{"id":7997,"date":"2026-06-18T20:01:58","date_gmt":"2026-06-18T12:01:58","guid":{"rendered":"https:\/\/witology.com.tw\/?p=7997"},"modified":"2026-06-18T20:11:47","modified_gmt":"2026-06-18T12:11:47","slug":"agi-to-asi-google-deepmind-ai-trend","status":"publish","type":"post","link":"https:\/\/witology.com.tw\/en\/post\/7997\/","title":{"rendered":"\u516d\u6708_\u7aef\u5348\u7bc0\u5c08\u984c\uff5c\u5f9e Google \u767c\u5e03\u300aFrom AGI to ASI\u300b\u770b AI \u767c\u5c55\u8da8\u52e2\u8207\u9650\u5236"},"content":{"rendered":"<h2>\u5f9e Google \u767c\u5e03\u300aFrom AGI to ASI\u300b\u770b AI \u767c\u5c55\u8da8\u52e2\u8207\u9650\u5236<\/h2>\n<p>Author: Mr. Lin Weizhi, Executive Vice President, Ji-Pu Industrial Trend Research Institute<\/p>\n<p>\u5728\u904e\u53bb\u4e00\u5e74\uff0c\u300cAGI(Artificial General Intelligence \u901a\u7528\u4eba\u5de5\u667a\u6167) \u5373\u5c07\u5230\u4f86\u300d\u7684\u8072\u97f3\u4e0d\u65b7\u51fa\u73fe\u5728\u5927\u773e\u9762\u524d\uff0c\u800c\u4e14\u8d8a\u558a\u8d8a\u8fd1\u3002Elon Musk \u628a\u300c\u6bd4\u6700\u8070\u660e\u4eba\u985e\u66f4\u8070\u660e\u300d\u7684 AI \u62bc\u57282026\u5e74(\u524d\u4e00\u5e74\u8b1b\u7684\u9084\u662f 2025)\uff1bAnthropic\u7684 Dario Amodei \u5247\u5f62\u5bb9\u90a3\u5c07\u662f \u300c\u8cc7\u6599\u4e2d\u5fc3\u88e1\u7684\u5929\u624d\u4e4b\u570b\u300d\uff0c\u540c\u6a23\u6307\u54112026\u3002\u8207\u6b64\u540c\u6642\uff0c\u4e00\u6279\u539f\u672c\u7ad9\u5728\u9802\u5c16\u6a5f\u69cb\u6838\u5fc3\u7684\u7814\u7a76\u8005\u9678\u7e8c\u51fa\u8d70\u3001\u81ea\u7acb\u9580\u6236\uff0cOpenAI \u5171\u540c\u5275\u8fa6\u4eba\u66a8\u524d\u9996\u5e2d\u79d1\u5b78\u5bb6Ilya Sutskever\uff0c\u5275\u7acb\u4e86\u76f4\u6307\u7d42\u5c40\u7684Safe Superintelligence\uff08\u5b89\u5168\u8d85\u667a\u6167\uff09\u3002\u8cc7\u672c\u8207\u9802\u5c16\u4eba\u624d\u6b63\u5927\u898f\u6a21\u5f80\u300cAGI\u3001\u4e43\u81f3 ASI\uff08\u8d85\u4eba\u5de5\u667a\u6167\uff09\u300d\u7684\u65b9\u5411\u96c6\u7d50\u3002\u6709\u8da3\u7684\u662f\uff0c\u628a\u9019\u4e9b\u9810\u6e2c\u4e26\u6392\uff0c\u5c31\u6703\u767c\u73fe\u5169\u4ef6\u4e8b\u3002\u9996\u5148\u9023\u6700\u6a02\u89c0\u7684Musk\u90fd\u5728\u6084\u6084\u628a\u65e5\u671f\u5f80\u5f8c\u632a\uff1b\u518d\u5247\uff0c\u696d\u754c\u5c0d AGI\u7684\u6642\u7a0b\u6beb\u7121\u5171\u8b58\u3002\u66f4\u5fae\u5999\u7684\u662f\uff0c\u4ed6\u5011\u9023\u300cAGI \u5230\u5e95\u6307\u4ec0\u9ebc\u300d\u90fd\u5404\u57f7\u4e00\u8a5e\u3002\u6b63\u662f\u5728\u9019\u6a23\u7684\u55a7\u56c2\u4e2d\uff0cGoogle DeepMind \u65bc 2026 \u5e74 6 \u6708\u521d\u767c\u8868\u7684\u300aFrom AGI to ASI\u300b\u683c\u5916\u5438\u5f15\u4e86\u6211\u7684\u6ce8\u610f\u3002\u67e5\u4e86\u8cc7\u6599\u624d\u767c\u73fe\uff0cDeepMind\u57f7\u884c\u9577 Hassabis\u3001\u8207\u4f5c\u8005\u4e4b\u4e00\u7684 Legg\uff0c\u6070\u6070\u662f\u4e0a\u8ff0\u6642\u7a0b\u6230\u88e1\u76f8\u5c0d\u8b39\u614e\u7684\u4e00\u7aef\u3002\u5c0d\u6211\u800c\u8a00\uff0c\u9019\u662f\u4e00\u4efd\u300c\u5730\u5f62\u5716\u300d\uff0c\u4e0d\u662f\u4e00\u4efd\u300c\u6642\u9593\u8868\u300d\u3002\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u9810\u6e2c\uff0c\u800c\u662f AI \u76ee\u524d\u6574\u9ad4\u7684\u5730\u5f62\u6a23\u8c8c\uff0c\u4ee5\u53ca\u4e00\u5957\u89c0\u5bdf AI \u767c\u5c55\u7684\u6846\u67b6\u3002\u56e0\u6b64\u672c\u6587\u4fbf\u4ee5\u9019\u4efd\u5831\u544a\u70ba\u672c\uff0c\u505a\u4e00\u6b21\u300c\u8da8\u52e2\u300d\u8207\u300c\u9650\u5236\u300d\u4e26\u91cd\u7684\u68b3\u7406\u3002<\/p>\n<ul>\n<li><strong>\u6210\u9577\u7684\u5f15\u64ce\u8207\u5b83\u7684\u4e0d\u78ba\u5b9a\u6027<\/strong><\/li>\n<\/ul>\n<p>\u904e\u53bb\u4e00\u5e74\uff0cAI \u6700\u660e\u986f\u7684\u8e8d\u9032\u4e0d\u5728\u65bc\u300c\u56de\u7b54\u5f97\u66f4\u597d\u300d\uff0c\u800c\u5728\u65bc\u5b83\u958b\u59cb\u80fd\u300c\u81ea\u5df1\u505a\u4e8b\u300d\uff0c\u5373Agentic AI\u8d70\u5165\u5be6\u7528\uff0c\u80fd\u81ea\u4e3b\u62c6\u89e3\u4efb\u52d9\u3001\u547c\u53eb\u5de5\u5177\u3001\u9023\u7e8c\u63a8\u7406\u6578\u5341\u6b65\uff0c\u66ff\u4f7f\u7528\u8005\u5b8c\u6210\u904e\u53bb\u9700\u8981\u4e00\u6574\u500b\u6d41\u7a0b\u624d\u80fd\u641e\u5b9a\u7684\u5de5\u4f5c\u3002\u76f8\u4fe1\u5be6\u969b\u90e8\u7f72\/\u4f7f\u7528\u904e agent \u7684\u4eba\u90fd\u6709\u5169\u7a2e\u4e26\u5b58\u7684\u9ad4\u611f\uff1a\u4e00\u65b9\u9762\uff0c\u5b83\u7684\u80fd\u529b\u662f\u8089\u773c\u53ef\u898b\u5730\u5f80\u4e0a\u8df3\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u56e0\u70ba\u5b83\u597d\u7528\uff0c\u4f7f\u5f97\u7528\u91cf\u589e\u52a0\u800c\u8dd1\u8d77\u537b\u8d8a\u4f86\u8d8a\u300c\u8cb4\u300d\u6216\u8d8a\u4f86\u8d8a\u300c\u6162\u300d\u3002\u4e00\u500b agent \u52d5\u8f12\u541e\u6389\u5de8\u91cf\u904b\u7b97\u3001\u9577\u7bc7\u63a8\u7406\uff0c\u56de\u61c9\u4e4b\u524d\u9084\u5e38\u5e38\u5728\u300c\u7b49\u300d\u3002\u9019\u7a2e\u300c\u80fd\u529b\u5feb\u901f\u4e0a\u5347\u3001\u4ee3\u50f9\u537b\u672a\u96a8\u4e4b\u8f15\u9b06\u4e0b\u964d\u300d\u7684\u77db\u76fe\u9ad4\u611f\uff0c\u4e00\u908a\u53cd\u6620\u4e86\u80cc\u5f8c\u90a3\u90e8\u9a45\u52d5\u80fd\u529b\u6210\u9577\u7684\u5f15\u64ce\uff0c\u4e00\u908a\u4e5f\u9810\u544a\u4e86\u9019\u90e8\u5f15\u64ce\u958b\u59cb\u9047\u5230\u7684\u963b\u529b\u3002\u300aFrom AGI to ASI\u300b\u7528\u300c\u9a45\u52d5\u529b\u300d\u8207\u300c\u963b\u529b\u300d\u4f5c\u70ba\u5168\u7bc7\u7684\u5169\u689d\u4e3b\u7dda\u3002\u5831\u544a\u628a\u9019\u80a1\u9a45\u52d5\u529b\u6b78\u7d50\u70ba\u4e00\u500b\u6307\u6a19\uff1a<strong>\u6709\u6548\u7b97\u529b\uff08effective compute\uff09\u7684\u5e74\u6210\u9577\u7387<\/strong>(math.) genus<strong>\u4e26\u4f30\u8a08\u5b83\u7d04\u70ba\u6bcf\u5e74\u5341\u500d<\/strong>\uff0c\u9019\u500b\u6578\u5b57\u662f\u6574\u7bc7\u5831\u544a\u7684\u5730\u57fa\uff0c\u4e5f\u662f\u5f8c\u9762\u6240\u6709\u300c\u9650\u5236\u300d\u8a0e\u8ad6\u7684\u5c0d\u7167\u57fa\u6e96\u3002\u800c\u9019\u500b\u5341\u500d\uff0c\u5176\u5be6\u662f\u4e0b\u9762\u4e09\u500b\u56e0\u5b50\u76f8\u4e58\u51fa\u4f86\u7684\uff1a<\/p>\n<ol>\n<li>\u786c\u9ad4\u88fd\u7a0b\u7684\u9032\u6b65\uff08\u5373 