{"id":392,"date":"2025-07-30T03:59:49","date_gmt":"2025-07-29T18:59:49","guid":{"rendered":"https:\/\/appfreelife.com\/?p=392"},"modified":"2025-07-30T04:36:16","modified_gmt":"2025-07-29T19:36:16","slug":"%e3%80%8cthe-bitter-lesson%e3%80%8d%e5%86%8d%e8%aa%ad%e3%81%8b%e3%82%89%e8%a6%8b%e3%81%88%e3%82%8b%e3%80%81ai%e3%81%ae%e6%9c%ac%e8%b3%aa%e3%81%a8%e9%80%b2%e5%8c%96%e3%81%ae3%e3%82%b9%e3%83%86%e3%83%83","status":"publish","type":"post","link":"https:\/\/appfreelife.com\/?p=392","title":{"rendered":"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7"},"content":{"rendered":"\n<p>\u6700\u8fd1\u3001Richard Sutton\u6c0f\u306e\u8457\u540d\u306a\u30a8\u30c3\u30bb\u30a4\u300eThe Bitter Lesson\uff08\u75db\u3044\u6559\u8a13\uff09\u300f\u3092\u6539\u3081\u3066\u8aad\u307f\u76f4\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>Sutton\u6c0f\u306b\u3088\u308b\u3068\u3001AI\u306e\u767a\u5c55\u306b\u304a\u3044\u3066\u9577\u671f\u7684\u306b\u6700\u3082\u52b9\u679c\u7684\u3067\u3001\u6301\u7d9a\u7684\u306b\u62e1\u5f35\u53ef\u80fd\u306a\u65b9\u6cd5\u306f\u3001\u300c\u63a2\u7d22\uff08Search\uff09\u300d\u3068\u300c\u5b66\u7fd2\uff08Learning\uff09\u300d\u306e\u4e8c\u3064\u3060\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5b9f\u969b\u3001\u3053\u306e\u4e8c\u3064\u306e\u65b9\u6cd5\u306f\u3001\u3053\u3053\u6570\u5e74\u3001\u56f2\u7881\uff08AlphaGo\uff09\u3001\u30c1\u30a7\u30b9\uff08AlphaZero\uff09\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u753b\u50cf\u8a8d\u8b58\u306a\u3069\u591a\u304f\u306e\u5206\u91ce\u3067\u5287\u7684\u306a\u6210\u529f\u3092\u53ce\u3081\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001AI\u306e\u767a\u5c55\u50be\u5411\u3084\u53ef\u80fd\u6027\u3092\u3088\u308a\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u306f\u3001AI\u30e2\u30c7\u30eb\u306e\u672c\u8cea\u3092\u3055\u3089\u306b\u7d30\u304b\u304f\u4e8c\u7a2e\u985e\u306b\u5206\u985e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u79c1\u306f\u8003\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading jinr-heading d--bold\">\u2776 \u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff08Supervised Learning\uff09\u30e2\u30c7\u30eb\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u97f3\u58f0\u8a8d\u8b58\u3084\u753b\u50cf\u8a8d\u8b58\u306e\u3088\u3046\u306b\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3068\u985e\u63a8\u3092\u884c\u3046\u30e2\u30c7\u30eb\u3002<\/li>\n\n\n\n<li>Transformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u6210\u529f\u3057\u305f\u7406\u7531\u306f\u3001\u5358\u306b\u5927\u91cf\u306e\u8a08\u7b97\u8cc7\u6e90\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306b\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u300c\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\uff08Self-Attention\uff09\u300d\u304c\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u5206\u91ce\u6a2a\u65ad\u7684\u306a\u77e5\u8b58\u306e\u95a2\u9023\u6027\u3092\u52b9\u679c\u7684\u306b\u6349\u3048\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u91cf\u306e\u8a08\u7b97\u8cc7\u6e90\u3067\u8a13\u7df4\u3055\u308c\u305f\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306f\u3001\u7570\u306a\u308b\u5206\u91ce\u306e\u77e5\u8b58\u3092\u7d71\u5408\u3059\u308b\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u6301\u3063\u3066\u304a\u308a\u3001\u5358\u306a\u308b\u8a8d\u8b58\u80fd\u529b\u3092\u8d85\u3048\u3066\u3001\u3088\u308a\u5275\u9020\u7684\u306a\u63a8\u8ad6\u3084\u5fdc\u7528\u3078\u3068\u767a\u5c55\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading jinr-heading d--bold\">\u2777 \u5f37\u5316\u5b66\u7fd2\uff08Reinforcement Learning\uff09\u30e2\u30c7\u30eb\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>AlphaZero\u3001\u30b2\u30fc\u30e0AI\u3001\u30b3\u30fc\u30c9\u751f\u6210AI\u306a\u3069\u306e\u30e2\u30c7\u30eb\u304c\u3053\u308c\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u300e\u63a2\u7d22\u2192\u8a55\u4fa1\u2192\u5b66\u7fd2\u300f\u3068\u3044\u3046\u30b5\u30a4\u30af\u30eb\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u3001\u80fd\u52d5\u7684\u306b\u6700\u9069\u89e3\u306b\u8fd1\u3065\u304d\u3001\u81ea\u5f8b\u7684\u306a\u81ea\u5df1\u9032\u5316\u3092\u9042\u3052\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5f37\u5316\u5b66\u7fd2\u306e\u672c\u8cea\u7684\u306a\u512a\u4f4d\u6027\u306f\u3001\u660e\u78ba\u3067\u5373\u6642\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\uff08\u5831\u916c\uff1aReward\uff09\u3055\u3048\u3042\u308c\u3070\u3001\u8a08\u7b97\u8cc7\u6e90\u3092\u7d99\u7d9a\u7684\u306b\u6295