{"id":12974,"date":"2026-10-06T08:52:49","date_gmt":"2026-10-06T00:52:49","guid":{"rendered":"https:\/\/infernews.com\/blog\/spatial-memory-intelligence-endowing-world-models-with-understanding-driven-long\/"},"modified":"2026-10-06T08:52:49","modified_gmt":"2026-10-06T00:52:49","slug":"spatial-memory-intelligence-endowing-world-models-with-understanding-driven-long","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/spatial-memory-intelligence-endowing-world-models-with-understanding-driven-long\/","title":{"rendered":"Spatial Memory Intelligence\uff1a\u8b93\u4e16\u754c\u6a21\u578b\u8a18\u4f4f\u7a7a\u9593\u95dc\u4fc2"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/pasted-bfe90f5b057e.jpg\" alt=\"SMI overview: organizing spatial memory, retrieving relevant observations, and improving consistency and stability.\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9577\u5f71\u7247\u751f\u6210\u8981\u5ef6\u7e8c\u7269\u4ef6\u4f4d\u7f6e\u8207\u5834\u666f\u7d50\u69cb\uff0c\u4e0d\u80fd\u53ea\u9760\u4e0d\u65b7\u7d2f\u7a4d\u820a\u89c0\u5bdf\uff1b\u8a18\u61b6\u592a\u591a\u6703\u5e36\u4f86\u5197\u9918\uff0c\u4e5f\u53ef\u80fd\u628a\u4e0d\u53ef\u9760\u5167\u5bb9\u5e36\u9032\u5f8c\u7e8c\u751f\u6210\u3002Spatial Memory Intelligence\uff08SMI\uff09\u662f\u70ba\u4e16\u754c\u6a21\u578b\u8a2d\u8a08\u7684\u7a7a\u9593\u8a18\u61b6\u7ba1\u7406\u65b9\u6cd5\uff0c\u76ee\u6a19\u662f\u6539\u5584\u8a18\u61b6\u7cbe\u7c21\u5ea6\u3001\u7a7a\u9593\u4e00\u81f4\u6027\u8207\u751f\u6210\u7a69\u5b9a\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SMI \u4ee5\u5177\u8a9e\u7fa9\u8207\u7a7a\u9593\u7406\u89e3\u80fd\u529b\u7684\u591a\u6a21\u614b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08MLLM\uff09\u5354\u8abf\u56db\u9805\u64cd\u4f5c\uff1a\u628a\u76f8\u95dc\u89c0\u5bdf\u5206\u7d44\u3001\u522a\u9664\u7fa4\u7d44\u5167\u5197\u9918\u5167\u5bb9\u3001\u6309\u8fd1\u671f\u8108\u7d61\u53ca\u4e0b\u4e00\u6b65\u52d5\u4f5c\u53d6\u56de\u8a18\u61b6\uff0c\u4e26\u904e\u6ffe\u4e0d\u53ef\u9760\u7684\u751f\u6210\u89c0\u5bdf\u3002\u5b83\u4e0d\u53ea\u6574\u7406\u8a18\u61b6\uff0c\u4e5f\u6703\u5728\u751f\u6210\u904e\u7a0b\u4e2d\u66f4\u65b0\u53ca\u63d0\u53d6\u8cc7\u6599\uff0c\u9069\u5408\u7814\u7a76\u9577\u6642\u9593\u5f71\u7247\u751f\u6210\u8207\u4e16\u754c\u6a21\u578b\u8a18\u61b6\u7ba1\u7406\u7684\u5718\u968a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u7db2\u7ad9\u63d0\u4f9b HY1.5 \u8207 Wan2.2 \u7684\u540c\u6b65\u5f71\u7247\u6bd4\u8f03\uff0c\u4e3b\u8981\u5c0d\u7167 SMI \u8207 Base\uff1b\u90e8\u5206\u6848\u4f8b\u4ea6\u5217\u51fa FramePack\u3001Deep Forcing\u3001MoC\u3001VMem \u53ca