Moore&#8217;s law\uff09\uff0c\u8b93\u6bcf\u4e00\u7f8e\u5143\u80fd\u8cb7\u5230\u7684\u7b97\u529b\uff0c\u904e\u53bb\u516d\u5341\u5e74\u4ee5\u6bcf\u5e74\u7d04 1.5 \u500d\u7684\u901f\u5ea6\u6210\u9577\u3002<\/li>\n<li>\u7b97\u529b\u6295\u8cc7\u7684\u64f4\u5f35\uff1a\u904e\u53bb\u5341\u5e74\u96f2\u7aef\u8207 AI \u696d\u8005\u6295\u5165\u786c\u9ad4\u7684\u91d1\u984d\uff0c\u4ee5\u6bcf\u5e74\u7d04 2.5 \u500d\u589e\u52a0\u3002\u524d\u5169\u8005\u76f8\u4e58\uff0c\u4f7f\u5f97\u6295\u5165\u6700\u5927\u578b\u8a13\u7df4\u7684\u7b97\u529b\uff0c\u5341\u5e74\u4f86\u7d04\u4ee5\u6bcf\u5e74 4 \u500d\u6210\u9577\u3002<\/li>\n<li>\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u4e00\u9805\u6f14\u7b97\u6cd5\u6548\u7387\uff1a\u9054\u5230\u540c\u6a23\u6027\u80fd\u6240\u9700\u7684\u7b97\u529b\u6301\u7e8c\u4e0b\u964d\uff0c\u901f\u5ea6\u7d04\u70ba Moore&#8217;s law \u7684\u5169\u500d\uff08\u6bcf\u5e743\u500d\uff09\uff0c\u8fd1\u671f\u66f4\u6709\u7814\u7a76\u4f30\u8a08\u9ad8\u9054\u6bcf\u5e746\u500d\u3002\u4e09\u8005\u76f8\u4e58\uff0c\u5831\u544a\u5f97\u51fa\u6bcf\u5e74\u7d04\u5341\u500d\u7684\u6709\u6548\u7b97\u529b\u6210\u9577\u3002<\/li>\n<\/ol>\n<p>\u4f46\u5176\u4e2d\u7684\u300c\u5341\u500d\u300d\u662f\u4f30\u8a08\uff0c\u4e0d\u662f\u5b9a\u8ad6\u3002\u5831\u544a\u5728\u8a3b\u8173\u5766\u767d\uff0c\u4e09\u500b\u56e0\u5b50\u5404\u6709\u4e0d\u5c0f\u7684\u4e0d\u78ba\u5b9a\u6027\uff0c\u76f8\u4e58\u4e4b\u5f8c\u300c\u5be6\u969b\u6210\u9577\u7387\u53ef\u80fd\u660e\u986f\u66f4\u5927\u300d\uff1b\u5b83\u751a\u81f3\u628a\u7b97\u51fa\u4f86\u7684 11.25\u300c\u4fdd\u5b88\u5730\u300d\u8aaa\u6210 10\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u9019\u500b\u6490\u8d77\u6574\u7bc7\u5831\u544a\u7684\u6578\u5b57\uff0c\u6bd4\u8f03\u50cf\u662f\u4e00\u500b\u65b9\u5411\u6027\u7684\u5224\u65b7\uff0c\u800c\u975e\u7cbe\u6e96\u9810\u6e2c\u3002\u9019\u4e5f\u6b63\u662f\u5168\u7bc7\u53cd\u8986\u5f37\u8abf\u300c\u4e0d\u78ba\u5b9a\u6027\u300d\u7684\u8d77\u9ede\u3002<\/p>\n<p>\u800c\u771f\u6b63\u8b93\u300c\u80fd\u529b\u4e0a\u5347\u3001\u4ee3\u50f9\u537b\u4e0b\u4e0d\u4f86\u300d\u7684\u95dc\u9375\u963b\u529b\uff0c\u4e26\u4e0d\u5728\u9019\u4e09\u500b\u56e0\u5b50\u672c\u8eab\uff0c\u800c\u5728\u65bc\u6709\u6548\u7b97\u529b\u80fd\u5426\u88ab\u5be6\u969b\u5229\u7528\uff0c\u4e5f\u5c31\u662f\u7576\u8cc7\u6599\u5728\u8a18\u61b6\u9ad4\u8207\u904b\u7b97\u55ae\u5143\u4e4b\u9593\u642c\u79fb\u7684\u6642\u9593\u6210\u70ba\u74f6\u9838\uff0c\u518d\u591a\u7684\u7406\u8ad6\u7b97\u529b\u4e5f\u8f49\u4e0d\u6210\u5be6\u969b\u6027\u80fd\u3002\u9019\u6b63\u662f\u5831\u544a\u5728\u5f8c\u6bb5\u9ede\u540d\u7684\u300c\u8a18\u61b6\u9ad4\u983b\u5bec\u8207\u4e92\u9023\u74f6\u9838\u300d\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u9019\u90e8\u5f15\u64ce\u76ee\u524d\u8f49\u901f\u6975\u5feb\uff0c\u4f46\u5b83\u80fd\u8f49\u591a\u4e45\u3001\u8f49\u901f\u6703\u4e0d\u6703\u6389\u3001\u4ee5\u53ca\u8f49\u51fa\u4f86\u7684\u529b\u9053\u80fd\u4e0d\u80fd\u771f\u6b63\u50b3\u905e\u5230\u8f2a\u4e0a\uff0c\u6b63\u662f\u5f8c\u9762\u6240\u6709\u300c\u9650\u5236\u300d\u8a0e\u8ad6\u7684\u6838\u5fc3\u3002<\/p>\n<p>\u5716\u4e00\u3001\u6709\u6548\u7b97\u529b\u56e0\u5b50\u62c6\u89e3\uff08\u6bcf\u5e74\u6210\u9577\u7387\uff09<\/p>\n<p><img class=\"lazyload\" decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%272078%27%20height%3D%27978%27%20viewBox%3D%270%200%202078%20978%27%3E%3Crect%20width%3D%272078%27%20height%3D%27978%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/tech____-Google-From-AGI-to-ASI-AI-img-1.png\" alt=\"fig1.png\" \/><\/p>\n<p>Source: From AGI to ASI\uff1b\u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\u6574\u7406<\/p>\n<ul>\n<li><strong>AGI\u3001ASI\u3001UAI \u7684\u5b9a\u7fa9\u8207\u8a0e\u8ad6<\/strong><\/li>\n<\/ul>\n<p>\u5982\u524d\u6240\u8a00\uff0c\u696d\u754c\u9023AGI\u7684\u7d71\u4e00\u5b9a\u7fa9\u90fd\u5404\u57f7\u4e00\u8a5e\uff0c\u4e5f\u5c31\u662f Musk \u8aaa\u7684 AGI\u3001Altman \u8aaa\u7684 AGI\u3001\u9ec3\u4ec1\u52f3\u8aaa\u7684 AGI \u5176\u5be6\u53ef\u80fd\u90fd\u4e0d\u662f\u540c\u4e00\u56de\u4e8b\u6642\uff0c\u56e0\u6b64\u6240\u8b02\u300cAGI \u4f55\u6642\u5230\u4f86\u300d\u7684\u722d\u8ad6\uff0c\u6709\u4e00\u5927\u534a\u5176\u5be6\u662f\u5b9a\u7fa9\u4e4b\u722d\u3002\u300aFrom AGI to ASI\u300b\u6e05\u695a\u7684\u7d66\u51fa\u4e09\u500b\u5c64\u7d1a\u7684\u5ea7\u6a19\u5b9a\u4f4d\u3002\u4f46\u9019\u662f\u5831\u544a\u4e2dGoogle DeepMind\u70ba\u4e86\u8a0e\u8ad6\u65b9\u4fbf\u800c\u63a1\u7528\u7684\u5b9a\u7fa9\uff0c\u4e26\u975e\u696d\u754c\u516c\u8a8d\u6a19\u6e96\uff0c\u800c\u4e14\u5176\u4e2d\u7684 UAI \u7406\u8ad6\u9328\u9ede\uff0c\u6b63\u51fa\u81ea\u4f5c\u8005\u7fa4\u4e2d\u7684 Hutter \u8207 Legg \u672c\u4eba\u6240\u5efa\u7acb\u7684 AIXI \u6846\u67b6\u3002\u63db\u8a00\u4e4b\uff0c\u5831\u544a\u67d0\u7a2e\u7a0b\u5ea6\u4e0a\u662f\u7528\u81ea\u5bb6\u7406\u8ad6\u7576\u4f5c\u4e08\u91cf\u667a\u6167\u7684\u5c3a\u3002<\/p>\n<ul>\n<li>AGI\uff08\u901a\u7528\u4eba\u5de5\u667a\u6167\uff09\uff1a\u5831\u544a\u523b\u610f\u63a1\u7528\u4e00\u500b\u6a38\u5be6\u7684\u6a19\u6e96\uff0c\u5373\u300c\u5927\u81f4\u7b49\u65bc\u55ae\u4e00\u4e2d\u4f4d\u6578\u4eba\u985e\u300d\u5728\u591a\u6578\u8a8d\u77e5\u4efb\u52d9\u4e0a\u7684\u6c34\u6e96\u3002\u6ce8\u610f\u662f\u300c\u4e2d\u4f4d\u6578\u4eba\u985e\u300d\uff0c\u4e0d\u662f\u9802\u5c16\u5c08\u5bb6\u3002\u5831\u544a\u9084\u88dc\u4e86\u4e00\u500b\u5e38\u88ab\u5ffd\u7565\u7684\u89c0\u5bdf\uff1a\u7531\u65bc\u4eca\u5929\u7684 AI \u5728\u4e0d\u5c11\u9762\u5411\u5df2\u7d93\u8d85\u8d8a\u4eba\u985e\uff0c\u7b2c\u4e00\u500b\u771f\u6b63\u7684 