\u5165\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u81ea\u5df1\u9032\u5316\u304c\u52a0\u901f\u3055\u308c\u3001\u4eba\u9593\u306e\u65e2\u5b58\u77e5\u8b58\u3084\u76f4\u611f\u3092\u8d85\u3048\u308b\u3088\u3046\u306a\u89e3\u6c7a\u6cd5\u3092\u767a\u898b\u3067\u304d\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u9577\u671f\u7684\u306b\u898b\u308b\u3068\u3001\u3053\u308c\u3089\u306eAI\u767a\u5c55\u50be\u5411\u306f\u5f90\u3005\u306b\u4eba\u9593\u304c\u6301\u3064\u65e2\u5b58\u306e\u77e5\u8b58\u3078\u306e\u4f9d\u5b58\u3092\u6e1b\u3089\u3057\u3001AI\u81ea\u8eab\u304c\u72ec\u7acb\u3057\u305f\u81ea\u5df1\u63a2\u7d22\u30fb\u81ea\u5df1\u767a\u898b\u30d7\u30ed\u30bb\u30b9\u3092\u91cd\u8996\u3059\u308b\u65b9\u5411\u3078\u3068\u79fb\u884c\u3059\u308b\u3067\u3057\u3087\u3046\u3002\u3064\u307e\u308a\u3001\u672a\u6765\u306eAI\u306f\u4eba\u985e\u304c\u7bc9\u3044\u305f\u77e5\u8b58\u57fa\u76e4\u3092\u8e0f\u307f\u53f0\u3068\u3057\u3066\u3001\u305d\u306e\u5148\u306e\u6700\u9069\u5316\u3084\u9032\u5316\u306e\u9053\u7b4b\u3092\u81ea\u3089\u898b\u3064\u3051\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u79c1\u306fAI\u306e\u5c06\u6765\u7684\u306a\u767a\u5c55\u306f\u3001\u4ee5\u4e0b\u306e\u4e09\u3064\u306e\u6bb5\u968e\u3067\u7d99\u7d9a\u7684\u306a\u8a08\u7b97\u8cc7\u6e90\u306e\u6295\u5165\u3092\u901a\u3058\u3066\u3001\u3055\u3089\u306b\u62e1\u5f35\u30fb\u6df1\u5316\u3057\u3066\u3044\u304f\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading jinr-heading d--bold\">\ud83d\udea9 \u7b2c\u4e00\u6bb5\u968e\uff08Pretraining\uff1a\u4e8b\u524d\u5b66\u7fd2\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>GPT\u30b7\u30ea\u30fc\u30ba\u306a\u3069\u306e\u3088\u3046\u306b\u3001\u5927\u898f\u6a21\u306a\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3092\u901a\u3058\u3066\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3084\u6c4e\u5316\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8a08\u7b97\u8cc7\u6e90\u306e\u7d99\u7d9a\u7684\u306a\u5897\u52a0\u3092\u901a\u3058\u3066\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306e\u5897\u52a0\u3084\u30e2\u30c7\u30eb\u69cb\u9020\u306e\u6539\u5584\u3092\u56f3\u308a\u3001\u3088\u308a\u52b9\u7387\u7684\u306b\u9ad8\u5ea6\u306aAI\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading jinr-heading d--bold\">\ud83d\udea9 \u7b2c\u4e8c\u6bb5\u968e\uff08Post-training\uff1a\u4e8b\u5f8c\u5b66\u7fd2\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u5f37\u5316\u5b66\u7fd2\u3001RLHF\uff08\u4eba\u9593\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u3088\u308b\u5f37\u5316\u5b66\u7fd2\uff09\u3001\u5c02\u9580\u9818\u57df\u5411\u3051\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3092\u7528\u3044\u3066\u3001\u7279\u5b9a\u9818\u57df\u306b\u304a\u3051\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u7cbe\u7dfb\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4eca\u5f8c\u3055\u3089\u306b\u9032\u3093\u3060\u65b9\u6cd5\u3068\u3057\u3066\u306f\u3001\u300e\u63a2\u7d22\u2192\u8a55\u4fa1\u2192\u5b66\u7fd2\u300f\u3068\u3044\u3046\u5f37\u5316\u5b66\u7fd2\u306e\u9589\u30eb\u30fc\u30d7\u3092\u6d3b\u7528\u3057\u3001AI\u304c\u8a08\u7b97\u8cc7\u6e90\u306e\u7d99\u7d9a\u7684\u306a\u6295\u5165\u306b\u3088\u3063\u3066\u81ea\u5df1\u9032\u5316\u3057\u3001\u4eba\u9593\u306e\u8a8d\u77e5\u7684\u9650\u754c\u3092\u8d85\u3048\u308b\u9818\u57df\u3078\u3068\u5230\u9054\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading jinr-heading d--bold\">\ud83d\udea9 \u7b2c\u4e09\u6bb5\u968e\uff08Inference &amp; Deployment\uff1a\u63a8\u8ad6\u3068\u5b9f\u904b\u7528\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u63a8\u8ad6\u6bb5\u968e\u3067\u306f\u3001\u5358\u306a\u308b\u4e88\u6e2c\u51e6\u7406\u3092\u8d85\u3048\u3001\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u5916\u90e8\u30c4\u30fc\u30eb\u3084\u60c5\u5831\u6e90\u304b\u3089\u8ffd\u52a0\u60c5\u5831\u3092\u63a2\u7d22\u3057\u3001\u81ea\u5df1\u8a55\u4fa1\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u6a5f\u69cb\u3092\u7528\u3044\u3066\u89e3\u3092\u6d17\u7df4\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7d99\u7d9a\u7684\u306a\u8a08\u7b97\u8cc7\u6e90\u306e\u6295\u5165\u306b\u3088\u308a\u3001\u63a2\u7d22\u7684\u63a8\u8ad6\uff08Explorative