{"id":87331,"date":"2025-09-30T14:48:13","date_gmt":"2025-09-30T17:48:13","guid":{"rendered":"https:\/\/www.ecommerceupdate.org\/?p=87331"},"modified":"2025-09-30T14:48:14","modified_gmt":"2025-09-30T17:48:14","slug":"inteligencia-artificial-e-economia-circular-oportunidades-e-riscos","status":"publish","type":"post","link":"https:\/\/www.ecommerceupdate.com.br\/ja\/inteligencia-artificial-e-economia-circular-oportunidades-e-riscos\/","title":{"rendered":"\u4eba\u5de5\u77e5\u80fd\u3068\u5faa\u74b0\u7d4c\u6e08: \u6a5f\u4f1a\u3068\u30ea\u30b9\u30af"},"content":{"rendered":"<p>\u4e00\u3064&nbsp;<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0040162523008740\" rel=\"noreferrer noopener\" target=\"_blank\">\u6700\u8fd1\u306e\u7814\u7a76\u304csciendirect\u306b\u63b2\u8f09\u3055\u308c\u307e\u3057\u305f<\/a>&nbsp;\u3053\u308c\u306f\u3001AI \u304c\u5faa\u74b0\u578b\u30d3\u30b8\u30cd\u30b9 \u30e2\u30c7\u30eb\u306e\u63a8\u9032\u529b\u306b\u306a\u308a\u3064\u3064\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u4e88\u6e2c\u5206\u6790\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8 \u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u6a5f\u80fd\u306f\u3001\u307e\u308b\u3067\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5faa\u74b0\u578b\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\u3067\u3042\u308b\u304b\u306e\u3088\u3046\u306b\u3001\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u3092\u518d\u8a2d\u8a08\u3057\u3066\u518d\u751f\u3001\u518d\u5229\u7528\u3001\u518d\u5229\u7528\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/p>\n\n\n\n<p>\u88fd\u54c1\u3084\u6750\u6599\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u76e3\u8996\u3057\u3001AI \u304c\u30ea\u30cb\u30a2\u306a\u6700\u9069\u5316\u3060\u3051\u3067\u306a\u304f\u5b9f\u969b\u306b\u30b5\u30a4\u30af\u30eb\u3092\u7d42\u308f\u3089\u305b\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u660e\u78ba\u306a\u6307\u6a19\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u5b9f\u969b\u306e\u751f\u6d3b\u3067\u306f\u3001\u4f7f\u7528\u3001\u8fd4\u54c1\u3001\u518d\u5229\u7528\u3001\u5ec3\u68c4\u7269\u3084\u88fd\u54c1\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3078\u306e\u6ce8\u610f\u306b\u95a2\u3059\u308b\u9069\u5207\u306a\u6307\u6a19\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u9069\u5207\u306a\u8a3a\u65ad\u3092\u884c\u3063\u3066\u3044\u308b\u3068\u4fe1\u983c\u3059\u308b\u3053\u3068\u3002.&nbsp;<\/p>\n\n\n\n<p><a href=\"https:\/\/www.mckinsey.com\/~\/media\/mckinsey\/business%20functions\/sustainability\/our%20insights\/artificial%20intelligence%20and%20the%20circular%20economy%20ai%20as%20a%20tool%20to%20accelerate%20the%20transition\/artificial-intelligence-and-the-circular-economy.pdf\" rel=\"noreferrer noopener\" target=\"_blank\">\u3082\u30461 \u3064\u306e\u8208\u5473\u6df1\u3044\u30ab\u30c3\u30c8\u306f\u3001\u30de\u30c3\u30ad\u30f3\u30bc\u30fc\u306e\u652f\u63f4\u3092\u53d7\u3051\u305f\u30a8\u30ec\u30f3 \u30de\u30c3\u30ab\u30fc\u30b5\u30fc\u8ca1\u56e3\u306b\u3088\u308b\u7814\u7a76\u304b\u3089\u6765\u3066\u3044\u307e\u3059:<\/a>&nbsp;\u5f7c\u3089\u306f\u3001AI \u304c\u8a2d\u8a08\u3001\u65b0\u3057\u3044\u30d3\u30b8\u30cd\u30b9 \u30e2\u30c7\u30eb\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u6700\u9069\u5316\u3068\u3044\u3046 3 \u3064\u306e\u9762\u3067\u5faa\u74b0\u6027\u3092\u52a0\u901f\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u79c1\u305f\u3061\u306e\u65e5\u5e38\u751f\u6d3b\u3078\u306e\u5909\u63db: AI \u306f\u3001\u8010\u7528\u5e74\u6570\u306e\u7d42\u308f\u308a\u306b\u72ec\u81ea\u306b\u5206\u89e3\u3059\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u4f5c\u6210\u3001\u88fd\u54c1\u306e\u5bff\u547d\u3092\u5ef6\u3070\u3059\u30ea\u30fc\u30b9 \u30b7\u30b9\u30c6\u30e0\u306e\u30b5\u30dd\u30fc\u30c8\u3001\u3055\u3089\u306b\u306f\u6d88\u8cbb\u3059\u308b\u3082\u306e\u3059\u3079\u3066\u3092\u56de\u53ce\u3057\u3066\u30ea\u30b5\u30a4\u30af\u30eb\u3059\u308b\u305f\u3081\u306e\u6d17\u7df4\u3055\u308c\u305f\u30ea\u30d0\u30fc\u30b9 \u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/p>\n\n\n\n<p>\u5229\u76ca\u306f\u5177\u4f53\u7684\u3067\u3059\u30022030 \u5e74\u307e\u3067\u306b\u3001\u98df\u54c1\u5206\u91ce\u3067\u5e74\u9593\u6700\u5927 1,240 \u5104\u7c73\u30c9\u30eb\u3001\u30a8\u30ec\u30af\u30c8\u30ed\u30cb\u30af\u30b9\u5206\u91ce\u3067\u5e74\u9593 1,490 \u5104\u7c73\u30c9\u30eb\u306b\u306a\u308a\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u3001\u5b66\u7fd2\u3057\u3066\u9069\u5fdc\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u3001\u5b9f\u969b\u306e\u304a\u91d1\u304c\u7bc0\u7d04\u3055\u308c\u3001\u30ea\u30b5\u30a4\u30af\u30eb\u3055\u308c\u308b\u3053\u3068\u306b\u3064\u3044\u3066\u8a71\u3057\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30c7\u30b8\u30bf\u30eb\u5316\u3055\u308c\u305f\u5faa\u74b0\u6027\u306f\u7af6\u4e89\u529b\u3068\u53ce\u76ca\u6027\u3067\u3082\u3042\u308a\u3001\u8cc7\u672c\u4e3b\u7fa9\u306e\u4e16\u754c\u3067\u306f\u3053\u308c\u3089\u3059\u3079\u3066\u304c\u3055\u3089\u306b\u9b45\u529b\u7684\u306a\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002.&nbsp;<\/p>\n\n\n\n<p>\u305d\u3057\u3066\u3001\u305d\u3046\u3057\u307e\u3059&nbsp;<a href=\"https:\/\/hbr.org\/2023\/06\/how-ai-will-accelerate-the-circular-economy\" rel=\"noreferrer noopener\" target=\"_blank\">\u30cf\u30fc\u30d0\u30fc\u30c9 \u30d3\u30b8\u30cd\u30b9 \u30ec\u30d3\u30e5\u30fc\u306f\u3053\u306e\u8b70\u8ad6\u3092\u652f\u6301\u3059\u308b<\/a>:\u30b7\u30e3\u30fc\u30ea\u30fc\u30fb\u30eb\u30fc\u6c0f\u3068\u30b8\u30e7\u30fc\u30b8\u30fb\u30bb\u30e9\u30d5\u30a7\u30a4\u30e0\u6c0f\u306b\u3088\u308b\u3068\u3001\u4e16\u754c\u306f\u62bd\u51fa\u7269\u3001\u751f\u7523\u7269\u3001\u51e6\u5206\u306e\u76f4\u7dda\u7684\u306a\u30b5\u30a4\u30af\u30eb\u306b\u56da\u308f\u308c\u305f\u307e\u307e\u3067\u3042\u308b\u304c\u3001\u5faa\u74b0\u6027\u306f\u6570\u5146\u306e\u4fa1\u5024\u3092\u7d04\u675f\u3057\u3066\u3044\u308b\u304c\u3001\u4f7f\u7528\u6e08\u307f\u88fd\u54c1\u306e\u4fa1\u5024\u306e\u4f4e\u3055\u3001\u5206\u96e2\u30b3\u30b9\u30c8\u306e\u9ad8\u3055\u3001\u5206\u96e2\u30b3\u30b9\u30c8\u306e\u9ad8\u3055\u306a\u3069\u306e\u969c\u58c1\u3092\u6253\u3061\u7834\u308b\u3060\u3051\u3067\u3042\u308b\u3002\u30c8\u30ec\u30fc\u30b5\u30d3\u30ea\u30c6\u30a3\u306e\u6b20\u5982\u3002.