AGI\uff0c\u4e00\u8a95\u751f\u5c31\u6703\u5728\u8a31\u591a\u4efb\u52d9\u4e0a\u662f\u300c\u8d85\u4eba\u300d\u7684\uff0c\u5b83\u53ea\u662f\u9084\u4e0d\u5920\u300c\u901a\u7528\u300d\u800c\u5df2\u3002<\/li>\n<li>ASI\uff08\u8d85\u4eba\u5de5\u667a\u6167\uff09\uff1a\u5831\u544a\u628a\u9580\u6abb\u8a2d\u5f97\u5f88\u9ad8\u3002\u5b83\u6307\u7684\u4e0d\u662f\u300c\u6bd4\u4e00\u500b\u5c08\u5bb6\u5f37\u300d\uff0c\u800c\u662f\u300c\u5728\u5e7e\u4e4e\u6240\u6709\u9818\u57df\uff0c\u8d85\u8d8a\u5927\u578b\u4eba\u985e\u5c08\u5bb6\u96c6\u9ad4\u300d\u3002\u66f4\u5177\u9ad4\u8aaa\u6210\u300c\u53ef\u9760\u5730\u52dd\u904e\u6578\u842c\u540d\u826f\u597d\u5354\u8abf\u3001\u5de5\u4f5c\u5341\u5e74\u7684\u5c08\u5bb6\u300d\uff0c\u5927\u7d04\u662f\u4e00\u6574\u500b\u7814\u7a76\u9818\u57df\u6216\u4e00\u5bb6\u5927\u578b\u4f01\u696d\u7684\u7522\u51fa\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u50cf AlphaFold(2024\u8afe\u8c9d\u723e\u734e\u4f7f\u7528\u7684AI \u6a21\u578b)\u3001AlphaGo(2016\u570d\u68cb\u6253\u6557\u4eba\u985e\u6700\u9ad8\u6bb5\u7684\u68cb\u624b) \u9019\u7a2e\u55ae\u4e00\u9818\u57df\u7684\u8d85\u4eba\u7cfb\u7d71\uff0c\u5728\u5831\u544a\u7684\u5b9a\u7fa9\u4e0b\u4e0d\u7b97 ASI\uff0c\u56e0\u70ba ASI \u5fc5\u9808\u662f\u300c\u5168\u9762\u300d\u7684\u8d85\u8d8a\u3002<\/li>\n<li>UAI\uff08\u901a\u7528 AI\uff0cUniversal AI\uff09\uff1a\u9019\u662f\u7406\u8ad6\u4e0a\u7684\u7d42\u9ede\u3002\u6a5f\u5668\u667a\u6167\u7684\u6578\u5b78\u4e0a\u754c\uff0c\u7531\u6240\u8b02\u7684 AIXI \u6846\u67b6\u5b9a\u7fa9\u3002\u5b83\u7684\u91cd\u9ede\u4e0d\u5728\u65bc\u300c\u6703\u4e0d\u6703\u5be6\u73fe\u300d\uff08\u5c31\u50cf\u7269\u7406\u7684\u5149\u901f\u4e00\u6a23\uff0c\u5b83\u5728\u6578\u5b78\u4e0a\u4e0d\u53ef\u8a08\u7b97\uff0c\u6c38\u9060\u5230\u4e0d\u4e86\uff09\uff0c\u800c\u5728\u65bc\u5b83\u63d0\u4f9b\u4e86\u4e00\u628a\u5c3a\uff1a\u8b93\u6211\u5011\u77e5\u9053\u667a\u6167\u662f\u4e00\u689d\u9023\u7e8c\u5149\u8b5c\uff0c\u5f9e AGI\u3001ASI \u4e00\u8def\u6307\u5411\u9019\u500b\u4e0d\u53ef\u9054\u7684\u6975\u9650\u3002\u6b63\u56e0\u70ba\u662f\u9023\u7e8c\u5149\u8b5c\uff0c\u5831\u544a\u624d\u4e0d\u9700\u8981\u66ff AGI \u548c ASI \u8a02\u51fa\u92b3\u5229\u7684\u5206\u754c\u7dda\uff0c\u91cd\u9ede\u662f\u5169\u8005\u4e4b\u9593\u6709\u300c\u986f\u8457\u7684\u5dee\u8ddd\u300d\u5c31\u5920\u4e86\u3002<\/li>\n<\/ul>\n<p>\u9019\u4e09\u5c64\u5b9a\u7fa9\u7d66\u4e86\u6211\u5011\u4e00\u500b\u91cd\u8981\u7684\u8996\u89d2\uff1a\u5f9e AGI \u5230 ASI\uff0c\u4e0d\u662f\u4e00\u500b\u958b\u95dc\uff0c\u800c\u662f\u4e00\u6bb5\u8ddd\u96e2\u3002\u800c\u5831\u544a\u771f\u6b63\u60f3\u554f\u7684\uff0c\u6b63\u662f\u300c\u9019\u6bb5\u8ddd\u96e2\u80fd\u4e0d\u80fd\u88ab\u8de8\u8d8a\u3001\u9760\u4ec0\u9ebc\u8de8\u8d8a\u3001\u53c8\u6703\u88ab\u4ec0\u9ebc\u64cb\u4f4f\u300d\u3002<strong>\u540c\u6642\uff0c\u6211\u8a8d\u70ba\u5831\u544a\u57cb\u4e0b\u4e00\u500b\u8207\u53f0\u7063\u7522\u696d\u5207\u8eab\u76f8\u95dc\u7684\u4f0f\u7b46<\/strong>\u3002\u5b83\u6307\u51fa\u4eba\u5de5\u667a\u6167\u6709\u4e00\u9805\u751f\u7269\u667a\u6167\u6c92\u6709\u7684\u6839\u672c\u7279\u6027\uff1a\u6211\u5011\u5b8c\u5168\u638c\u63e1\u5b83\u7684\u7a0b\u5f0f\u78bc\u3002\u7531\u6b64\u884d\u751f\u51fa\u5e7e\u500b\u300c\u6703\u96a8\u7b97\u529b\u653e\u5927\u300d\u7684\u512a\u52e2\uff0c\u53ef\u4ee5\u7121\u640d\u8907\u88fd\uff08\u9023\u540c\u8a18\u61b6\u72c0\u614b\u4e00\u8d77\u8907\u88fd\uff09\u3001\u53ef\u4ee5\u5728\u4e0d\u540c\u786c\u9ad4\u9593\u9077\u79fb\u3001\u53ef\u4ee5\u628a\u5b78\u7fd2\u7d93\u9a57\u9ad8\u983b\u5bec\u5730\u5171\u4eab\u3002\u9019\u610f\u5473\u8457\u4ec0\u9ebc\uff1f\u610f\u5473\u8457\u7576\u4f60\u6709\u8db3\u5920\u7684\u7b97\u529b\uff0c\u5c31\u80fd\u628a\u300c\u4e00\u500b AGI \u7b49\u7d1a\u7684\u5c08\u5bb6\u300d\u8907\u88fd\u6210\u4e0a\u767e\u842c\u4efd\u3001\u5e73\u884c\u904b\u4f5c\u3002\u9019\u500b\u770b\u4f3c\u62bd\u8c61\u7684\u7279\u6027\uff0c\u6b63\u662f\u5f8c\u9762\u300c\u9760\u898f\u6a21\u5c31\u80fd\u903c\u8fd1\u8d85\u667a\u6167\u300d\u9019\u689d\u8def\u5f91\u7684\u5fae\u89c0\u57fa\u790e\u3002\u800c\u6bcf\u4e00\u4efd\u8907\u88fd\u3001\u6bcf\u4e00\u6b21\u5e73\u884c\u904b\u4f5c\uff0c\u5403\u7684\u90fd\u662f\u5be6\u6253\u5be6\u7684\u904b\u7b97\u8207\u8a18\u61b6\u9ad4\u8cc7\u6e90\uff0c<strong>\u4e5f\u547c\u61c9\u4e86\u6211\u4e00\u76f4\u8aaa\u7684\uff1a\u53ea\u8981AI\u4e0d\u6b7b\uff0c\u7b97\u529b\u8207\u8a18\u61b6\u9ad4\u7684\u9700\u6c42\u5c31\u6c38\u9060\u4e0d\u5920\u7528\uff1b\u5018\u82e5 AI \u5df2\u6b7b\uff0c\u7b97\u529b\u8207\u8a18\u61b6\u9ad4\u7684\u9700\u6c42\u624d\u6c92\u4eba\u5728\u4e4e\u3002<\/strong><\/p>\n<p>\u8868\u4e00\u3001Google DeepMind AGI\uff0fASI\uff0fUAI \u4e09\u5c64\u5b9a\u7fa9\u5c0d\u7167<\/p>\n<p><img decoding=\"async\" class=\"lazyload wp-image-8000  aligncenter\" src=\"https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478.png\" data-orig-src=\"https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478.png\" alt=\"\" width=\"800\" height=\"371\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27800%27%20height%3D%27371%27%20viewBox%3D%270%200%20800%20371%27%3E%3Crect%20width%3D%27800%27%20height%3D%27371%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478-18x8.png 18w, https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478-200x93.png 200w, https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478-300x139.png 300w, https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478-400x186.png 400w, https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478-600x278.png 600w, https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478-768x356.png 768w, https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478-800x371.png 800w, https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478-1024x475.png 1024w, https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478-1200x557.png 1200w, https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/\u5716\u72478.png 1373w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p>Source: From AGI to ASI\uff1b\u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\u6574\u7406<\/p>\n<ul>\n<li><strong>Scaling \u80fd\u8207\u4e0d\u80fd\uff1a\u80fd\u529b\u6703\u6301\u7e8c\uff0c\u4f46\u300c\u8df3\u7d1a\u300d\u7684\u4ee3\u50f9\u6b63\u5728\u5931\u63a7<\/strong><\/li>\n<\/ul>\n<p>\u5982\u679c\u8aaa\u6709\u6548\u7b97\u529b\u662f\u5f15\u64ce\uff0c\u4f86\u9a45\u52d5\u6a21\u578b\u6210\u9577\uff0c\u90a3 scaling law\u53ef\u4ee5\u6bd4\u55bb\u70ba\u9019\u90e8\u5f15\u64ce\u7684\u300c\u4f7f\u7528\u8aaa\u660e\u66f8\u300d\u3002\u5b83\u63cf\u8ff0\u7684\u662f\uff1a\u7576\u4f60\u6309\u6bd4\u4f8b\u653e\u5927\u6a21\u578b\u3001\u8cc7\u6599\u8207\u7b97\u529b\uff0c\u6027\u80fd\u6703\u4ee5\u53ef\u9810\u6e2c\u7684\u65b9\u5f0f\u63d0\u5347\u3002\u904e\u53bb\u5341\u5e74 AI \u7684\u8e8d\u9032\uff0c\u5e7e\u4e4e\u90fd\u662f\u7167\u8457\u9019\u5f35\u8aaa\u660e\u66f8\u8d70\u51fa\u4f86\u7684\u3002\u4f46 2025 \u5e74\u8d77\uff0c\u9019\u5f35\u8aaa\u660e\u66f8\u672c\u8eab\u6210\u4e86\u696d\u754c\u6700\u5927\u7684\u8faf\u8ad6\u3002<\/p>\n<p>\u5728\u300aFrom AGI to ASI\u300b\u7684\u5224\u65b7\u5176\u5be6\u76f8\u7576\u514b\u5236\uff1a\u7d14\u7cb9\u653e\u5927\u300c\u55ae\u4e00\u6a21\u578b\u300d\uff0c\u4e0d\u8db3\u4ee5\u62b5\u9054 AGI\u3001\u66f4\u5225\u8aaa ASI\u3002\u9019\u4e00\u9ede\uff0c\u7406\u7531\u662f\uff0c\u6709\u6548\u7684 scaling \u5f9e\u4f86\u4e0d\u662f\u300c\u7121\u8166\u7684\u66b4\u529b\u653e\u5927\u300d\uff0c\u800c\u662f\u8981\u9760\u8070\u660e\u7684\u8a2d\u8a08\u642d\u914d\u597d\u7684\u6a21\u578b\u67b6\u69cb\u3001\u597d\u7684\u8a13\u7df4\u65b9\u6cd5\uff0c\u4f86\u63d0\u5347\u5b78\u7fd2\u6548\u7387\uff0c\u8b93\u6a21\u578b\u7528\u66f4\u5c11\u7684\u8cc7\u6599\u548c\u7b97\u529b\u5b78\u5230\u66f4\u591a\u3002\u4f46\u9019\u4e9b\u8070\u660e\u7684\u8a2d\u8a08\u5728\u5e6b\u4f60\u7701\u6210\u672c\u7684\u540c\u6642\uff0c\u4e5f\u6084\u6084\u8a2d\u4e0b\u4e86\u80fd\u529b\u7684\u5929\u82b1\u677f\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u5831\u544a\u8a8d\u70ba\u8981\u6301\u7e8c\u7a81\u7834\uff0c\u8cea\u7684\u5275\u65b0\uff08\u65b0\u67b6\u69cb\u3001\u65b0\u6f14\u7b97\u6cd5\uff09\u662f\u5fc5\u8981\u7684\uff0c\u5149\u9760\u91cf\u7684\u5806\u758a\u4e0d\u5920\u3002\u4f46\u5831\u544a\u7559\u4e86\u4e00\u689d\u5f8c\u8def\uff0c\u9019\u689d\u5f8c\u8def\u5f88\u95dc\u9375\u3002\u5b83\u8aaa\uff1a\u5c31\u7b97\u300c\u55ae\u4e00\u6a21\u578b\u300d\u7684\u667a\u6167\u505c\u6eef\u4e86\uff0c\u53ea\u8981\u6709\u6548\u7b97\u529b\u7e7c\u7e8c\u6210\u9577\uff0c\u4f60\u4ecd\u7136\u53ef\u4ee5\u9760\u300c\u8dd1\u66f4\u591a\u4efd\u3001\u8dd1\u66f4\u5feb\u3001\u7d44\u6210\u96c6\u9ad4\u300d\u4f86\u63a8\u5347\u6574\u9ad4\u80fd\u529b\uff0c\u628a\u4e00\u500b AGI \u8907\u88fd\u6210\u4e0a\u767e\u842c\u4efd\u3001\u5e73\u884c\u5354\u4f5c\uff0c\u5f88\u96e3\u8aaa\u9019\u4e0d\u7b97\u662f\u5c0d AGI \u7684\u4e00\u6b21\u968e\u8e8d\u3002\u6240\u4ee5\u5831\u544a\u5c0d scaling \u7684\u7d50\u8ad6\u662f\u96d9\u5c64\u7684\uff1a\u5c0d\u300c\u55ae\u4e00\u6a21\u578b\u8b8a\u8070\u660e\u300d\uff0cscaling \u4e0d\u5920\uff1b\u5c0d\u300c\u6574\u9ad4\u7cfb\u7d71\u8b8a\u5f37\u5927\u300d\uff0cscaling \u53ef\u80fd\u5c31\u5920\u3002<\/p>\n<p>Scaling\u8b70\u984c\uff0c\u5728\u904e\u53bb\u7684\u4e00\u5e74\u8a31\u591a\u696d\u754c\u5927\u795e\u4e5f\u4e0d\u65b7\u5730\u5728\u8a0e\u8ad6\uff0c\u6211\u8a8d\u70ba\u5916\u90e8\u7684\u696d\u754c\u8faf\u8ad6\uff0c\u7126\u9ede\u5176\u5be6\u4e0d\u662f\u300cscaling \u9084\u9748\u4e0d\u9748\u300d\uff0c\u800c\u662f\u300c\u8a72 scale \u4ec0\u9ebc\u300d\u3002 \u4e00\u7aef\u662f scaling \u5047\u8aaa\u6700\u91cd\u8981\u7684\u63a8\u624b\u4e4b\u4e00\u3001OpenAI \u5171\u540c\u5275\u8fa6\u4eba Ilya Sutskever\u3002\u4ed6\u5728 2024 \u5e74\u5e95\u516c\u958b\u8868\u793a \u300c\u6211\u5011\u6240\u77e5\u7684\u300e\u9810\u8a13\u7df4\u300f\u5c07\u6703\u7d42\u7d50\u300d\u3002\u4f46\u4ed6\u91dd\u5c0d\u7684\u662f\u300c\u9810\u8a13\u7df4\u300d\u9019\u4e00\u689d\u7279\u5b9a\u8def\u5f91\uff0c\u800c\u975e scaling \u672c\u8eab\u3002\u7406\u7531\u662f\u7b97\u529b\u6210\u9577\u5f88\u5feb\uff0c\u4f46\u4e26\u6c92\u6709\u8db3\u5920\u7684\u8cc7\u6599\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u662f\u300c\u71c3\u6599\uff08\u8cc7\u6599\uff09\u5feb\u7528\u5b8c\u4e86\u300d\uff0c\u4e0d\u662f\u300c\u653e\u5927\u9019\u4ef6\u4e8b\u5931\u6548\u4e86\u300d\u3002\u4ed6\u771f\u6b63\u7684\u4e3b\u5f35\uff0c\u53cd\u800c\u76f8\u7576\u89aa scaling\uff1a\u300cscaling \u5c0d\u7684\u6771\u897f\uff0c\u73fe\u5728\u6bd4\u4ee5\u5f80\u4efb\u4f55\u6642\u5019\u90fd\u66f4\u91cd\u8981\u300d\u3002\u4e5f\u5c31\u662f\u628a\u529b\u6c23\u5f9e\u9810\u8a13\u7df4\uff0c\u8f49\u5411 RL\u3001test-time \u7b49\u65b0\u65b9\u5411\u3002\u53e6\u4e00\u7aef\u662f Anthropic \u57f7\u884c\u9577 Dario Amodei\uff0c\u4ed6\u4ee3\u8868\u300c\u73fe\u884c\u5178\u7bc4\u7684\u653e\u5927\u4ecd\u6709\u7e8c\u822a\u529b\u300d\u7684\u6a02\u89c0\u6d3e\uff1a\u653e\u5927\u795e\u7d93\u7db2\u8def\uff08\u898f\u6a21\u3001\u8cc7\u6599\u3001\u7b97\u529b\uff09\u6703\u6301\u7e8c\u3001\u53ef\u9760\u5730\u589e\u5f37 AI \u80fd\u529b\uff0c\u4e26\u9810\u671f AI \u5728 2026 \u6216 2027 \u5e74\u65bc\u67d0\u4e9b\u9818\u57df\u9054\u5230\u6216\u8d85\u8d8a\u4eba\u985e\u6c34\u6e96\u3002\u5169\u4eba\u7684\u5206\u6b67\uff0c\u8207\u5176\u8aaa\u662f\u300c\u770b\u591a vs \u770b\u7a7a\u300d\uff0c\u4e0d\u5982\u8aaa\u662f\u300c\u7e7c\u7e8c\u653e\u5927\u73fe\u884c\u5178\u7bc4\u300d\u8207\u300c\u628a scaling \u8f49\u5411\u65b0\u7bc4\u5f0f\u300d\u4e4b\u9593\u7684\u8def\u7dda\u4e4b\u5225\uff0c\u6070\u6070\u547c\u61c9\u4e86\u5831\u544a\u6240\u5217\u7684\u5169\u689d\u4e0d\u540c\u8def\u5f91\u3002<\/p>\n<p>\u90a3\u9ebc\uff0cscaling law \u5230\u5e95\u9084\u5728\u4e0d\u5728\uff1f\u6211\u4e0d\u662f\u5c08\u696d\u79d1\u7814\u4eba\u54e1\uff0c\u53ef\u80fd\u7121\u6cd5\u4f5c\u51fa\u7cbe\u6e96\u7684\u5224\u65b7\uff0c\u4f46\u8207\u5176\u554f\u300c\u5728\u4e0d\u5728\u300d\uff0c\u4e0d\u5982\u770b\u6e05\u5b83\u7684\u5f62\u72c0\u5df2\u7d93\u8b8a\u4e86\u3002\u904e\u53bb(2024\u5e74\u5e95)\u90a3\u689d\u4e3b\u529b\u66f2\u7dda\uff0c\u78ba\u5be6\u9047\u5230\u4e86\u74f6\u9838\uff1a\u8cc7\u6599\u903c\u8fd1\u8017\u76e1\u3001\u6a21\u578b\u8d8a\u505a\u8d8a\u5927\uff0c\u4f46\u5831\u916c\u537b\u5728\u5feb\u901f\u4e0b\u964d\u3002\u7136\u800c\uff0c\u7576 