inference\uff09\u304c\u9032\u5316\u3057\u3001\u672a\u6765\u306e\u81ea\u5f8b\u7684\u30fb\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306aAI\u30b7\u30b9\u30c6\u30e0\uff08\u4f8b\u3048\u3070\u81ea\u5f8b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578bAI\u3084AutoGPT\u306a\u3069\uff09\u306f\u81ea\u3089\u7b54\u3048\u3092\u63a2\u7d22\u30fb\u6539\u5584\u3057\u3001\u3088\u308a\u512a\u308c\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3078\u3068\u5c0e\u3044\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e0a\u8a18\u306e\u3088\u3046\u306a\u5206\u985e\u3068\u767a\u5c55\u6bb5\u968e\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u79c1\u305f\u3061\u306fAI\u304c\u6301\u3064\u53ef\u80fd\u6027\u3084\u5c06\u6765\u306e\u65b9\u5411\u6027\u306b\u3064\u3044\u3066\u3001\u3088\u308a\u5305\u62ec\u7684\u304b\u3064\u660e\u78ba\u306a\u7406\u89e3\u3092\u6df1\u3081\u3089\u308c\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306f\u3001Rich Sutton\u6c0f\u306e\u300eThe Bitter Lesson\uff08\u82e6\u3044\u6559\u8a13\uff09\u300f\u306e\u5168\u6587\u3092\u3001\u81ea\u7136\u304b\u3064\u8aad\u307f\u3084\u3059\u3044\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading jinr-heading d--bold\">\u82e6\u3044\u6559\u8a13\uff08The Bitter Lesson\uff09<\/h1>\n\n\n\n<p><strong>\u8457\u8005\uff1aRich Sutton<\/strong><br><strong>\u6295\u7a3f\u65e5\uff1a2019\u5e743\u670813\u65e5<\/strong><\/p>\n\n\n\n<p>70\u5e74\u306b\u308f\u305f\u308b\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u7814\u7a76\u304b\u3089\u79c1\u305f\u3061\u304c\u5b66\u3076\u3079\u304d\u6700\u5927\u306e\u6559\u8a13\u306f\u3001<strong>\u8a08\u7b97\u8cc7\u6e90\u3092\u6d3b\u7528\u3059\u308b\u6c4e\u7528\u7684\u306a\u65b9\u6cd5\u304c\u6700\u7d42\u7684\u306b\u5727\u5012\u7684\u306b\u6709\u52b9\u3060\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u308b\u3002<\/strong> \u305d\u306e\u7a76\u6975\u7684\u306a\u7406\u7531\u306f\u300c\u30e0\u30fc\u30a2\u306e\u6cd5\u5247\u300d\u3001\u3088\u308a\u6b63\u78ba\u306b\u8a00\u3048\u3070\u3001<strong>\u5358\u4f4d\u3042\u305f\u308a\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u6307\u6570\u95a2\u6570\u7684\u306b\u4f4e\u4e0b\u3057\u7d9a\u3051\u308b<\/strong>\u3068\u3044\u3046\u4e00\u822c\u5316\u3055\u308c\u305f\u6cd5\u5247\u306b\u3042\u308b\u3002\u3053\u308c\u307e\u3067\u306e\u591a\u304f\u306eAI\u7814\u7a76\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5229\u7528\u3067\u304d\u308b\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u4e00\u5b9a\u3060\u3068\u3044\u3046\u524d\u63d0\u3067\u9032\u3081\u3089\u308c\u3066\u304d\u305f\uff08\u305d\u306e\u5834\u5408\u3001\u4eba\u9593\u306e\u6301\u3064\u77e5\u8b58\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u6027\u80fd\u5411\u4e0a\u306e\u552f\u4e00\u306e\u624b\u6bb5\u3068\u306a\u308b\uff09\u3002\u3057\u304b\u3057\u3001\u5b9f\u969b\u306b\u306f\u5178\u578b\u7684\u306a\u7814\u7a76\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u671f\u9593\u3092\u3084\u3084\u8d85\u3048\u308b\u9577\u3055\u3067\u3001\u5229\u7528\u53ef\u80fd\u306a\u8a08\u7b97\u8cc7\u6e90\u306f\u98db\u8e8d\u7684\u306b\u5897\u52a0\u3059\u308b\u3002\u305d\u306e\u305f\u3081\u3001\u7814\u7a76\u8005\u306f\u77ed\u671f\u7684\u306a\u6539\u5584\u3092\u6c42\u3081\u3066\u81ea\u8eab\u304c\u6301\u3064\u9818\u57df\u77e5\u8b58\u3092\u5229\u7528\u3057\u3088\u3046\u3068\u3057\u304c\u3061\u3060\u304c\u3001<strong>\u9577\u671f\u7684\u306b\u672c\u8cea\u7684\u306a\u91cd\u8981\u6027\u3092\u6301\u3064\u306e\u306f\u3001\u3044\u304b\u306b\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u6709\u52b9\u306b\u6d3b\u7528\u3067\u304d\u308b\u304b\u3068\u3044\u3046\u70b9\u3060\u3051\u3067\u3042\u308b\u3002<\/strong><\/p>\n\n\n\n<p>\u7406\u8ad6\u4e0a\u3001\u3053\u306e\u4e8c\u3064\u306e\u65b9\u5411\u6027\uff08\u4eba\u9593\u306e\u77e5\u8b58\u3092\u6d3b\u7528\u3059\u308b\u304b\u3001\u8a08\u7b97\u8cc7\u6e90\u3092\u6d3b\u7528\u3059\u308b\u304b\uff09\u306f\u5fc5\u305a\u3057\u3082\u76f8\u53cd\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u304c\u3001\u5b9f\u969b\u306b\u306f\u5bfe\u7acb\u3057\u3084\u3059\u3044\u3002\u3069\u3061\u3089\u304b\u4e00\u65b9\u306b\u6642\u9593\u3092\u8cbb\u3084\u305b\u3070\u3001\u3082\u3046\u4e00\u65b9\u306b\u5272\u304f\u6642\u9593\u306f\u5c11\u306a\u304f\u306a\u308b\u3002\u307e\u305f\u3001\u4e00\u3064\u306e\u65b9\u6cd5\u306b\u5fc3\u7406\u7684\u306b\u30b3\u30df\u30c3\u30c8\u3059\u308b\u3068\u3001\u3082\u3046\u4e00\u65b9\u3078\u306e\u79fb\u884c\u304c\u96e3\u3057\u304f\u306a\u308b\u3002\u3055\u3089\u306b\u3001\u4eba\u9593\u306e\u77e5\u8b58\u3092\u57fa\u790e\u3068\u3057\u305f\u65b9\u6cd5\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u8907\u96d1\u5316\u3055\u305b\u308b\u50be\u5411\u304c\u3042\u308a\u3001\u7d50\u679c\u3068\u3057\u3066<strong>\u8a08\u7b97\u8cc7\u6e90\u3092\u30d5\u30eb\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306a\