{"id":9527,"date":"2026-06-22T18:38:35","date_gmt":"2026-06-22T10:38:35","guid":{"rendered":"https:\/\/infernews.com\/blog\/a-hierarchical-memory-framework-for-personalized-presentation-agents-try-it-at-m\/"},"modified":"2026-06-22T18:39:21","modified_gmt":"2026-06-22T10:39:21","slug":"a-hierarchical-memory-framework-for-personalized-presentation-agents-try-it-at-m","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/a-hierarchical-memory-framework-for-personalized-presentation-agents-try-it-at-m\/","title":{"rendered":"MemSlides \u628a\u7c21\u5831\u751f\u6210\u8b8a\u6210\u53ef\u8a18\u61b6\u4ee3\u7406"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/memslides_memory_workflow.jpg\" alt=\"MemSlides hierarchical memory and localized revision overview\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u5c11\u7c21\u5831\u751f\u6210\u5de5\u5177\u4ecd\u7136\u8d70 one-shot source-to-slides conversion\uff1a\u4e1f\u4e00\u4efd\u6750\u6599\u9032\u53bb\uff0c\u6574\u4efd\u6295\u5f71\u7247\u4e00\u6b21\u751f\u6210\uff0c\u4e4b\u5f8c\u6bcf\u6b21\u4fee\u6539\u53c8\u5927\u7bc4\u570d\u91cd\u505a\u3002MemSlides \u628a\u554f\u984c\u6539\u5beb\u6210 stateful authoring process\uff0c\u6838\u5fc3\u4e0d\u662f\u55ae\u6b21\u8f38\u51fa\uff0c\u800c\u662f\u8a18\u4f4f\u4f60\u662f\u8ab0\u3001\u9019\u4e00\u8f2a\u60f3\u6539\u751a\u9ebc\uff0c\u4ee5\u53ca\u904e\u5f80\u54ea\u4e9b\u5de5\u5177\u64cd\u4f5c\u8f03\u53ef\u9760\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u4e00\u500b Agent Framework\uff0c\u76ee\u6a19\u662f\u89e3\u6c7a personalized slide generation \u8207 multi-turn local revision \u5169\u500b\u5e38\u898b\u75db\u9ede\u3002\u5b83\u628a\u8a18\u61b6\u62c6\u6210 user profile memory\u3001working memory\u3001tool memory\uff1a\u524d\u8005\u4fdd\u5b58\u8de8\u5de5\u4f5c\u91cd\u8986\u51fa\u73fe\u7684\u504f\u597d\uff0c\u4e2d\u6bb5\u8a18\u4f4f\u7576\u524d\u7c21\u5831\u7684\u9650\u5236\u8207\u66ab\u6642\u8981\u6c42\uff0c\u5f8c\u8005\u5247\u4fdd\u7559\u5de5\u5177\u93c8\u57f7\u884c\u7d93\u9a57\uff0c\u65b9\u4fbf\u4e4b\u5f8c\u505a\u76f8\u4f3c\u4fee\u6539\u6642\u5c11\u8d70\u5f4e\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ddf\u540c\u985e\u505a\u6cd5\u76f8\u6bd4\uff0c\u6700\u9700\u8981\u7559\u610f\u7684\u662f\u5b83\u4e0d\u4e3b\u5f35\u6bcf\u6b21\u6536\u5230\u65b0\u610f\u898b\u5c31\u91cd\u751f\u6574\u526f deck\uff0c\u800c\u662f\u505a scoped slide-local revision\uff0c\u53ea\u66f4\u65b0\u53d7\u5f71\u97ff\u7684\u6700\u5c0f\u5340\u57df\u3002\u9019\u7a2e\u53d6\u5411\u7684\u597d\u8655\u662f\u4fee\u6539\u66f4\u7a69\u5b9a\uff0c\u8f03\u6613\u4fdd\u7559\u539f\u672c\u597d\u7684\u5167\u5bb9\uff1b\u4ee3\u50f9\u662f\u6574\u9ad4\u54c1\u8cea\u6703\u4f9d\u8cf4\u8a18\u61b6\u7ba1\u7406\u8207\u5c40\u90e8\u7de8\u8f2f\u5224\u65b7\u662f\u5426\u6e96\u78ba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f9e\u5009\u5eab\u8cc7\u8a0a\u770b\uff0c\u9019\u500b\u9805\u76ee\u8f03\u9069\u5408\u7814\u7a76 presentation