RL\uff08\u5f37\u5316\u5b78\u7fd2\uff09\u88ab\u5f15\u5165\u3001test-time compute\uff08\u63a8\u8ad6\u671f\u904b\u7b97\uff0c\u4e5f\u5c31\u662f\u8b93\u6a21\u578b\u300c\u601d\u8003\u300d\u66f4\u4e45\uff09\u958b\u59cb\u767c\u63ee\u4f5c\u7528\uff0c\u7b49\u65bc\u662f\u5728\u820a\u66f2\u7dda\u4e4b\u5916\uff0c\u53c8\u958b\u51fa\u4e86\u4e00\u689d\u65b0\u7684\u6210\u9577\u66f2\u7dda\u3002\u63db\u53e5\u8a71\u8aaa\uff0cAI \u7684\u9032\u6b65\u4e26\u6c92\u6709\u505c\u4e0b\uff0c\u53ea\u662f\u52d5\u529b\u4f86\u6e90\u5f9e\u300c\u628a\u6a21\u578b\u7df4\u5f97\u66f4\u5927\u300d\uff0c\u90e8\u5206\u8f49\u79fb\u5230\u4e86\u300c\u8b93\u6a21\u578b\u60f3\u5f97\u66f4\u4e45\u3001\u5b78\u5f97\u66f4\u5de7\u300d\u3002\u4f46\u771f\u6b63\u7684\u95dc\u9375\u5728\u65bc\u201c<strong>\u4ee3\u50f9\u201d<\/strong>\u3002\u4e0d\u8ad6\u662f\u820a\u66f2\u7dda\u9084\u662f\u65b0\u66f2\u7dda\uff0c\u8981\u8b93\u6a21\u578b\u300c\u8df3\u5347\u4e00\u500b\u80fd\u529b\u7b49\u7d1a\u300d\uff0c\u6240\u9700\u6295\u5165\u7684\u8cc7\u6599\u8207\u7b97\u529b\uff0c\u90fd\u5728\u4ee5\u6307\u6578\u7d1a\u7684\u901f\u5ea6\u81a8\u8139\uff0c\u9019\u4e00\u9ede\uff0c\u5230\u4e86 2026 \u5e74\u770b\u5f97\u66f4\u6e05\u695a\uff1a\u5149\u662f RL \u8a13\u7df4\u7684\u7b97\u529b\uff0c\u5f9e o1 \u5230 o3 \u4e00\u4ee3\u4e4b\u9593\u5c31\u589e\u52a0\u4e86\u8d85\u904e\u5341\u500d\u3002\u5b83\u4e0d\u662f\u649e\u4e0a\u4e00\u5835\u7246\uff0c\u800c\u662f\u8e0f\u4e0a\u4e86\u4e00\u9053\u8d8a\u4f86\u8d8a\u9661\u7684\u659c\u5761\uff0c\u6bcf\u5f80\u4e0a\u722c\u4e00\u968e\uff0c\u6210\u672c\u5c31\u7ffb\u4e0a\u4e00\u500b\u91cf\u7d1a\u3002\u9019\u6b63\u662f\u7b2c\u4e00\u7bc0\u90a3\u500b\u77db\u76fe\u9ad4\u611f\uff08\u80fd\u529b\u4e0a\u5347\u3001\u4ee3\u50f9\u537b\u4e0b\u4e0d\u4f86\uff09\u7684\u6839\u6e90\uff0c<strong>\u4e5f\u8b93 scaling \u4e4b\u722d\u7684\u91cd\u5fc3\uff0c\u5f9e\u300c\u884c\u4e0d\u884c\u300d\u8f49\u5411\u4e86\u300c\u5212\u4e0d\u5212\u7b97\u3001\u6490\u4e0d\u6490\u5f97\u4f4f\u300d<\/strong>\u3002\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u689d\u65b0\u66f2\u7dda\u81ea\u5df1\u4e5f\u5728\u9032\u5316\u3002\u9019\u4efd\u5831\u544a\u767c\u8868\u65bc 2026 \u5e74\u4e2d\uff0c\u4f46 RL \u9019\u689d\u8def\u5728\u5831\u544a\u6210\u6587\u5f8c\u53c8\u5f80\u524d\u8de8\u4e86\u4e00\u6b65\uff1a\u7126\u9ede\u6b63\u5f9e\u300c\u6f14\u7b97\u6cd5\u300d\u8f49\u79fb\u5230\u300c\u74b0\u5883\u300d\u3002\u524d\u6cbf\u6a21\u578b\u8d8a\u4f86\u8d8a\u9700\u8981\u5728\u64ec\u771f\u7684\u6a21\u64ec\u74b0\u5883\u88e1\uff0c\u900f\u904e\u8a66\u8aa4\u4f86\u5b78\u7fd2\uff0c\u800c\u4e0d\u518d\u53ea\u9760\u975c\u614b\u8cc7\u6599(\u4e5f\u6c92\u6709\u8db3\u5920\u7684\u975c\u614b\u8cc7\u6599)\uff1b\u65bc\u662f\u300cRL \u74b0\u5883\uff08RL environments\uff09\u300d\u6210\u4e86\u65b0\u7684\u7af6\u9010\u7126\u9ede\u30022026 \u5e74\uff0c\u4f01\u696d\u554f\u7684\u4e0d\u518d\u662f\u300c\u54ea\u500b\u6a21\u578b\u6700\u597d\u300d\uff0c\u800c\u662f\u300c\u4f60\u7684\u6a21\u578b\u662f\u5728\u54ea\u500b\u74b0\u5883\u88e1\u8a13\u7df4\u7684\u300d\u3002\u7576\u73fe\u6210\u8cc7\u6599\u898b\u9802\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u300c\u88fd\u9020\u300d\u6216\u300c\u5408\u6210\u300d\u8cc7\u6599\uff0c\u9032\u800c\u6253\u9020\u74b0\u5883\u3001\u8b93\u6d77\u91cf agent \u5728\u5176\u4e2d\u53cd\u8986\u8a66\u8aa4\uff0c\u800c\u6bcf\u4e00\u6b65\u90fd\u5403\u4e0b\u66f4\u591a\u7684\u63a8\u8ad6\u7b97\u529b\u8207\u8a18\u61b6\u9ad4\u3002\u6240\u4ee5\uff0c\u5373\u4f7f\u662f\u8a8d\u70ba\u9810\u8a13\u7df4\u5df2\u8d70\u5230\u76e1\u982d\u7684 Ilya\uff0c\u4ed6\u7684\u89e3\u65b9\u4e5f\u4e0d\u662f\u653e\u68c4\u7b97\u529b\uff0c\u800c\u662f\u300c\u628a\u7b97\u529b\u7528\u5728\u5c0d\u7684\u5730\u65b9\u300d\u3002\u5f9e\u9810\u8a13\u7df4\uff0c\u8f49\u5411 RL\u3001test-time \u8207\u65b0\u7684\u5b78\u7fd2\u7bc4\u5f0f\u3002\u63db\u8a00\u4e4b\uff0c\u7121\u8ad6\u4f60\u7ad9\u5728\u54ea\u4e00\u689d\u8def\u7dda\uff0c\u300c\u7b97\u529b\u6703\u6301\u7e8c\u662f\u7a00\u7f3a\u8cc7\u6e90\u300d\u9019\u500b\u7d50\u8ad6\u90fd\u4e0d\u6703\u6539\u8b8a\uff1b\u6539\u8b8a\u7684\uff0c\u53ea\u662f\u5b83\u88ab\u82b1\u5728\u54ea\u88e1\u2014\u2014\u800c 2026 \u5e74\u7684\u7b54\u6848\uff0c\u6b63\u8d8a\u4f86\u8d8a\u6307\u5411\u300c\u63a8\u8ad6\u300d\u8207\u300c\u74b0\u5883\u300d\u9019\u4e00\u7aef\u3002<\/p>\n<p>\u5716\u4e8c\u3001Scaling law \u7684\u73fe\u6cc1\u8207\u672a\u4f86(\u793a\u610f\u5716\uff0c\u50c5\u793a\u8da8\u52e2\uff0c\u975e\u5be6\u969b\u6578\u64da)<\/p>\n<p><img class=\"lazyload\" decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27878%27%20height%3D%27579%27%20viewBox%3D%270%200%20878%20579%27%3E%3Crect%20width%3D%27878%27%20height%3D%27579%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/tech____-Google-From-AGI-to-ASI-AI-img-2.png\" alt=\"AGI\u767c\u5c55-\u793a\u610f\u5716-1\" \/><\/p>\n<p>Source: From AGI to ASI\uff1b\u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\u7e6a\u88fd<\/p>\n<ul>\n<li><a id=\"_Hlk232672421\"><\/a><strong>\u8def\u5f91\u8207\u963b\u529b<\/strong><\/li>\n<\/ul>\n<p>\u5982\u679c\u8aaa\u524d\u9762\u8ac7\u7684\u662f\u300c\u5f15\u64ce\u300d\u8207\u300c\u71c3\u6599\u300d\uff0c\u9019\u88e1\u5c31\u5ef6\u7e8c\u300aFrom AGI to ASI\u300b\u5831\u4e2d\u7684\u908f\u8f2f\uff0c\u4f86\u8ac7\u300c\u8def\u7dda\u5716\u300d\u3002\u5f9e\u5831\u544a\u4e2d\u6709\u56db\u689d\u4ed6\u5011\u8a8d\u70ba\u53ef\u80fd\u5f9eAGI\u5230ASI\u7684\u6280\u8853\u8def\u5f91\u3002\u8981\u5148\u5f37\u8abf\u7684\u662f\uff1a\u9019\u662f\u5047\u8a2d\u6211\u5011\u5df2\u7d93\u6709\u4e86AGI\u5f8c\u7684\u60c5\u5883\uff0c\u9019\u56db\u689d\u4e26\u975e\u4e92\u65a5\uff0c\u800c\u662f\u53ef\u4ee5\u4e26\u884c\u3001\u751a\u81f3\u5f7c\u6b64\u52a0\u6210\u3002\u5b83\u5011\u4e4b\u9593\u6709\u4e00\u500b\u8010\u4eba\u5c0b\u5473\u7684\u5171\u901a\u9ede\uff0c\u53ef\u9810\u6e2c\u6027\u662f\u905e\u6e1b\u7684\uff1a\u7b2c\u4e00\u689d\u6709\u6b77\u53f2\u6578\u64da\u53ef\u5916\u63a8\uff0c\u5f8c\u4e09\u689d\u5247\u8d8a\u4f86\u8d8a\u53ea\u80fd\u6191\u63a8\u6e2c\u3002\u9019\u500b\u300c\u53ef\u9810\u6e2c\u6027\u905e\u6e1b\u300d\u7684\u7279\u6027\uff0c\u5f8c\u9762\u6703\u770b\u5230\uff0c\u6b63\u662f