u4e00\u822c\u7684\u306a\u624b\u6cd5\u306b\u306f\u9069\u3055\u306a\u304f\u306a\u3063\u3066\u3057\u307e\u3046\u3002<\/strong><\/p>\n\n\n\n<p>AI\u7814\u7a76\u306e\u6b74\u53f2\u3092\u632f\u308a\u8fd4\u308b\u3068\u3001\u3053\u306e\u6559\u8a13\u3092\u9045\u308c\u3066\u5b66\u3093\u3060\u4f8b\u304c\u591a\u6570\u3042\u308b\u3002\u4ee5\u4e0b\u306b\u4ee3\u8868\u7684\u306a\u4e8b\u4f8b\u3092\u6319\u3052\u3088\u3046\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\">\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30c1\u30a7\u30b9\u306e\u4f8b<\/h2>\n\n\n\n<p>1997\u5e74\u306b\u30c1\u30a7\u30b9\u306e\u4e16\u754c\u738b\u8005\u30ab\u30b9\u30d1\u30ed\u30d5\u3092\u6253\u3061\u7834\u3063\u305f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30c1\u30a7\u30b9\u30b7\u30b9\u30c6\u30e0\u306f\u3001**\u5927\u898f\u6a21\u3067\u6df1\u3044\u63a2\u7d22\u624b\u6cd5\uff08Deep Search\uff09**\u3092\u4e2d\u6838\u306b\u3057\u3066\u3044\u305f\u3002\u5f53\u6642\u3001\u30c1\u30a7\u30b9\u7814\u7a76\u8005\u306e\u591a\u304f\u306f\u3001\u4eba\u9593\u304c\u6301\u3064\u30c1\u30a7\u30b9\u306e\u7279\u6b8a\u306a\u69cb\u9020\u3078\u306e\u7406\u89e3\u3092\u6d3b\u7528\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u8ffd\u6c42\u3057\u3066\u304d\u3066\u3044\u305f\u305f\u3081\u3001\u3053\u306e\u7d50\u679c\u306b\u843d\u80c6\u3057\u305f\u3002\u7279\u6b8a\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u99c6\u4f7f\u3057\u305f\u30b7\u30f3\u30d7\u30eb\u306a\u63a2\u7d22\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u65b9\u304c\u9065\u304b\u306b\u52b9\u679c\u7684\u3060\u3068\u8a3c\u660e\u3055\u308c\u305f\u6642\u3001\u4eba\u9593\u306e\u77e5\u8b58\u3092\u91cd\u8996\u3059\u308b\u7814\u7a76\u8005\u305f\u3061\u306f\u7c21\u5358\u306b\u306f\u6557\u5317\u3092\u8a8d\u3081\u306a\u304b\u3063\u305f\u3002\u5f7c\u3089\u306f\u300c\u30d6\u30eb\u30fc\u30c8\u30d5\u30a9\u30fc\u30b9\uff08\u529b\u307e\u304b\u305b\u306e\uff09\u63a2\u7d22\u300d\u306f\u4eca\u56de\u52dd\u3063\u305f\u3060\u3051\u3067\u3001\u4e00\u822c\u7684\u306a\u6226\u7565\u3067\u306f\u306a\u3044\u3057\u3001\u4eba\u9593\u304c\u30c1\u30a7\u30b9\u3092\u30d7\u30ec\u30a4\u3059\u308b\u65b9\u6cd5\u3067\u306f\u306a\u3044\u3068\u4e3b\u5f35\u3057\u305f\u3002\u4eba\u9593\u306e\u77e5\u8b58\u306b\u57fa\u3065\u304f\u624b\u6cd5\u304c\u52dd\u5229\u3059\u308b\u3053\u3068\u3092\u671b\u3093\u3067\u3044\u305f\u7814\u7a76\u8005\u306f\u3001\u305d\u308c\u304c\u5b9f\u73fe\u3057\u306a\u304b\u3063\u305f\u3053\u3068\u306b\u5931\u671b\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\">\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u56f2\u7881\u306e\u4f8b<\/h2>\n\n\n\n<p>\u540c\u3058\u3088\u3046\u306a\u6b74\u53f2\u304c\u3001\u56f2\u7881\u3067\u3082\u518d\u73fe\u3055\u308c\u305f\u3002\u305f\u3060\u3057\u3001\u7d0420\u5e74\u9045\u308c\u3066\u306e\u3053\u3068\u3067\u3042\u308b\u3002\u5f53\u521d\u3001\u7814\u7a76\u8005\u305f\u3061\u306f\u4eba\u9593\u306e\u77e5\u8b58\u3084\u56f2\u7881\u7279\u6709\u306e\u6027\u8cea\u3092\u6d3b\u7528\u3057\u3066\u3001\u63a2\u7d22\u3092\u907f\u3051\u308b\u52aa\u529b\u306b\u591a\u5927\u306a\u52b4\u529b\u3092\u8cbb\u3084\u3057\u305f\u304c\u3001\u6700\u7d42\u7684\u306b\u306f\u305d\u308c\u3089\u306e\u52aa\u529b\u306f\u5f79\u306b\u7acb\u305f\u306a\u3044\u3069\u3053\u308d\u304b\u3001\u9006\u52b9\u679c\u306b\u306a\u308b\u3053\u3068\u3055\u3048\u3042\u3063\u305f\u3002**\u5927\u898f\u6a21\u63a2\u7d22\u3068\u81ea\u5df1\u5bfe\u5c40\u306b\u3088\u308b\u5b66\u7fd2\uff08Self-play\uff09**\u304c\u6709\u52b9\u306b\u9069\u7528\u3055\u308c\u308b\u3068\u3001\u305d\u308c\u4ee5\u524d\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u5927\u304d\u304f\u8d85\u3048\u308b\u6210\u679c\u304c\u3059\u3050\u306b\u51fa\u305f\u3002<\/p>\n\n\n\n<p>\u7279\u306bAlphaGo\u306a\u3069\u3067\u4f7f\u308f\u308c\u305f\u81ea\u5df1\u5bfe\u5c40\u306b\u3088\u308b\u4fa1\u5024\u95a2\u6570\u306e\u5b66\u7fd2\u306f\u3001\u5927\u898f\u6a21\u306a\u8a08\u7b97\u8cc7\u6e90\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u70b9\u3067\u300c\u63a2\u7d22\u300d\u3068\u540c\u69d8\u3067\u3042\u308b\u3002<strong>\u300c\u63a2\u7d22\u300d\u3068\u300c\u5b66\u7fd2\u300d\u306f\u3001\u81a8\u5927\u306a\u8a08\u7b97\u80fd\u529b\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306eAI\u6280\u8853\u306e\u4e8c\u5927\u67f1\u3067\u3042\u308b\u3002<\/strong><\/p>\n\n\n\n<p>\u30c1\u30a7\u30b9\u3068\u540c\u69d8\u306b\u3001\u56f2\u7881\u306b\u304a\u3044\u3066\u3082\u521d\u671f\u306e\u7814\u7a76\u306f\u4eba\u9593\u306e\u77e5\u8b58\u3092\u6d3b\u7528\u3057\u3066\u63a2\u7d22\u3092\u6e1b\u3089\u305d\u3