agents\u3001\u4f01\u696d\u5167\u90e8\u7c21\u5831\u81ea\u52d5\u5316\uff0c\u6216\u8981\u53cd\u8986\u70ba\u4e0d\u540c\u89d2\u8272\u7522\u51fa\u7248\u672c\u7684\u5718\u968a\u3002\u5009\u5eab\u4ea6\u63d0\u4f9b Docker Hub\u3001\u7db2\u7ad9\u3001\u793a\u7bc4\u5f71\u7247\u8207\u8ad6\u6587\u9023\u7d50\uff0c\u7406\u89e3\u65b9\u5f0f\u53ef\u5148\u770b demo\uff0c\u518d\u6c7a\u5b9a\u7528\u5bb9\u5668\u90e8\u7f72\u9084\u662f\u6309 Python 3.11 \u8207 Node 20 \u7684\u74b0\u5883\u81ea\u884c\u642d\u5efa\uff1b\u4e0d\u904e\u516c\u958b\u8cc7\u8a0a\u672a\u898b\u5b8c\u6574\u91cf\u5316\u57fa\u6e96\uff0c\u73fe\u968e\u6bb5\u8f03\u50cf\u7814\u7a76\u578b\u6846\u67b6\uff0c\u800c\u975e\u5df2\u6a19\u6e96\u5316\u7684\u7522\u54c1\u65b9\u6848\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u628a\u7c21\u5831\u751f\u6210\u7531\u4e00\u6b21\u6027\u8f38\u51fa\u6539\u6210\u6709\u72c0\u614b\u7684\u5beb\u4f5c\u6d41\u7a0b<\/li>\n\n\n\n<li>\u5206\u5c64\u8a18\u61b6\u662f\u91cd\u9ede\uff1auser profile memory\u3001working memory\u3001tool memory<\/li>\n\n\n\n<li>\u4fee\u6539\u6642\u50be\u5411\u5c40\u90e8\u4fee\u88dc\uff0c\u4e0d\u662f\u6574\u4efd\u91cd\u751f\u6210<\/li>\n\n\n\n<li>\u9069\u5408\u9700\u8981 persona-aware \u5167\u5bb9\u3001\u53cd\u8986\u4fee\u8a02\u3001\u591a\u4eba\u5354\u4f5c\u7684\u60c5\u5883<\/li>\n\n\n\n<li>\u76f8\u95dc\u5143\u7d20\u5305\u62ec presentation agents\u3001multi-turn revision\u3001localized editing\u3001tool-chain execution<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/huohua325\/Memslides\" rel=\"noopener noreferrer\">https:\/\/github.com\/huohua325\/Memslides<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\u4e3b\u9801\uff1a<\/strong> <a href=\"https:\/\/memslides.github.io\/\" rel=\"noopener noreferrer\">https:\/\/memslides.github.io\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MemSlides\u4e0d\u662f\u4e00\u6b21\u904e\u51fa\u6295\u5f71\u7247\uff0c\u800c\u662f\u628a\u7c21\u5831\u5beb\u4f5c\u7576\u6210\u53ef\u6301\u7e8c\u4fee\u6539\u7684\u6d41\u7a0b\u3002\u5b83\u7528\u5206\u5c64\u8a18\u61b6\u8655\u7406\u500b\u4eba\u5316\u8207\u591a\u8f2a\u4fee\u8a02\u3002<\/p>\n","protected":false},"author":8,"featured_media":9526,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,38,158,152,105,150,196,197],"tags":[],"class_list":["post-9527","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-38","category-ide","category-python","category-python-nlp","category-150","category-196","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9527","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=9527"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9527\/revisions"}],"predecessor-version":[{"id":9529,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9527\/revisions\/9529"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9526"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9527"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9527"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9527"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}