<\/p>\n\n\n\n<p>\u89e3\u6c7a\u7b56? 3 \u3064\u306e\u5b9f\u7528\u7684\u306a\u9762\u3067 AI \u3092\u6d3b\u7528\u3057\u3066\u52a0\u901f\u3057\u307e\u3059: \u88fd\u54c1\u306e\u5bff\u547d\u3092\u5ef6\u3070\u3059\u3001\u539f\u6750\u6599\u306e\u4f7f\u7528\u91cf\u3092\u6e1b\u3089\u3059\u3001\u30ea\u30b5\u30a4\u30af\u30eb\u6750\u6599\u306e\u4f7f\u7528\u3092\u5897\u3084\u3059: AI \u306f\u3001\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8 (iPhone \u3068\u540c\u69d8) \u307e\u305f\u306f\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u306e\u88fd\u54c1\u30a2\u30af\u30b7\u30e7\u30f3\u3067\u9ad8\u3044\u5bff\u547d\u3092\u7dad\u6301\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4f1a\u793e\u304c\u6240\u6709\u8005\u3067\u3042\u308a\u3001\u6d88\u8cbb\u8005\u304c\u300c\u30a2\u30eb\u30fc\u30ac\u300d\u3060\u3051\u3092\u7dad\u6301\u3059\u308b\u5834\u5408\u306e\u53ce\u76ca\u3068\u306a\u308a\u3001\u5fe0\u5b9f\u3067\u3042\u308a\u3001\u4f7f\u7528\u3055\u308c\u308b\u88fd\u54c1\u3092\u8a55\u4fa1\u3057\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u5358\u306a\u308b\u9ad8\u4fa1\u306a\u8d05\u6ca2\u54c1\u306b\u306a\u3089\u306a\u3044\u9650\u308a\u3001\u3088\u308a\u5faa\u74b0\u7684\u3067\u53ce\u76ca\u6027\u306e\u9ad8\u3044\u7d4c\u6e08\u3092\u63a8\u9032\u3057\u307e\u3059\u3002.&nbsp;<\/p>\n\n\n\n<p>\u5faa\u74b0\u578b\u7d4c\u6e08\u306f\u3001\u6750\u6599\u3068\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u6d41\u308c\u3092\u518d\u8003\u3057\u3001\u52b9\u7387\u3092\u8ffd\u6c42\u3057\u3001\u5ec3\u68c4\u7269\u3092\u6392\u9664\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u518d\u751f\u3059\u308b\u3053\u3068\u3092\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001AI \u306b\u3064\u3044\u3066\u8a71\u3059\u3068\u304d\u3001\u79c1\u305f\u3061\u306f\u77db\u76fe\u306b\u76f4\u9762\u3057\u307e\u3059\u3002\u305d\u308c\u306f\u3001\u5faa\u74b0\u6027\u306e\u89e3\u6c7a\u7b56\u3068\u6a5f\u4f1a (\u6d41\u308c\u306e\u30de\u30c3\u30d4\u30f3\u30b0\u3001\u30ea\u30b5\u30a4\u30af\u30eb \u30c1\u30a7\u30fc\u30f3\u306e\u4e88\u6e2c\u3001\u30ea\u30d0\u30fc\u30b9 \u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u306e\u6700\u9069\u5316\u3001\u5ec3\u68c4\u7269\u306e\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u306e\u7279\u5b9a\u3001\u3055\u3089\u306b\u306f\u65b0\u6750\u6599\u306e\u7814\u7a76\u306e\u52a0\u901f\u306a\u3069) \u3092\u52a0\u901f\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u610f\u8b58\u7684\u306b\u4f7f\u7528\u3057\u306a\u3044\u3068\u74b0\u5883\u3078\u306e\u5f71\u97ff\u3092\u62e1\u5927\u3059\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002.<\/p>\n\n\n\n<p>\u30ea\u30b9\u30af\u306e\u4e2d\u306b\u306f\u3001AI (\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u3067\u306e\u30a8\u30cd\u30eb\u30ae\u30fc\u3068\u6c34\u306e\u6d88\u8cbb\u91cf\u306e\u5897\u52a0\u306b\u4f34\u3046)\u3001\u96fb\u5b50\u5ec3\u68c4\u7269 (\u30c1\u30c3\u30d7\u3001\u30b5\u30fc\u30d0\u30fc\u3001\u30b9\u30fc\u30d1\u30fc\u30de\u30b7\u30f3\u306e\u7af6\u4e89\u306b\u3088\u308a\u3001\u5927\u91cf\u306e\u96fb\u5b50\u5ec3\u68c4\u7269\u304c\u751f\u6210\u3055\u308c\u3001\u63a1\u6398\u306b\u5727\u529b\u304c\u304b\u304b\u308b) \u306e\u74b0\u5883\u30d5\u30c3\u30c8\u30d7\u30ea\u30f3\u30c8\u304c\u5f37\u8abf\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u91cd\u8981\u306a\u9271\u7269)\u3068\u30c7\u30b8\u30bf\u30eb\u4e0d\u5e73\u7b49(\u767a\u5c55\u9014\u4e0a\u56fd\u306f\u3001\u5229\u76ca\u3078\u306e\u516c\u5e73\u306a\u30a2\u30af\u30bb\u30b9\u304c\u306a\u304f\u3001\u9ad8\u4fa1\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u4f9d\u5b58\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059)\u3002.<\/p>\n\n\n\n<p>\u5927\u304d\u306a\u8ab2\u984c\u306f\u5747\u8861\u3057\u3066\u3044\u307e\u3059\u5faa\u74b0\u6027\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u306fAI\u304c\u5fc5\u8981\u3067\u305d\u306e\u9006\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u4eba\u5de5\u77e5\u80fd\u304c\u74b0\u5883\u5371\u6a5f\u3092\u60aa\u5316\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u89e3\u6c7a\u7b56\u306e\u6709\u52b9\u306a\u4e00\u90e8\u3067\u3042\u308b\u3053\u3068\u3092\u3069\u3046\u4fdd\u8a3c\u3059\u308b\u304b\u6279\u5224\u7cbe\u795e\u3092\u4fdd\u3064\u5fc5\u8981\u304c\u3042\u308b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u8a87\u5927\u5ba3\u4f1d\u3060\u3051\u306b\u6d41\u3055\u308c\u308b\u308f\u3051\u306b\u306f\u3044\u304b\u306a\u3044\u306e\u3067\u3059\u9078\u629e\u3059\u308b\u6642\u304c\u6765\u307e\u3057\u305f\u4e0d\u5e73\u7b49\u3084\u74b0\u5883\u5727\u529b\u3092\u6df1\u3081\u308bAI\u304b\u5faa\u74b0\u7d4c\u6e08\u3078\u306e\u79fb\u884c\u3092\u5f37\u5316\u3059\u308bAI\u304b?<\/p>\n\n\n\n<p>\u697d\u89b3\u7684\u306b\u306a\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059 \u30d7\u30ed\u30bb\u30b9\u306f\u52b9\u7387\u304c\u4e0a\u304c\u308a\u3084\u3059\u3044\u50be\u5411\u306b\u3042\u308b\u3068\u601d\u3044\u307e\u3059 \u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u91cf\u304c\u6e1b\u308a \u8cc7\u6e90\u304c\u6709\u52b9\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002.<\/p>\n\n\n\n<p>\u4eca\u65e5\u30b8\u30ec\u30f3\u30de\u306e\u3088\u3046\u306b\u601d\u3048\u308b\u3082\u306e \u2018\u3088\u308a\u591a\u304f\u306eAI\u306f\u3088\u308a\u591a\u304f\u306e\u30a8\u30cd\u30eb\u30ae\u30fc\u9700\u8981\u3092\u610f\u5473\u3059\u308b\u2019 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8a18\u8ff0\u306b\u4f7f\u308f\u308c\u305f\u306e\u3068\u540c\u3058\u5275\u9020\u6027\u304c\u5f71\u97ff\u3092\u8efd\u6e1b\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u518d\u751f\u3059\u308b\u305f\u3081\u306b\u9069\u7528\u3055\u308c\u308b\u3053\u3068\u3092\u6761\u4ef6\u306b\u3001\u5c06\u6765\u306e\u5faa\u74b0\u6027\u306e\u6226\u7565\u7684\u5473\u65b9\u3068\u3057\u3066AI\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u975e\u5e38\u306b\u6ce8\u610f\u6df1\u3044\u76ee\u3068\u78ba\u304b\u306a\u57fa\u6e96:\u5145\u96fb\u52b9\u7387\u3001\u30c8\u30ec\u30fc\u30b5\u30d3\u30ea\u30c6\u30a3\u3068\u900f\u660e\u6027\u306e\u3042\u308b\u6307\u6a19\u3002.