e\/6e\/5e6e2745239caa2edff97670466d515e.png\" \/><\/p>\n<p>\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u4f60\u4f1a\u9047\u5230\u8fd9\u79cd\u56f0\u5883\uff1a\u6a21\u578b\u5728 agentic \u65b9\u9762\u53d8\u5f97\u975e\u5e38\u5f3a\uff0c\u4f46\u5b83\u4f1a\u504f\u79bb\u4f60\u771f\u6b63\u60f3\u8981\u7684\u4e1c\u897f\u3002RLHF \u548c RLVR \u8fd9\u4e24\u4e2a\u4f18\u5316\u65b9\u5411\u4e00\u76f4\u5728\u6765\u56de\u62c9\u626f\uff0c\u4f46\u4e24\u8005\u90fd\u4e0d\u89e6\u53ca automation \u7684\u6838\u5fc3\u3002<\/p>\n<p>\u6240\u4ee5\uff0cassistance \u4e4b\u540e\u7684\u903b\u8f91\u7b54\u6848\u662f\u4ec0\u4e48\uff1f\u771f\u6b63\u7684 automation\u3002<\/p>\n<h1 style=\"text-align: center\"><strong><em>06<\/em><\/strong><\/h1>\n<p style=\"text-align: center\"><strong>\u6211\u4eec\u8981\u300c\u66f4\u806a\u660e\u7684\u8f6f\u4ef6\u300d<\/strong><\/p>\n<p>\u6211\u662f\u4e00\u4e2a\u70ed\u7231\u8f6f\u4ef6\u7684\u4eba\uff0c\u6211\u76f8\u4fe1\u5728\u5ea7\u5404\u4f4d\u4e5f\u662f\u3002\u8f6f\u4ef6\u8d85\u7ea7\u6709\u4ef7\u503c\uff0c\u770b\u770b\u6240\u6709\u7684 SaaS \u516c\u53f8\u5c31\u77e5\u9053\u4e86\u3002\u4f46\u6700\u75af\u72c2\u7684\u4e00\u70b9\u662f\uff0c<strong>\u6240\u6709\u7684 SaaS \u81ea 2019 \u5e74\u4ee5\u6765\u57fa\u672c\u6ca1\u53d8\u8fc7<\/strong>\u3002<\/p>\n<p>\u5728 LLM \u65f6\u4ee3\uff0cSaaS \u552f\u4e00\u7684\u53d8\u5316\u5c31\u662f\u6709\u65f6\u5019\u4f1a\u8d34\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\u4e0a\u53bb\u3002<\/p>\n<p>\u5982\u679c\u4f60\u60f3\u5230 AI \u53d6\u5f97\u4e86\u591a\u5927\u8fdb\u6b65\uff0c\u8fd9\u5f88\u8352\u8c2c\u3002\u4f46\u5982\u679c\u4f60\u60f3\u5230 AI \u672c\u8d28\u4e0a\u662f assistance-native \u7684\uff0c\u8fd9\u5b8c\u5168\u53ef\u4ee5\u9884\u6d4b\u3002AI \u662f\u4e3a assistance \u8bbe\u8ba1\u7684\uff0c\u90a3\u4f60\u80fd\u5728 SaaS \u91cc\u505a\u4ec0\u4e48\uff1f\u52a0\u4e00\u4e2a\u52a9\u624b\u5457\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/7f\/db\/7fdba59c111ca133493746c5f8a428cd.png\" \/><\/p>\n<p>\u8fd9\u4e0d\u662f\u65e9\u671f AI \u5148\u9a71\u4eec\u9884\u671f\u4f1a\u53d1\u751f\u7684\u4e8b\u3002\u770b\u770b OpenAI \u65e9\u671f\u7ae0\u7a0b\u7684\u63aa\u8f9e\uff0c\u8bf4\u7684\u662f\u8981\u505a\u300c\u5927\u91cf\u7684\u5de5\u4f5c\u300d\uff0c\u800c\u4e0d\u662f\u8d5a\u94b1\u4ec0\u4e48\u7684\u3002\u6211\u4eec\u66fe\u7ecf\u4ee5\u4e3a\u8f6f\u4ef6\u4f1a\u53d8\u5f97\u66f4\u806a\u660e\uff0c\u800c\u4e0d\u53ea\u662f\u5199\u8d77\u6765\u66f4\u4fbf\u5b9c\u3002<\/p>\n<p>Garry Tan \u8bf4\u8fc7\u300c\u6211\u4eec\u6b63\u5728\u8fdb\u5165 just-in-time software \u7684\u9ec4\u91d1\u65f6\u4ee3\u300d\uff0c\u6211\u89c9\u5f97\u4ed6\u662f\u5f53\u4f5c\u8d5e\u7f8e\u8bf4\u7684\u3002\u4f46\u6211\u8ba4\u4e3a\u8fd9\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002<strong>\u6211\u4e0d\u53ea\u662f\u60f3\u8981 just-in-time software\uff0c\u867d\u7136\u90a3\u786e\u5b9e\u5f88\u9177\u3002\u6211\u60f3\u8981\u7684\u662f\u66f4\u806a\u660e\u7684\u8f6f\u4ef6<\/strong>\u3002 \u4e3a\u4ec0\u4e48 B2B \u8f6f\u4ef6\u7684\u57fa\u672c\u6784\u5efa\u5757\u8fd8\u8ddf\u4ee5\u524d\u4e00\u6837\uff1f<\/p>\n<p>\u6bcf\u6b21\u4f60\u60f3\u5230 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