{"id":11569,"date":"2026-08-27T18:39:32","date_gmt":"2026-08-27T10:39:32","guid":{"rendered":"https:\/\/infernews.com\/blog\/real-time-and-empathetic-memory-system-for-voice-assistants\/"},"modified":"2026-08-27T18:40:21","modified_gmt":"2026-08-27T10:40:21","slug":"real-time-and-empathetic-memory-system-for-voice-assistants","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/real-time-and-empathetic-memory-system-for-voice-assistants\/","title":{"rendered":"VoiceMem \u8b93\u8a9e\u97f3 AI \u8a18\u4f4f\u4f60\u7684\u60c5\u7dd2\u8207\u504f\u597d"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-dc9d2b8c7c3a.jpg\" alt=\"VoiceMem Logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a9e\u97f3\u667a\u80fd\u9ad4\u8981\u8a18\u4f4f\u300c\u6211\u662f\u7d20\u98df\u8005\u3001\u5c0d\u5805\u679c\u904e\u654f\u300d\uff0c\u4e26\u4e0d\u53ea\u662f\u4fdd\u5b58\u8f49\u9304\u6587\u5b57\uff0c\u9084\u8981\u5206\u8fa8\u4eba\u7269\u3001\u60c5\u7dd2\u3001\u504f\u597d\u8207\u6027\u683c\u3002VoiceMem \u5c6c\u65bc\u8a9e\u97f3 AI \u8a18\u61b6\u5f15\u64ce\u53ca\u53ef\u6574\u5408\u7684\u5eab\uff0c\u8655\u7406\u97f3\u8a0a\u8f38\u5165\u3001\u8a18\u61b6\u62bd\u53d6\u3001\u6aa2\u7d22\u548c\u56de\u61c9\u524d\u7684\u4e0a\u4e0b\u6587\u6ce8\u5165\uff0c\u8b93\u9577\u671f\u500b\u4eba\u5316\u5c0d\u8a71\u4e0d\u5fc5\u6bcf\u6b21\u91cd\u65b0\u5efa\u7acb\u80cc\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u63a1\u7528 VoiceMem Dual-Brain Streaming Architecture\uff08\u6d41\u5f0f\u96d9\u8166\u67b6\u69cb\uff09\uff1a\u5de6\u8166\u4ee5 schema \u8207 entity \u7d44\u7e54\u4e8b\u5be6\u8a18\u61b6\uff0c\u53f3\u8166\u7368\u7acb\u7ba1\u7406\u60c5\u7dd2\u3001\u504f\u597d\u548c\u4eba\u683c\uff0c\u4ea6\u7dad\u8b77\u8de8 entity \u7684\u95dc\u806f\u3002\u97f3\u8a0a\u4ecd\u5728\u8f38\u5165\u671f\u9593\uff0c\u7cfb\u7d71\u5df2\u7d93\u5206\u6bb5\u3001\u8f49\u9304\u3001\u62bd\u53d6\u8cc7\u6599\u4e26\u5beb\u5165\u8a18\u61b6\u5716\uff1b\u67e5\u8a62\u6642\u5148\u8def\u7531\u53ca\u6392\u5e8f\uff0c\u53ea\u628a Top-K \u8a18\u61b6\u653e\u5165\u4e0a\u4e0b\u6587\uff0c\u6e1b\u5c11\u8a9e\u97f3\u56de\u61c9\u9700\u8981\u8655\u7406\u7684\u5167\u5bb9\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/xzf-thu.github.io\\\/VoiceMem\\\/output_normal.mp4&quot;,&quot;repeat&quot;:true,&quot;autoplay&quot;:true,&quot;muted&quot;:true,&quot;align&quot;:&quot;&quot;,&quot;poster&quot;:&quot;&quot;,&quot;controls&quot;:{&quot;play-large&quot;:true,&quot;restart&quot;:false,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;duration&quot;:false,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;pip&quot;:false,&quot;airplay&quot;:false,&quot;captions&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;captions&quot;:[],&quot;ratio&quot;:&quot;16:9&quot;,&quot;accentColor&quot;:&quot;&quot;,&quot;lazyLoad&quot;:false,&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true,&quot;isSetup&quot;:false}'\n><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>\u5de6\u8166\u5728 Top-3 \u9650\u5236\u4e0b\u7dad\u6301 Mem0 \u7684\u6eff\u8f09\u6027\u80fd<\/li>\n\n\n\n<li>\u53f3\u8166\u52a0\u5165\u9577\u77ed\u671f\u60c5\u7dd2\u6b78\u56e0\u53ca\u4ea4\u53c9\u7bc0\u9ede<\/li>\n\n\n\n<li>\u900f\u904e\u58d3\u7e2e\u8cc7\u8a0a\u3001\u5206\u5c64\u5132\u5b58\u548c\u6d41\u5f0f\u67e5\u8a62\u964d\u4f4e\u7b49\u5f85\u6642\u9593<\/li>\n\n\n\n<li>\u55ae\u8f2a\u67e5\u8a62\u7d04\u9700 