046\u3068\u3057\u305f\u304c\u3001\u6700\u7d42\u7684\u306a\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u3092\u3082\u305f\u3089\u3057\u305f\u306e\u306f\u3001\u3084\u306f\u308a<strong>\u63a2\u7d22\u3068\u5b66\u7fd2\u3092\u5fb9\u5e95\u7684\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068<\/strong>\u3060\u3063\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\">\u97f3\u58f0\u8a8d\u8b58\u306e\u4f8b<\/h2>\n\n\n\n<p>1970\u5e74\u4ee3\u306b\u7c73\u56fdDARPA\u304c\u97f3\u58f0\u8a8d\u8b58\u30b3\u30f3\u30da\u3092\u958b\u50ac\u3057\u305f\u3002\u5f53\u6642\u3001\u53c2\u52a0\u8005\u306f\u4e8c\u3064\u306e\u9663\u55b6\u306b\u5206\u304b\u308c\u3066\u3044\u305f\u3002\u4e00\u3064\u306f\u4eba\u9593\u306e\u77e5\u8b58\u3092\u5229\u7528\u3059\u308b\u9663\u55b6\uff08\u97f3\u58f0\u5668\u5b98\u306e\u69cb\u9020\u3001\u97f3\u7d20\u3001\u5358\u8a9e\u306e\u77e5\u8b58\u3092\u5229\u7528\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\uff09\u3067\u3042\u308a\u3001\u3082\u3046\u4e00\u3064\u306f\u5f53\u6642\u65b0\u3057\u304f\u767b\u5834\u3057\u305f\u3001\u3088\u308a\u7d71\u8a08\u7684\u306a\u65b9\u6cd5\uff08\u96a0\u308c\u30de\u30eb\u30b3\u30d5\u30e2\u30c7\u30eb:HMM\uff09\u3067\u3042\u308a\u3001\u5927\u91cf\u306e\u8a08\u7b97\u80fd\u529b\u3092\u5fc5\u8981\u3068\u3059\u308b\u9663\u55b6\u3060\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u7d50\u679c\u7684\u306b\u306f\u7d71\u8a08\u7684\u306a\u65b9\u6cd5\u304c\u52dd\u5229\u3057\u305f\u3002\u305d\u306e\u5f8c\u306e\u6570\u5341\u5e74\u9593\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u5168\u4f53\u304c\u7d71\u8a08\u3068\u8a08\u7b97\u3092\u4e2d\u5fc3\u306b\u518d\u7de8\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u3063\u305f\u3002\u8fd1\u5e74\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u53f0\u982d\u3082\u3001\u3053\u306e\u6d41\u308c\u3092\u3055\u3089\u306b\u9032\u3081\u3066\u3044\u308b\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u97f3\u58f0\u8a8d\u8b58\u624b\u6cd5\u306f<strong>\u307b\u3068\u3093\u3069\u4eba\u9593\u306e\u77e5\u8b58\u3092\u4f7f\u308f\u305a\u3001\u5927\u91cf\u306e\u8a08\u7b97\u3068\u5de8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u304d\u304f\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3066\u3044\u308b\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\">\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306e\u4f8b<\/h2>\n\n\n\n<p>\u8996\u899a\u5206\u91ce\u3067\u3082\u540c\u3058\u3088\u3046\u306a\u6b74\u53f2\u3092\u8fbf\u3063\u305f\u3002\u521d\u671f\u306e\u8996\u899a\u30b7\u30b9\u30c6\u30e0\u306f\u30a8\u30c3\u30b8\u3084\u4e00\u822c\u5316\u3055\u308c\u305f\u5186\u67f1\uff08generalized cylinders\uff09\u3001SIFT\u7279\u5fb4\u306a\u3069\u3092\u4f7f\u3063\u3066\u753b\u50cf\u3092\u7406\u89e3\u3057\u3088\u3046\u3068\u3057\u305f\u304c\u3001\u73fe\u5728\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f<strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5b8c\u5168\u306b\u7f6e\u304d\u63db\u3048\u3089\u308c\u3066\u3044\u308b<\/strong>\u3002\u73fe\u5728\u306e\u30e2\u30c7\u30eb\u306f\u4e3b\u306b\u7573\u307f\u8fbc\u307f\u3068\u4e00\u5b9a\u306e\u4e0d\u5909\u6027\uff08Invariance\uff09\u6982\u5ff5\u3060\u3051\u3092\u7528\u3044\u3066\u3001\u306f\u308b\u304b\u306b\u512a\u308c\u305f\u6027\u80fd\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\">\u6838\u5fc3\u3068\u306a\u308b\u6559\u8a13<\/h2>\n\n\n\n<p>\u3053\u308c\u306f<strong>\u975e\u5e38\u306b\u91cd\u8981\u306a\u6559\u8a13<\/strong>\u3060\u304c\u3001AI\u7814\u7a76\u5206\u91ce\u306f\u307e\u3060\u5b8c\u5168\u306b\u306f\u5b66\u3093\u3067\u304a\u3089\u305a\u3001\u540c\u3058\u9593\u9055\u3044\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3044\u308b\u3002\u6211\u3005\u306f\u81ea\u3089\u304c\u8003\u3048\u308b\u65b9\u6cd5\u3092AI\u306b\u5185\u8535\u3059\u308b\u3053\u3068\u306f\u3001\u6700\u7d42\u7684\u306b\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u3068\u3044\u3046\u3053\u306e\u300c\u82e6\u3044\u6559\u8a13\u300d\u3092\u5b66\u3070\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u6b74\u53f2\u304b\u3089\u5f97\u3089\u308c\u308b\u5177\u4f53\u7684\u306a\u6559\u8a13\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list