{"id":11128,"date":"2026-08-18T02:06:47","date_gmt":"2026-08-17T18:06:47","guid":{"rendered":"https:\/\/infernews.com\/blog\/learning-from-a-year-of-mobile-experiences\/"},"modified":"2026-08-18T02:13:51","modified_gmt":"2026-08-17T18:13:51","slug":"learning-from-a-year-of-mobile-experiences","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/learning-from-a-year-of-mobile-experiences\/","title":{"rendered":"MobileMem \u628a\u624b\u6a5f\u9577\u671f\u8a18\u61b6\u653e\u5165\u771f\u5be6\u5834\u666f\u6e2c\u8a66"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/fig2.jpg\" alt=\"logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u624b\u6a5f\u52a9\u624b\u82e5\u8981\u56de\u7b54\u300c\u5973\u5152\u4e03\u6b72\u751f\u65e5\u6709\u54ea\u4e9b\u7167\u7247\u300d\u6216\u6838\u5c0d\u904e\u654f\u85e5\u7269\uff0c\u55ae\u9760\u77ed\u5c0d\u8a71\u8a18\u61b6\u5f88\u5feb\u6703\u5931\u6e96\u3002MobileMem \u5c6c\u65bc\u7aef\u5074\u9577\u671f\u8a18\u61b6\uff08on-device long-term memory\uff09\u7684\u8a55\u6e2c\u6846\u67b6\u8207\u8cc7\u6599\u96c6\uff0c\u5c07\u4e00\u5e74\u624b\u6a5f\u7d93\u6b77\u6574\u7406\u6210\u53ef\u91cd\u73fe\u7684\u6e2c\u8a66\u74b0\u5883\uff0c\u6aa2\u9a57\u8a18\u61b6\u7cfb\u7d71\u80fd\u5426\u8de8\u61c9\u7528\u4fdd\u7559\u3001\u9023\u7d50\u53ca\u627e\u56de\u91cd\u8981\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u6db5\u84cb 365 \u5929\u300112 \u500b\u61c9\u7528\u7a0b\u5f0f\uff0c\u4ee5\u53ca\u6bcf\u4f4d\u4f7f\u7528\u8005\u5e73\u5747 1.72M tokens \u7684\u8cc7\u6599\u898f\u6a21\uff0c\u4f86\u6e90\u5305\u62ec\u5c0d\u8a71\u3001\u65e5\u66c6\u3001\u7b46\u8a18\u3001\u700f\u89bd\u7d00\u9304\u548c\u76f8\u7247\u7b49\u7570\u8cea\u5167\u5bb9\u3002\u8207\u53ea\u6e2c\u55ae\u8f2a\u554f\u7b54\u6216\u7368\u7acb\u6587\u4ef6\u6aa2\u7d22\u7684\u505a\u6cd5\u76f8\u6bd4\uff0cMobileMem \u66f4\u63a5\u8fd1\u9577\u671f\u4f7f\u7528\u60c5\u5883\uff0c\u4f46\u540c\u6642\u4ee4\u8cc7\u6599\u6574\u7406\u3001\u96b1\u79c1\u8655\u7406\u548c\u63a8\u7406\u6210\u672c\u8b8a\u5f97\u66f4\u8907\u96dc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cc7\u6599\u5206\u70ba\u5169\u689d benchmark track\uff1atext \u4f9b\u6587\u5b57\u8a18\u61b6\u7cfb\u7d71\u8655\u7406\u9577\u671f\u5c0d\u8a71\u8207\u7d50\u69cb\u5316 mobile-app events\uff1bomni \u5247\u52a0\u5165 screenshots \u548c photos\uff0c\u6e2c\u8a66\u591a\u6a21\u614b\u8a18\u61b6\u3002\u5b83\u672c\u8eab\u4e0d\u662f\u6a21\u578b\uff0c\u800c\u662f\u7528\u4f86\u6bd4\u8f03\u4e0d\u540c memory systems\u3001\u5206\u6790\u5931\u6557\u539f\u56e0\u53ca\u5efa\u7acb leaderboard \u7684\u6e2c\u8a66\u57fa\u790e\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4\u6587\u5b57\u8207\u591a\u6a21\u614b\u5169\u985e\u6e2c\u8a66<\/li>\n\n\n\n<li>\u6db5\u84cb\u8de8\u61c9\u7528\u3001\u9577\u671f\u4e14\u77e5\u8b58\u5bc6\u96c6\u7684 mobile agent trajectories<\/li>\n\n\n\n<li>\u53ef\u5f9e HuggingFace \u4e0b\u8f09\u8cc7\u6599\u96c6<\/li>\n\n\n\n<li>Dataset Explorer branch \u63d0\u4f9b\u4e92\u52d5\u5f0f\u8cc7\u6599\u700f\u89bd<\/li>\n\n\n\n<li>\u73fe\u6709\u8cc7\u8a0a\u672a\u5217\u51fa\u5177\u9ad4\u6a21\u578b\u5206\u6578\uff0c\u9700\u67e5\u770b leaderboard \u6216\u81ea\u884c\u91cd\u8dd1\u6e2c\u8a66<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u4eba\u54e1\u53ef\u5148\u4e0b\u8f09 HuggingFace \u8cc7\u6599\u96c6\uff0c\u6309 text \u6216 omni \u8ecc\u9053\u63a5\u5165\u81ea\u5df1\u7684\u8a18\u61b6\u6a21\u578b\uff0c\u518d\u5229\u7528\u7db2\u7ad9\u548c Dataset Explorer \u6aa2\u67e5\u6848\u4f8b\u3002\u9069\u5408\u958b\u767c mobile agents\u3001personalized assistant\u3001\u9577\u671f RAG \u6216 multimodal memory \u7684\u5718\u968a\uff1b\u6d89\u53ca\u5065\u5eb7\u7d00\u9304\u3001\u5bb6\u5ead\u76f8\u7247\u7b49\u79c1\u4eba\u5167\u5bb9\u6642\uff0c\u4ecd\u8981\u81ea\u884c\u78ba\u8a8d\u8cc7\u6599\u6388\u6b0a\u3001\u533f\u540d\u5316\u548c\u7aef\u5074\u90e8\u7f72\u8981\u6c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/zjunlp.github.io\/MobileMem\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/zjunlp\/MobileMem\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u624b\u6a5f\u52a9\u624b\u8981\u8a18\u4f4f\u4e00\u5e74\u7684\u751f\u6d3b\uff0c\u96e3\u9ede\u4e0d\u53ea\u662f\u641c\u5c0b\u8cc7\u6599\uff0c\u66f4\u8981\u7406\u89e3\u8de8\u61c9\u7528\u3001\u8de8\u6a21\u614b\u7684\u9577\u671f\u8108\u7d61\u3002<\/p>\n","protected":false},"author":8,"featured_media":11127,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,144,109,119,189,199],"tags":[],"class_list":["post-11128","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-medical","category-rag","category-119","category-189","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11128","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=11128"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11128\/revisions"}],"predecessor-version":[{"id":11131,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11128\/revisions\/11131"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11127"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}