300 token\uff0c\u67b6\u69cb\u53ca\u5e95\u5c64\u8a18\u61b6\u5f15\u64ce\u53ef\u66ff\u63db<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">VoiceMem \u5167\u7f6e ASR\uff08Automatic Speech Recognition\uff09\u3001\u8072\u7d0b\u3001\u5834\u666f\u3001\u60c5\u7dd2\u611f\u77e5\u53ca\u672c\u5730 embedding \u5143\u4ef6\uff0c\u4ea6\u63d0\u4f9b\u96e2\u7dda\u8a18\u61b6\u5f15\u64ce\u548c streaming interface\u3002\u5009\u5eab\u8cc7\u8a0a\u5305\u542b Python \u5eab\u3001\u4e92\u52d5\u5f0f\u7db2\u9801 demo\u3001VoiceMem_Default_Models_Env \u6a21\u578b\u74b0\u5883\uff0c\u4ee5\u53ca\u53ef\u9078\u7684 Qwen \u56de\u61c9\u6a21\u578b\uff1b\u4f46\u5b8c\u6574\u786c\u4ef6\u8981\u6c42\u3001\u670d\u52d9\u4f9d\u8cf4\u548c\u6a21\u578b\u6388\u6b0a\u4ecd\u9700\u6309\u9023\u7d50\u5167\u5bb9\u9010\u9805\u78ba\u8a8d\uff0c\u4e0d\u80fd\u55ae\u9760 README \u63a8\u65b7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ChatMem-400K \u4ee5\u8a18\u61b6\u4e16\u754c\u69cb\u5efa\u3001SLM \u9a57\u8b49\u7684 online on-policy distillation \u548c\u4eba\u5de5\u4fee\u8a02\u4e09\u968e\u6bb5\u88fd\u4f5c\uff0c\u914d\u5408 VoiceMem Model Families \u7684 Qwen3 6 35B A3B Qlora \u6a21\u578b\u7cfb\u5217\u3002\u9019\u4ee4\u9805\u76ee\u8f03\u9069\u5408\u9700\u8981\u9577\u671f\u8a9e\u97f3\u966a\u4f34\u3001\u500b\u4eba\u52a9\u7406\u3001\u5ba2\u670d\u6216\u5177\u60c5\u7dd2\u9023\u7e8c\u6027\u7684 voice agent \u5718\u968a\uff1b\u5c0d\u53ea\u9700\u77ed\u5c0d\u8a71\u8f49\u9304\u7684\u5de5\u4f5c\u6d41\uff0c\u96d9\u8166\u8a18\u61b6\u5c64\u6703\u589e\u52a0\u6574\u5408\u548c\u7dad\u8b77\u6210\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/xzf-thu.github.io\/VoiceMem\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/xzf-thu\/VoiceMem\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/zhifeixie\/VoiceMem_MF_Qwen3_6_35B_A3B_Qlora\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>VoiceMem \u4ee5\u6d41\u5f0f\u96d9\u8166\u67b6\u69cb\u8655\u7406\u4e8b\u5be6\u8a18\u61b6\u3001\u60c5\u7dd2\u8207\u4eba\u683c\uff0c\u8b93\u8a9e\u97f3\u667a\u80fd\u9ad4\u5728\u5c0d\u8a71\u4e2d\u66f4\u61c2\u4f7f\u7528\u8005\uff0c\u540c\u6642\u63a7\u5236\u5ef6\u9072\u8207\u6210\u672c\u3002<\/p>\n","protected":false},"author":8,"featured_media":11568,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,185,164,116,131,152,119,150,128,196],"tags":[],"class_list":["post-11569","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-164","category-agentic","category-embedding","category-python","category-119","category-150","category-128","category-196"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11569","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=11569"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11569\/revisions"}],"predecessor-version":[{"id":11570,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11569\/revisions\/11570"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11568"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11569"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11569"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11569"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}