AI \u985e\u80a1\u4f30\u503c\u5bb9\u6613\u5287\u70c8\u64fa\u76ea\u7684\u6839\u6e90\u4e4b\u4e00\u3002<\/p>\n<ol>\n<li>\u8def\u5f91\u4e00\uff1a\u64f4\u5927\u898f\u6a21\uff08Keep Scaling\uff09\uff0c\u66f4\u5927\u7684\u6a21\u578b\u3001\u66f4\u591a\u7684\u8cc7\u6599\u3001\u66f4\u591a\u7684\u7b97\u529b\u3002\u5b83\u7684\u6700\u5927\u7279\u8272\u662f\u300c\u53ef\u5916\u63a8\u300d\uff0c\u662f\u56db\u689d\u88e1\u552f\u4e00\u80fd\u7528\u6b77\u53f2\u6578\u64da\u64ec\u5408\u9810\u6e2c\u6a21\u578b\u7684\u3002\u6240\u9700\u8cc7\u6e90\u6700\u76f4\u63a5\uff1a\u7b97\u529b\u3001\u80fd\u6e90\u3001\u8cc7\u6599\uff0c\u4ee5\u53ca\u627f\u8f09\u9019\u4e00\u5207\u7684\u786c\u9ad4\u3002<\/li>\n<li>\u8def\u5f91\u4e8c\uff1a\u5178\u7bc4\u8f49\u79fb\uff08Paradigm Shift\uff09\uff0c\u7576\u73fe\u884c\u67b6\u69cb\u649e\u5230\u5929\u82b1\u677f\uff0c\u6539\u7528\u5168\u65b0\u7684\u67b6\u69cb\u6216\u5b78\u7fd2\u65b9\u5f0f\uff0c\u5982\u4ee5 RL \u70ba\u6838\u5fc3\u7684\u6a21\u5f0f\uff0c\u6216\u662f\u66f4\u524d\u6cbf\u7684\u65b0\u578b\u904b\u7b97\u786c\u9ad4\uff08\u4e3b\u6253\u80fd\u6e90\u6548\u7387\u7684\u7a81\u7834\uff09\u3002\u5b83\u7684\u7279\u8272\u662f\u300c\u4e0d\u53ef\u9810\u6e2c\u300d\uff1a\u7a81\u7834\u4f55\u6642\u767c\u751f\u3001\u9577\u4ec0\u9ebc\u6a23\uff0c\u7121\u6cd5\u4e8b\u5148\u5f97\u77e5\u3002\u6240\u9700\u8cc7\u6e90\u504f\u5411\u7814\u7a76\u4eba\u624d\u8207\u57fa\u790e\u7814\u7a76\uff0c\u800c\u975e\u55ae\u7d14\u7684\u786c\u9ad4\u5806\u758a\u3002<\/li>\n<li>\u8def\u5f91\u4e09\uff1a\u905e\u8ff4\u81ea\u6211\u6539\u9032\uff08Recursive Self-improvement\uff09\u3002 AI \u7528\u4f86\u52a0\u901f AI \u81ea\u8eab\u7684\u7814\u767c\uff0c\u8a2d\u8a08\u66f4\u597d\u7684\u6f14\u7b97\u6cd5\u3001\u66f4\u597d\u7684\u6676\u7247\uff0c\u5f62\u6210\u300c\u8d8a\u5f37\u7684 AI \u9020\u51fa\u66f4\u5f37\u7684 AI\u300d\u7684\u6b63\u5411\u5faa\u74b0\uff0c\u7406\u8ad6\u4e0a\u53ef\u80fd\u5c0e\u5411\u7206\u70b8\u5f0f\u6210\u9577\u3002\u5b83\u7684\u7279\u8272\u662f\u300c\u7121\u6b77\u53f2\u53ef\u5faa\u300d\uff0c\u53ef\u80fd\u6025\u901f\u8d77\u98db\u3001\u4e5f\u53ef\u80fd\u5f88\u5feb\u7184\u706b\u3002\u6240\u9700\u8cc7\u6e90\u662f\u9ad8\u968e AI \u7b97\u529b\uff0c\u52a0\u4e0a\u5be6\u9ad4\u5be6\u9a57\u8207\u88fd\u9020\u7684\u6642\u9593(\u6700\u70ba\u95dc\u9375)\u3002<\/li>\n<li>\u8def\u5f91\u56db\uff1a\u591aAgent\u96c6\u9ad4\uff08Multi-agent Collective\uff09\u3002 \u9019\u689d\u6211\u8a8d\u70ba\u6700\u7279\u5225\uff0c\u5c31\u7b97\u55ae\u4e00\u6a21\u578b\u505c\u5728AGI\u3001\u4e0d\u518d\u8b8a\u8070\u660e\uff0c\u53ea\u8981\u628a\u5b83\u8907\u88fd\u6210\u5927\u91cf\u5be6\u4f8b\u3001\u7d44\u6210\u5354\u4f5c\u7684\u96c6\u9ad4\uff08\u5982\u81ea\u52d5\u5316\u516c\u53f8\u3001agent \u5e02\u5834\uff09\uff0c\u6574\u9ad4\u4ecd\u53ef\u80fd\u5c55\u73fe\u8d85\u4eba\u7684\u80fd\u529b\u3002\u5b83\u547c\u61c9\u4e86\u7b2c\u4e8c\u7bc0\u90a3\u500b\u4f0f\u7b46\uff0c\u300c\u638c\u63e1\u7a0b\u5f0f\u78bc\u300d\u8b93\u7121\u640d\u8907\u88fd\u6210\u70ba\u53ef\u80fd\u3002\u6240\u9700\u8cc7\u6e90\u662f\u5927\u91cf\u7684\u63a8\u8ad6\u7b97\u529b\u3001\u4e92\u9023\u983b\u5bec\u8207\u8a18\u61b6\u9ad4\u3002<\/li>\n<\/ol>\n<p>\u5728\u9019\u56db\u689d\u8def\u5f91\u4e2d\uff0c\u8207\u53f0\u7063\u76f4\u63a5\u76f8\u95dc\u7684\u662f\u7b2c\u4e00\u8207\u7b2c\u56db\u689d\uff0c\u5169\u689d\u8def\u5f91\u96d6\u65b9\u5411\u76f8\u53cd\u3001\u537b\u540c\u6a23\u6307\u5411\u53f0\u7063\u7684\u5f37\u9805\u3002<strong>\u8def\u5f91\u4e00\u7684Scaling<\/strong>\u662f\u53f0\u7063\u7684\u300c\u71c3\u6599\u4f9b\u61c9\u93c8\u300d\u4e3b\u5834\u3002\u7576\u6a21\u578b\u8207\u8a13\u7df4\u6301\u7e8c\u653e\u5927\uff0c\u9700\u6c42\u6703\u96c6\u4e2d\u5728\u4e09\u500b\u53f0\u7063\u5177\u58d3\u5012\u6027\u5730\u4f4d\u7684\u74b0\u7bc0\uff1a\u5148\u9032\u88fd\u7a0b\uff08\u6676\u5713\u4ee3\u5de5\uff09\u3001\u5148\u9032\u5c01\u88dd\uff08CoWoS\u3001CoPoS\u3001FOPLP\uff09\uff0c\u4ee5\u53ca\u9ad8\u983b\u5bec\u8a18\u61b6\u9ad4\uff08HBM\uff09\u7684\u5c01\u88dd\u8207\u6e2c\u8a66\u3002\u9019\u689d\u8def\u5f91\u53ea\u8981\u9084\u5728\u8dd1\uff0c\u53f0\u7063\u5c31\u662f\u5b83\u7684\u71c3\u6599\u7ba1\u7dda\u3002\u9019\u4e5f\u662f\u904e\u53bb\u4e09\u5e74\u53f0\u7063 AI\u4f9b\u61c9\u93c8\u53d7\u76ca\u7684\u4e3b\u908f\u8f2f\u3002<strong>\u8def\u5f91\u56db\u7684\u591a Agent\u96c6\u9ad4<\/strong>\u5247\u628a\u53f0\u7063\u7684\u50f9\u503c\uff0c\u6301\u7e8c\u6027\u7684\u5f9e\u300c\u8a13\u7df4\u300d\u5ef6\u4f38\u5230\u300c\u63a8\u8ad6\u8207\u4e92\u9023\u300d\u3002 \u8dd1\u4e00\u767e\u842c\u500b\u5354\u4f5c\u7684 agent\uff0c\u5403\u7684\u4e0d\u662f\u8a13\u7df4\u7b97\u529b\uff0c\u800c\u662f\u63a8\u8ad6\u7b97\u529b\u3001\u7bc0\u9ede\u9593\u7684\u4e92\u9023\u3001\u4ee5\u53ca\u642c\u79fb\u8cc7\u6599\u7684\u8a18\u61b6\u9ad4\u983b\u5bec\u3002\u9019\u628a\u50f9\u503c\u63a8\u5411 scale-up \u4e92\u9023\u7db2\u8def\u3001\u5149\u4e92\u9023\uff08CPO\uff0f\u5171\u5c01\u88dd\u5149\u5b78\uff09\uff0c\u4ee5\u53ca\u89e3\u8a18\u61b6\u9ad4\u7246\u7684\u5404\u7a2e\u5c01\u88dd\u6280\u8853\u3002\u9019\u4e9b\u540c\u6a23\u662f\u53f0\u7063\u4f9b\u61c9\u93c8\u6df1\u5ea6\u5361\u4f4d\u7684\u9818\u57df\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u7121\u8ad6 AI \u7684\u91cd\u5fc3\u662f\u5728\u300c\u628a\u6a21\u578b\u7df4\u5927\u300d\u9084\u662f\u300c\u8b93\u6d77\u91cf agent \u5354\u4f5c\u300d\uff0c\u53f0\u7063\u90fd\u5728\u5fc5\u7d93\u4e4b\u8def\u4e0a\uff0c\u53ea\u662f\u53d7\u60e0\u7684\u74b0\u7bc0\u5f9e\u8a13\u7df4\u5074\u632a\u5411\u63a8\u8ad6\u5074\u3002\u81f3\u65bc\u8def\u5f91\u4e8c\u7684\u5178\u7bc4\u8f49\u79fb\uff0c\u6211\u8a8d\u70ba\u5c0d\u53f0\u7063\u662f\u96d9\u9762\u7684\uff0c\u795e\u7d93\u5f62\u614b\u6216\u985e\u6bd4\u904b\u7b97\u82e5\u6210\u771f\uff0c\u53ef\u80fd\u91cd\u5beb\u300c\u4ec0\u9ebc\u786c\u9ad4\u6709\u50f9\u503c\u300d\uff0c\u662f\u73fe\u884c