jinr-list\">\n<li>AI\u7814\u7a76\u8005\u306f\u983b\u7e41\u306b\u4eba\u9593\u306e\u77e5\u8b58\u3092AI\u306b\u7d44\u307f\u8fbc\u3082\u3046\u3068\u3057\u3066\u304d\u305f\u3002<\/li>\n\n\n\n<li>\u305d\u306e\u65b9\u6cd5\u306f\u77ed\u671f\u7684\u306b\u306f\u78ba\u304b\u306b\u6709\u52b9\u3067\u3001\u7814\u7a76\u8005\u306b\u3082\u6e80\u8db3\u611f\u3092\u4e0e\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u3057\u304b\u3057\u9577\u671f\u7684\u306b\u306f\u505c\u6ede\u3057\u3001\u3055\u3089\u306a\u308b\u9032\u6b69\u3092\u963b\u5bb3\u3057\u3066\u3057\u307e\u3046\u3002<\/li>\n\n\n\n<li>\u771f\u306e\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u306f\u3001\u305d\u306e\u53cd\u5bfe\u306b\u300c\u8a08\u7b97\u80fd\u529b\u3092\u6d3b\u7528\u3057\u305f\u63a2\u7d22\u3068\u5b66\u7fd2\u306e\u62e1\u5f35\u300d\u306b\u3088\u3063\u3066\u8d77\u304d\u3066\u3044\u308b\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\">\u6211\u3005\u304c\u5b66\u3076\u3079\u304d\u4e8c\u3064\u306e\u91cd\u8981\u306a\u6559\u8a13\uff1a<\/h2>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li><strong>\u6c4e\u7528\u7684\u624b\u6cd5\u306e\u5727\u5012\u7684\u306a\u529b<\/strong><\/li>\n\n\n\n<li><strong>\u5fc3\u306e\u8907\u96d1\u3055\u3092\u7d20\u76f4\u306b\u8a8d\u3081\u3001\u5358\u7d14\u5316\u3057\u306a\u3044\u3053\u3068<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u3064\u307e\u308a\u6211\u3005\u304c\u4f5c\u308b\u3079\u304d\u306f\u3001\u300c\u4eba\u9593\u306e\u767a\u898b\u300d\u3092\u8a70\u3081\u8fbc\u3093\u3060AI\u3067\u306f\u306a\u304f\u3001\u4eba\u9593\u306e\u3088\u3046\u306b\u81ea\u3089\u300c\u767a\u898b\u3067\u304d\u308b\u300dAI\u306a\u306e\u3060\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\ud83d\udcd6 \u5f15\u7528\u5143\uff1a<br>Rich Sutton\u300eThe Bitter Lesson\u300f<br><a href=\"http:\/\/www.incompleteideas.net\/IncIdeas\/BitterLesson.html\">http:\/\/www.incompleteideas.net\/IncIdeas\/BitterLesson.html<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u3001Richard Sutton\u6c0f\u306e\u8457\u540d\u306a\u30a8\u30c3\u30bb\u30a4\u300eThe Bitter Lesson\uff08\u75db\u3044\u6559\u8a13\uff09\u300f\u3092\u6539\u3081\u3066\u8aad\u307f\u76f4\u3057\u307e\u3057\u305f\u3002 Sutton\u6c0f\u306b\u3088\u308b\u3068\u3001AI\u306e\u767a\u5c55\u306b\u304a\u3044\u3066\u9577\u671f\u7684\u306b\u6700\u3082\u52b9\u679c\u7684\u3067\u3001\u6301\u7d9a\u7684\u306b\u62e1\u5f35\u53ef\u80fd\u306a\u65b9\u6cd5\u306f\u3001\u300c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":395,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jinr_url_youtube":"","_jinr_pip_youtube":false,"_jinr_time_youtube":"","_jinr_thumb_youtube":"","_jinr_media_youtube":"","_jinr_category_edit":false,"_jinr_category":"","_jinr_title_display":false,"_jinr_snsbutton_display":false,"_jinr_ads_display":false,"_jinr_thumbnail_display":false,"_jinr_profile_display":false,"_jinr_representations_display":false,"_jinr_relatedpost_display":false,"_jinr_sidebar1col_display":false,"_jinr_sidebar2col_display":false,"_jinr_seotitle_display":"","_jinr_description_display":"","_jinr_keyword_display":"","_jinr_hastag_display":"","_jinr_canonical_display":"","_jinr_noindex_display":false,"_jinr_paidpost":false,"_jinr_paidpost_product_id":"","_jinr_headtag_article":"","footnotes":""},"categories":[12],"tags":[],"class_list":["post-392","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7 - \u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/appfreelife.com\/?p=392\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7 - \u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01\" \/>\n<meta property=\"og:description\" content=\"\u6700\u8fd1\u3001Richard Sutton\u6c0f\u306e\u8457\u540d\u306a\u30a8\u30c3\u30bb\u30a4\u300eThe Bitter Lesson\uff08\u75db\u3044\u6559\u8a13\uff09\u300f\u3092\u6539\u3081\u3066\u8aad\u307f\u76f4\u3057\u307e\u3057\u305f\u3002 Sutton\u6c0f\u306b\u3088\u308b\u3068\u3001AI\u306e\u767a\u5c55\u306b\u304a\u3044\u3066\u9577\u671f\u7684\u306b\u6700\u3082\u52b9\u679c\u7684\u3067\u3001\u6301\u7d9a\u7684\u306b\u62e1\u5f35\u53ef\u80fd\u306a\u65b9\u6cd5\u306f\u3001\u300c [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/appfreelife.com\/?p=392\" \/>\n<meta property=\"og:site_name\" content=\"\u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-29T18:59:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-29T19:36:16+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"info@appfreelife.com\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"info@appfreelife.com\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"11\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/appfreelife.com\/?p=392#article\",\"isPartOf\":{\"@id\":\"https:\/\/appfreelife.com\/?p=392\"},\"author\":{\"name\":\"info@appfreelife.com\",\"@id\":\"https:\/\/appfreelife.com\/#\/schema\/person\/642f91ef444c469d236f2a18aeec68d7\"},\"headline\":\"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