MemFlow\u3002\u7d05\u6846\u6a19\u793a\u90e8\u5206\u7a7a\u9593\u6216\u7d50\u69cb\u4e0d\u4e00\u81f4\u4e4b\u8655\uff0c\u65b9\u4fbf\u6aa2\u8996\u6848\u4f8b\uff0c\u4f46\u76ee\u524d\u6c92\u6709\u516c\u958b\u53ef\u4f9b\u6838\u5c0d\u7684\u91cf\u5316\u6307\u6a19\uff0c\u4e0d\u80fd\u55ae\u9760\u793a\u7bc4\u5f71\u7247\u5224\u65b7\u6539\u5584\u5e45\u5ea6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a18\u61b6\u7ba1\u7406\u6db5\u84cb\u5206\u7d44\u3001\u7cbe\u7c21\u3001\u6aa2\u7d22\u8207\u53ef\u9760\u6027\u904e\u6ffe\u3002<\/li>\n<li>\u6aa2\u7d22\u6703\u8003\u616e\u8fd1\u671f\u4e0a\u4e0b\u6587\u53ca\u4e0b\u4e00\u500b\u4f7f\u7528\u8005\u52d5\u4f5c\u3002<\/li>\n<li>\u7db2\u7ad9\u53ef\u89c0\u770b HY1.5\u3001Wan2.2 \u7684\u5f71\u7247\u6bd4\u8f03\u3002<\/li>\n<li>\u8a13\u7df4\u3001\u63a8\u7406\u53ca\u8a55\u4f30\u7a0b\u5f0f\u78bc\u3001\u8cc7\u6599\u96c6\u8207\u6a21\u578b\u6b0a\u91cd\u4ecd\u5728\u6e96\u5099\u767c\u5e03\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d GitHub \u5132\u5b58\u5eab\u4e3b\u8981\u63d0\u4f9b\u9805\u76ee\u4ecb\u7d39\u8207\u793a\u610f\u5716\uff0c\u5c1a\u672a\u80fd\u64da\u6b64\u5b89\u88dd\u6216\u81ea\u884c\u91cd\u73fe\u7d50\u679c\u3002\u7814\u7a76\u4eba\u54e1\u53ef\u4ee5\u5148\u67e5\u770b\u7db2\u7ad9\u793a\u7bc4\u53ca\u8ad6\u6587\uff0c\u5f85\u7a0b\u5f0f\u78bc\u3001\u8cc7\u6599\u96c6\u548c\u6b0a\u91cd\u516c\u958b\u5f8c\uff0c\u518d\u6e2c\u8a66\u5b83\u80fd\u5426\u5728\u4e0d\u540c\u4e16\u754c\u6a21\u578b\u8207\u9577\u7247\u6bb5\u751f\u6210\u4efb\u52d9\u4e2d\u7dad\u6301\u7a7a\u9593\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/spatial-memory-intelligence.github.io\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/xbyym\/Spatial-Memory-Intelligence\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9577\u5f71\u7247\u751f\u6210\u6108\u5f80\u5f8c\uff0c\u820a\u756b\u9762\u6108\u96e3\u6574\u7406\uff0c\u4e5f\u5bb9\u6613\u51fa\u73fe\u7a7a\u9593\u524d\u5f8c\u4e0d\u4e00\u81f4\u3002SMI \u4ee5\u7406\u89e3\u80fd\u529b\u7ba1\u7406\u9577\u671f\u7a7a\u9593\u8a18\u61b6\uff0c\u73fe\u6642\u4ecd\u672a\u516c\u958b\u7a0b\u5f0f\u78bc\u8207\u6a21\u578b\u6b0a\u91cd\u3002<\/p>\n","protected":false},"author":8,"featured_media":12973,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,164,198,171,162,76,119,186,127,31,163,150,199],"tags":[],"class_list":["post-12974","post","type-post","status-publish","format-standard","hentry","category-133","category-164","category-198","category-171","category-ai-productions","category-76","category-119","category-186","category-127","category-video","category-163","category-150","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12974","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=12974"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12974\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12973"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12974"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12974"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12974"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}