&nbsp;<\/p>\n\n\n\n<p>\u771f\u306e\u77e5\u80fd\u306f\u30b3\u30fc\u30c9\u884c\u3084\u51e6\u7406\u901f\u5ea6\u3060\u3051\u3067\u6e2c\u5b9a\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u74b0\u5883\u5206\u91ce\u3067\u306f\u3001\u5faa\u74b0\u6027\u306e\u307f\u304c\u3053\u306e\u77e5\u80fd\u304c\u4eba\u5de5\u7684\u306a\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u73fe\u5b9f\u306e\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n<p><em>\u203b\u30a4\u30b6\u30d9\u30e9 \u30dc\u30ca\u30c3\u30c8\u306f\u3001Circular Movement\u306e\u30a2\u30f3\u30d0\u30b5\u30c0\u30fc\u3067\u3059\u3002 \u751f\u7269\u5b66\u8005\u3001\u74b0\u5883\u5de5\u5b66\u535a\u58eb\u3001\u793e\u4f1a\u74b0\u5883\u7ba1\u7406\u306b12 \u5e74\u4ee5\u4e0a\u306e\u7d4c\u9a13\u3092\u6301\u3064\u5f7c\u5973\u306f\u30012021 \u5e74\u304b\u3089\u30b1\u30cb\u30a2\u306b\u5728\u4f4f\u3057\u3001\u56fd\u9023\u6a5f\u95a2\u3001\u653f\u5e9c\u3001\u6c11\u9593\u30bb\u30af\u30bf\u30fc\u3001\u5e02\u6c11\u793e\u4f1a\u7d44\u7e54\u3068\u306e\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u306e\u3082\u3068\u3001\u793e\u4f1a\u74b0\u5883\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u3068\u3057\u3066\u3001\u6280\u8853\u79d1\u5b66\u7684\u77e5\u8b58\u3068\u5305\u62ec\u7684\u306a\u793e\u4f1a\u5b9f\u8df5\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u5929\u7136\u8cc7\u6e90\u7ba1\u7406\u3001\u516c\u5171\u653f\u7b56\u3001\u5faa\u74b0\u578b\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u7d71\u5408\u3057\u305f\u30a4\u30cb\u30b7\u30a2\u30c1\u30d6\u3092\u5c55\u958b\u3057\u3066\u3044\u308b\u3002.<\/em><\/p>","protected":false},"excerpt":{"rendered":"<p>Um&nbsp;estudo recente publicado na ScienceDirect&nbsp;mostra que a IA est\u00e1 se tornando um motor para os modelos de neg\u00f3cios circulares. Capacidades como an\u00e1lise preditiva, monitoramento em tempo real e automa\u00e7\u00e3o inteligente ajudam a redesenhar cadeias produtivas para regenerar, reutilizar e reaproveitar, quase como se o algoritmo fosse o arquiteto circular. Mas h\u00e1 riscos: sem bons indicadores de circularidade, a promessa pode virar miragem. Precisamos de m\u00e9tricas claras para monitorar o ciclo de vida de produtos e materiais, e garantir que a IA realmente esteja fechando ciclos, e n\u00e3o apenas otimizando o linear. Na vida real, isso significa ter indicadores certos sobre uso, devolu\u00e7\u00e3o, reaproveitamento, aten\u00e7\u00e3o ao desperd\u00edcio e ciclo de vida [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":8806,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35,36],"tags":[47,68,43],"class_list":{"0":"post-87331","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artigos","8":"category-dicas-artigos","9":"tag-artigos","10":"tag-dicas","11":"tag-e-commerce"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/posts\/87331","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/comments?post=87331"}],"version-history":[{"count":0,"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/posts\/87331\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/media\/8806"}],"wp:attachment":[{"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/media?parent=87331"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/categories?post=87331"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/ja\/wp-json\/wp\/v2\/tags?post=87331"}],"curies":[{"name":"wp \u3057","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}