7\",\"datePublished\":\"2025-07-29T18:59:49+00:00\",\"dateModified\":\"2025-07-29T19:36:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/appfreelife.com\/?p=392\"},\"wordCount\":89,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/appfreelife.com\/#\/schema\/person\/642f91ef444c469d236f2a18aeec68d7\"},\"image\":{\"@id\":\"https:\/\/appfreelife.com\/?p=392#primaryimage\"},\"thumbnailUrl\":\"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png\",\"articleSection\":[\"AI\u95a2\u9023\"],\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/appfreelife.com\/?p=392#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/appfreelife.com\/?p=392\",\"url\":\"https:\/\/appfreelife.com\/?p=392\",\"name\":\"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7 - \u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01\",\"isPartOf\":{\"@id\":\"https:\/\/appfreelife.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/appfreelife.com\/?p=392#primaryimage\"},\"image\":{\"@id\":\"https:\/\/appfreelife.com\/?p=392#primaryimage\"},\"thumbnailUrl\":\"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png\",\"datePublished\":\"2025-07-29T18:59:49+00:00\",\"dateModified\":\"2025-07-29T19:36:16+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/appfreelife.com\/?p=392#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/appfreelife.com\/?p=392\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/appfreelife.com\/?p=392#primaryimage\",\"url\":\"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png\",\"contentUrl\":\"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png\",\"width\":1024,\"height\":1024},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/appfreelife.com\/?p=392#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u30db\u30fc\u30e0\",\"item\":\"https:\/\/appfreelife.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/appfreelife.com\/#website\",\"url\":\"https:\/\/appfreelife.com\/\",\"name\":\"\u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01\",\"description\":\"AI\u30a2\u30d7\u30ea\u958b\u767a\u3067\u3001\u81ea\u7531\u306a\u50cd\u304d\u65b9\u3092\u3064\u304b\u3082\u3046\u3002\",\"publisher\":{\"@id\":\"https:\/\/appfreelife.com\/#\/schema\/person\/642f91ef444c469d236f2a18aeec68d7\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/appfreelife.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/appfreelife.com\/#\/schema\/person\/642f91ef444c469d236f2a18aeec68d7\",\"name\":\"info@appfreelife.com\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/appfreelife.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/04\/cropped-App\u526f\u696d\u30e9\u30dcicon2.png\",\"contentUrl\":\"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/04\/cropped-App\u526f\u696d\u30e9\u30dcicon2.png\",\"width\":512,\"height\":512,\"caption\":\"info@appfreelife.com\"},\"logo\":{\"@id\":\"https:\/\/appfreelife.com\/#\/schema\/person\/image\/\"},\"sameAs\":[\"http:\/\/appfreelife.com\"],\"url\":\"https:\/\/appfreelife.com\/?author=1\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7 - \u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/appfreelife.com\/?p=392","og_locale":"ja_JP","og_type":"article","og_title":"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7 - \u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01","og_description":"\u6700\u8fd1\u3001Richard Sutton\u6c0f\u306e\u8457\u540d\u306a\u30a8\u30c3\u30bb\u30a4\u300eThe Bitter Lesson\uff08\u75db\u3044\u6559\u8a13\uff09\u300f\u3092\u6539\u3081\u3066\u8aad\u307f\u76f4\u3057\u307e\u3057\u305f\u3002 Sutton\u6c0f\u306b\u3088\u308b\u3068\u3001AI\u306e\u767a\u5c55\u306b\u304a\u3044\u3066\u9577\u671f\u7684\u306b\u6700\u3082\u52b9\u679c\u7684\u3067\u3001\u6301\u7d9a\u7684\u306b\u62e1\u5f35\u53ef\u80fd\u306a\u65b9\u6cd5\u306f\u3001\u300c [&hellip;]","og_url":"https:\/\/appfreelife.com\/?p=392","og_site_name":"\u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01","article_published_time":"2025-07-29T18:59:49+00:00","article_modified_time":"2025-07-29T19:36:16+00:00","og_image":[{"width":1024,"height":1024,"url":"http:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png","type":"image\/png"}],"author":"info@appfreelife.com","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"info@appfreelife.com","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"11\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/appfreelife.com\/?p=392#article","isPartOf":{"@id":"https:\/\/appfreelife.com\/?p=392"},"author":{"name":"info@appfreelife.com","@id":"https:\/\/appfreelife.com\/#\/schema\/person\/642f91ef444c469d236f2a18aeec68d7"},"headline":"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7","datePublished":"2025-07-29T18:59:49+00:00","dateModified":"2025-07-29T19:36:16+00:00","mainEntityOfPage":{"@id":"https:\/\/appfreelife.com\/?p=392"},"wordCount":89,"commentCount":0,"publisher":{"@id":"https:\/\/appfreelife.com\/#\/schema\/person\/642f91ef444c469d236f2a18aeec68d7"},"image":{"@id":"https:\/\/appfreelife.com\/?p=392#primaryimage"},"thumbnailUrl":"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png","articleSection":["AI\u95a2\u9023"],"inLanguage":"ja","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/appfreelife.com\/?p=392#respond"]}]},{"@type":"WebPage","@id":"https:\/\/appfreelife.com\/?p=392","url":"https:\/\/appfreelife.com\/?p=392","name":"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7 - \u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01","isPartOf":{"@id":"https:\/\/appfreelife.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/appfreelife.com\/?p=392#primaryimage"},"image":{"@id":"https:\/\/appfreelife.com\/?p=392#primaryimage"},"thumbnailUrl":"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png","datePublished":"2025-07-29T18:59:49+00:00","dateModified":"2025-07-29T19:36:16+00:00","breadcrumb":{"@id":"https:\/\/appfreelife.com\/?p=392#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/appfreelife.com\/?p=392"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/appfreelife.com\/?p=392#primaryimage","url":"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png","contentUrl":"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/07\/\u300cThe-Bitter-Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7.png","width":1024,"height":1024},{"@type":"BreadcrumbList","@id":"https:\/\/appfreelife.com\/?p=392#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u30db\u30fc\u30e0","item":"https:\/\/appfreelife.com\/"},{"@type":"ListItem","position":2,"name":"\u300cThe Bitter Lesson\u300d\u518d\u8aad\u304b\u3089\u898b\u3048\u308b\u3001AI\u306e\u672c\u8cea\u3068\u9032\u5316\u306e3\u30b9\u30c6\u30c3\u30d7"}]},{"@type":"WebSite","@id":"https:\/\/appfreelife.com\/#website","url":"https:\/\/appfreelife.com\/","name":"\u30a2\u30d7\u30ea\u526f\u696d\u30e9\u30dc\uff01","description":"AI\u30a2\u30d7\u30ea\u958b\u767a\u3067\u3001\u81ea\u7531\u306a\u50cd\u304d\u65b9\u3092\u3064\u304b\u3082\u3046\u3002","publisher":{"@id":"https:\/\/appfreelife.com\/#\/schema\/person\/642f91ef444c469d236f2a18aeec68d7"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/appfreelife.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":["Person","Organization"],"@id":"https:\/\/appfreelife.com\/#\/schema\/person\/642f91ef444c469d236f2a18aeec68d7","name":"info@appfreelife.com","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/appfreelife.com\/#\/schema\/person\/image\/","url":"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/04\/cropped-App\u526f\u696d\u30e9\u30dcicon2.png","contentUrl":"https:\/\/appfreelife.com\/wp-content\/uploads\/2025\/04\/cropped-App\u526f\u696d\u30e9\u30dcicon2.png","width":512,"height":512,"caption":"info@appfreelife.com"},"logo":{"@id":"https:\/\/appfreelife.com\/#\/schema\/person\/image\/"},"sameAs":["http:\/\/appfreelife.com"],"url":"https:\/\/appfreelife.com\/?author=1"}]}},"views":"22","_links":{"self":[{"href":"https:\/\/appfreelife.com\/index.php?rest_route=\/wp\/v2\/posts\/392","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/appfreelife.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/appfreelife.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/appfreelife.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/appfreelife.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=392"}],"version-history":[{"count":2,"href":"https:\/\/appfreelife.com\/index.php?rest_route=\/wp\/v2\/posts\/392\/revisions"}],"predecessor-version":[{"id":394,"href":"https:\/\/appfreelife.com\/index.php?rest_route=\/wp\/v2\/posts\/392\/revisions\/394"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/appfreelife.com\/index.php?rest_route=\/wp\/v2\/media\/395"}],"wp:attachment":[{"href":"https:\/\/appfreelife.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=392"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/appfreelife.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=392"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/appfreelife.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=392"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}