GPU \u5178\u7bc4\u7684\u5c3e\u90e8\u98a8\u96aa\uff1b\u8def\u5f91\u4e09\u7684\u905e\u8ff4\u6539\u9032\u5247\u6709\u4e00\u652f\u300cAI \u8a2d\u8a08\u6676\u7247\u300d\u76f4\u63a5\u5229\u591a EDA \u8207\u88fd\u9020\u6d41\u7a0b\u512a\u5316\u3002\u4f46\u9019\u5169\u689d\u90fd\u9084\u5728\u5f88\u65e9\u7684\u968e\u6bb5\uff0c\u76ee\u524d\u662f\u4e3b\u984c\u3001\u4e0d\u662f\u6a19\u7684\u3002<\/p>\n<p>\u5716\u4e09\u3001\u5f9e AGI \u5230 ASI \u7684\u56db\u689d\u8def\u5f91<\/p>\n<p><img class=\"lazyload\" decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271367%27%20height%3D%27489%27%20viewBox%3D%270%200%201367%20489%27%3E%3Crect%20width%3D%271367%27%20height%3D%27489%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/tech____-Google-From-AGI-to-ASI-AI-img-3.png\" alt=\"AGI\u767c\u5c55-\u793a\u610f\u5716-2\" \/><\/p>\n<p>Source: \u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\u7e6a\u88fd<\/p>\n<p>\u5831\u544a\u5217\u4e86\u516d\u9805\u6f5b\u5728\u74f6\u9838\uff0c\u4e26\u5766\u8a00\u7121\u6cd5\u5224\u65b7\u5b83\u5011\u7a76\u7adf\u662f\u300c\u62d6\u6162\u7684\u6469\u64e6\u300d\u9084\u662f\u300c\u505c\u6eef\u7684\u963b\u7919\u300d\uff0cGoogle DeepMind\u61c9\u8a72\u4e5f\u540c\u610f\u9019\u672c\u8eab\u5c31\u662f\u958b\u653e\u554f\u984c\u3002\u56e0\u6b64\u9019\u88e1\u53ea\u6311\u8207\u53f0\u7063\u7522\u696d\u6700\u76f8\u95dc\u7684\u4e09\u9805\u3002<\/p>\n<ol>\n<li><strong>\u8cc7\u6599\u50b3\u8f38\u983b\u5bec\u7684\u74f6\u9838\uff0c\u4e5f\u662f\u6700\u91cd\u8981\u7684\u3002<\/strong>\u5831\u544a\u660e\u767d\u6307\u51fa\uff1a\u5373\u4f7f\u7d93\u6fdf\u8cc7\u6e90\u8207\u539f\u59cb\u7b97\u529b\u90fd\u80fd\u7e7c\u7e8c\u64f4\u5f35\uff0c\u73fe\u884c\u786c\u9ad4\u67b6\u69cb\u7684\u7269\u7406\u9650\u5236\u4ecd\u53ef\u80fd\u6210\u70ba\u74f6\u9838\u3002\u5177\u9ad4\u800c\u8a00\uff0c\u7576\u6a21\u578b\u8b8a\u5927\uff0c\u6548\u80fd\u7684\u95dc\u9375\u4e0d\u518d\u53ea\u662f\u300c\u7b97\u5f97\u591a\u5feb\u300d\uff0c\u800c\u662f\u300c\u8cc7\u6599\u642c\u5f97\u591a\u5feb\u300d\uff0c\u800c\u9019\u5305\u542b\u5169\u500b\u5c64\u9762\uff1a\u4e00\u662f\u8a18\u61b6\u9ad4\u8207\u904b\u7b97\u55ae\u5143\u4e4b\u9593\u7684\u8cc7\u6599\u642c\u79fb(memory bandwidth limits)\uff0c\u4e8c\u662f\u6210\u5343\u4e0a\u842c\u9846\u6676\u7247\u5f7c\u6b64\u4e4b\u9593\u7684\u9ad8\u901f\u901a\u8a0a(interconnect bottlenecks)\u3002\u5831\u544a\u76f4\u8a00\uff0c\u9019\u5169\u8005\u90fd\u6703\u9010\u6f38\u4e3b\u5c0e\u6574\u9ad4\u6548\u80fd\u3001\u5c0e\u81f4 scaling \u5831\u916c\u905e\u6e1b\uff0c\u300c\u9664\u975e\u767c\u5c55\u51fa\u65b0\u7684\u786c\u9ad4\u5178\u7bc4\u6216\u4e92\u9023\u6280\u8853\u300d\u3002\u9019\u53e5\u8a71\u5e7e\u4e4e\u662f\u66ff\u53f0\u7063\u7684\u76f8\u95dc\u4f9b\u61c9\u93c8\u91cf\u8eab\u80cc\u66f8(\u9019\u662f\u6211\u500b\u4eba\u89c0\u9ede\uff0c\u975eGOOGLE \u610f\u5411)\u3002\u8a18\u61b6\u9ad4\u5074\u7684\u74f6\u9838\uff0c\u6307\u5411 HBM\uff08\u9ad8\u983b\u5bec\u8a18\u61b6\u9ad4\uff09\u8207\u5148\u9032\u5c01\u88dd\uff08CoWoS \u7b49\uff09\u4ee5\u53ca\u5df2\u7d93\u767c\u751f\u7684\u6392\u64e0\u6548\u61c9\uff1b\u6676\u7247\u8207\u7bc0\u9ede\u9593\u7684\u901a\u8a0a\u74f6\u9838\uff0c\u5247\u6307\u5411\u9ad8\u901f\u4e92\u9023\u3001scale-up \u7db2\u8def\uff0c\u4e43\u81f3\u5149\u901a\u8a0a\u8207\u50b3\u8f38\u8a2d\u5099\u8207\u88fd\u9020\u6280\u8853\u7684\u5347\u7d1a(\u63d2\u62d4 800G\u21921.6T\u21923.2T\uff1bCPO\u5149\u901a\u8a0a\u7b49)\u3002\u63db\u8a00\u4e4b\uff0c\u5831\u544a\u7b49\u65bc\u7528\u5b83\u81ea\u5df1\u7684\u8a9e\u8a00\u78ba\u8a8d\uff1a\u904b\u7b97\u7684\u74f6\u9838\u6b63\u5f9e\u300c\u904b\u7b97\u300d\u672c\u8eab\uff0c\u8f49\u5411\u300c\u8cc7\u6599\u7684\u50b3\u8f38\u300d\uff0c\u800c\u7121\u8ad6\u662f\u8a18\u61b6\u9ad4\u9084\u662f\u5149\u901a\u8a0a\uff0c\u9019\u689d\u300c\u50b3\u8f38\u983b\u5bec\u300d\u7684\u6230\u7dda\uff0c\u6b63\u662f\u53f0\u7063\u4f9b\u61c9\u93c8\u6700\u6df1\u5ea6\u5361\u4f4d\u7684\u6838\u5fc3\u6230\u5834\u3002<\/li>\n<li><strong>\u8cc7\u6599\u7246\uff0c<\/strong>\u6a21\u578b\u898f\u6a21\u7684\u6210\u9577\uff0c\u5df2\u7d93\u8d85\u904e\u5168\u7403\u65b0\u589e\u9ad8\u54c1\u8cea\u8cc7\u6599\u7684\u901f\u5ea6\u3002\u5831\u544a\u8a8d\u70ba\u9019\u662f\u300c\u6469\u64e6\u3001\u800c\u975e\u6839\u672c\u963b\u7919\u300d\uff0c\u56e0\u70ba\u5c0d\u7b56\uff08\u5408\u6210\u8cc7\u6599\u3001\u6a21\u64ec\u3001RL \u74b0\u5883\u3001agent \u8a66\u8aa4\uff09\u5e7e\u4e4e\u5168\u90fd\u80fd\u7528\u7b97\u529b\u4f86\u63db\u3002\u9019\u4e5f\u547c\u61c9\u524d\u9762\u6240\u8aaa\u7684\u300cRL \u74b0\u5883\u300d\u8da8\u52e2\u3002\u5c0d\u53f0\u7063\u7684\u542b\u610f\u662f\uff1a\u8cc7\u6599\u5fc5\u7136\u4e0d\u5920\uff0c\u53ef\u80fd\u7684\u89e3\u6cd5\u5c31\u662f\u300c\u7528\u7b97\u529b\u9020\u8cc7\u6599\u300d\uff0c\u800c\u9020\u8cc7\u6599\u672c\u8eab\u5c31\u662f\u5927\u898f\u6a21\u7684\u904b\u7b97\u8207\u63a8\u8ad6\u9700\u6c42\uff1b\u518d\u52a0\u4e0a\u7d42\u7aef\u61c9\u7528\u60c5\u5883\u7684\u8cc7\u6599\u751f\u6210\uff0c\u4f8b\u5982\u6578\u4f4d\u5b7f\u751f\uff08digital twin\uff09\u5c0d\u5de5\u5ee0\u3001\u57ce\u5e02\u3001\u8a2d\u5099\u7684\u6a21\u64ec\u2014\u2014\u8cc7\u6599\u7246\u4e0d\u4f46\u4e0d\u6703\u524a\u5f31\u7b97\u529b\u9700\u6c42\uff0c\u53cd\u800c\u628a\u5b83\u5c0e\u5411\u53e6\u4e00\u500b\u51fa\u53e3\u3002<\/li>\n<li><strong>\u80fd\u6e90\u8207\u8cc7\u6e90\uff0c<\/strong>\u9019\u662f\u6700\u5be6\u9ad4\u3001\u4e5f\u6700\u96e3\u7528\u6280\u8853\u7e5e\u904e\u7684\u4e00\u9805\u3002\u7b97\u529b\u7684\u76e1\u982d\u662f\u96fb\u529b\uff0c\u8cc7\u6599\u4e2d\u5fc3\u7684\u64f4\u5f35\uff0c\u6700\u7d42\u53d7\u9650\u65bc\u96fb\u7db2\u3001\u571f\u5730\u3001\u6563\u71b1\u8207\u7a00\u571f\u3002\u9019\u4e00\u9ede\uff0c\u9ec3\u4ec1\u52f3\u5728 COMPUTEX 2026 \u628a AI \u57fa\u790e\u5efa\u8a2d\u6bd4\u55bb\u70ba\u300c\u4e94\u5c64\u86cb\u7cd5\u300d\uff0c\u800c\u6700\u5e95\u5c64\u3001\u4f5c\u70ba\u4e00\u5207\u7b97\u529b\u7b2c\u4e00\u57fa\u790e\u7684\uff0c\u6b63\u662f\u80fd\u6e90\uff0c\u300cAI \u5373\u6642\u751f\u6210\u667a\u6167\uff0c\u9700\u8981\u5373\u6642\u751f\u7522\u7684\u96fb\u529b\u300d\u3002\u4ed6\u751a\u81f3\u9ede\u540d\uff0cAI\u5de5\u5ee0\u9700\u8981\u7684\u4e0d\u53ea\u662f\u535a\u58eb\uff0c\u9084\u6709\u96fb\u5de5\u3001\u6c34\u7ba1\u5de5\u3001\u92fc\u9435\u5de5\u3001\u5b89\u88dd\u8207\u64cd\u4f5c\u4eba\u54e1\u3002\u63db\u8a00\u4e4b\uff0c\u7576\u696d\u754c\u9084\u5728\u6bd4\u62fc\u6676\u7247\u898f\u683c\u6642\uff0c\u771f\u6b63\u53ef\u80fd\u9650\u5236 AI \u5929\u82b1\u677f\u7684\uff0c\u53cd\u800c\u662f\u5f8c\u7aef\u80fd\u5426\u7a69\u5b9a\u3001\u6709\u6548\u7387\u5730\u652f\u6490\u9ad8\u529f\u8017\u904b\u7b97\u3002<\/li>\n<\/ol>\n<p>\u8868\u4e8c\u3001\u56db\u689d\u8def\u5f91 \u00d7 \u4e09\u9805\u6469\u64e6\u529b \u00d7 \u53f0\u7063\u4f9b\u61c9\u93c8<\/p>\n<p><img class=\"lazyload\" decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27905%27%20height%3D%27436%27%20viewBox%3D%270%200%20905%20436%27%3E%3Crect%20width%3D%27905%27%20height%3D%27436%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/witology.com.tw\/wp-content\/uploads\/2026\/06\/tech____-Google-From-AGI-to-ASI-AI-img-4.png\" alt=\"AGI\u767c\u5c55-\u793a\u610f\u5716-3\" \/><\/p>\n<p>Source: \u667a\u749e\u7522\u696d\u8da8\u52e2\u7814\u7a76\u6240\u7e6a\u88fd<\/p>\n<ul>\n<li><strong>\u7d50\u8ad6<\/strong><\/li>\n<\/ul>\n<p>\u6700\u5f8c\uff0c\u6211\u8a8d\u70ba\u9019\u4efd\u5831\u544a\u4e0d\u662f\u8981\u544a\u8a34\u6211\u5011\u300cAGI\u3001ASI \u4f55\u6642\u5230\u4f86\u300d\u3002\u800c\u662f\u628a\u4e00\u500b\u88ab\u6d6a\u6f6e\u6a21\u7cca\u7684\u4e8b\u5be6\u91cd\u65b0\u8b1b\u6e05\u695a\u3002\u800c\u5728\u6eff\u662f\u4e0d\u78ba\u5b9a\u7684\u5716\u666f\u4e2d\uff0c\u6709\u4e00\u4ef6\u4e8b\u662f\u78ba\u5b9a\u7684\uff1a\u7121\u8ad6 AI \u8d70\u54ea\u4e00\u689d\u8def\u5f91\u3001\u88ab\u54ea\u4e00\u9805\u6469\u64e6\u529b\u62d6\u6162\uff0cGoogle DeepMind\u8a8d\u70ba\u7b97\u529b\u90fd\u6703\u6301\u7e8c\u662f\u7a00\u7f3a\u8cc7\u6e90\uff0c\u6539\u8b8a\u7684\u53ea\u662f\u5b83\u88ab\u82b1\u5728\u8a13\u7df4\u3001\u63a8\u8ad6\uff0c\u9084\u662f\u88fd\u9020\u8cc7\u6599\u3002\u800c\u652f\u6490\u9019\u4e00\u5207\u7684\u5e95\u5c64\uff0c\u662f\u5148\u9032\u88fd\u7a0b\u3001\u5148\u9032\u5c01\u88dd\u3001\u50b3\u8f38\u983b\u5bec\uff08\u8a18\u61b6\u9ad4\u8207\u5149\u901a\u8a0a\uff09\u3001\u6563\u71b1\u8207\u96fb\u529b\uff0c\u9019\u5e7e\u4e4e\u689d\u689d\u901a\u5411\u53f0\u7063\u3002\u63db\u53e5\u8a71\u8aaa\uff0c<strong>\u9019\u4efd\u5831\u544a\u5c0d\u53f0\u7063\u6700\u91cd\u8981\u7684\u555f\u793a\u7121\u95dc\u4e4e AGI \u7684\u6642\u7a0b\uff1a\u4e0d\u7ba1\u9019\u689d\u8def\u6700\u7d42\u8d70\u591a\u9060\u3001\u8d70\u591a\u5feb\uff0c\u53f0\u7063\u90fd\u7ad9\u5728\u5b83\u7684\u5fc5\u7d93\u4e4b\u8655\u3002\u80fd\u529b\u7684\u5929\u82b1\u677f\u6216\u8a31\u9084\u770b\u4e0d\u6e05\uff0c\u4f46\u901a\u5f80\u5929\u82b1\u677f\u7684\u6bcf\u4e00\u968e,\u90fd\u5f97\u5f9e\u53f0\u7063\u7684\u4f9b\u61c9\u93c8\u4e0a\u8e0f\u904e\u53bb\u3002<\/strong><\/p>\n<h3>Extended Reading<\/h3>\n<ul>\n<li><a href=\"https:\/\/witology.com.tw\/tech\/\">\u66f4\u591a AI \u8207\u79d1\u6280\u7522\u696d\u8da8\u52e2\u5206\u6790<\/a><\/li>\n<li><a href=\"https:\/\/www.semi.org\/\" target=\"_blank\" rel=\"noopener\">SEMI \u534a\u5c0e\u9ad4\u8207 AI \u786c\u9ad4\u7522\u696d\u6700\u65b0\u52d5\u614b<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Google DeepMind\u767c\u5e03\u300aFrom AGI to ASI\u300b\uff0c\u4ee5\u300c\u5730\u5f62\u5716\u300d\u8996\u89d2\u53d6\u4ee3\u6642\u9593\u8868\uff0c\u62c6\u89e3\u9a45\u52d5AI\u80fd\u529b\u8e8d\u9032\u7684\u6709\u6548\u7b97\u529b\u4e09\u56e0\u5b50\uff0c\u540c\u6642\u9ede\u51fa\u8a18\u61b6\u9ad4\u983b\u5bec\u8207\u4e92\u9023\u74f6\u9838\u7b49\u6838\u5fc3\u963b\u529b\u3002\u672c\u6587\u4ee5\u6b64\u5831\u544a\u70ba\u672c\uff0c\u68b3\u7406AI\u767c\u5c55\u8da8\u52e2\u8207\u73fe\u5be6\u9650\u5236\uff0c\u5e36\u4f60\u770b\u6e05AGI\u81f3ASI\u7684\u5b8c\u6574\u8def\u5f91\u3002<\/p>","protected":false},"author":5,"featured_media":7996,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"rank_math_title":"Google\u300aFrom AGI to ASI\u300b\u89e3\u5bc6AI\u767c\u5c55\u8da8\u52e2\u8207\u95dc\u9375\u9650\u5236","rank_math_description":"AGI\u767c\u5c55\u7684\u771f\u5be6\u5730\u5f62\u5716\u662f\u4ec0\u9ebc\uff1fGoogle DeepMind\u767c\u5e03\u300aFrom AGI to ASI\u300b\uff0c\u5f9e\u6709\u6548\u7b97\u529b\u5e74\u589e\u5341\u500d\u3001\u8a18\u61b6\u9ad4\u983b\u5bec\u74f6\u9838\u5230\u8d85\u4eba\u5de5\u667a\u6167\u8def\u5f91\uff0c\u7cfb\u7d71\u62c6\u89e3AI\u80fd\u529b\u8e8d\u9032\u8207\u963b\u529b\u3002\u60f3\u638c\u63e1AI\u4e0b\u4e00\u6b65\u8d70\u5411\uff0c\u7acb\u523b\u6df1\u5165\u95b1\u8b80\u672c\u6587\u3002","rank_math_focus_keyword":"AGI\u767c\u5c55","rank_math_robots":"","footnotes":""},"categories":[52],"tags":[339,340,341,342,343],"class_list":["post-7997","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech","tag-339","tag-340","tag-341","tag-ai","tag-deepmind"],"_links":{"self":[{"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/posts\/7997","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/comments?post=7997"}],"version-history":[{"count":3,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/posts\/7997\/revisions"}],"predecessor-version":[{"id":8001,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/posts\/7997\/revisions\/8001"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/media\/7996"}],"wp:attachment":[{"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/media?parent=7997"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/categories?post=7997"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/witology.com.tw\/en\/wp-json\/wp\/v2\/tags?post=7997"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}