{"id":10018,"date":"2026-07-08T18:55:58","date_gmt":"2026-07-08T10:55:58","guid":{"rendered":"https:\/\/infernews.com\/blog\/reflex-over-reasoning-in-agentic-video-understanding-with-long-term-memory\/"},"modified":"2026-07-08T18:58:07","modified_gmt":"2026-07-08T10:58:07","slug":"light-omni","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/light-omni\/","title":{"rendered":"Light-Omni \u60f3\u628a\u9577\u5f71\u7247 Agent \u8b8a\u5f97\u66f4\u5feb"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-0b99827b96bb.jpg\" alt=\"Light-Omni\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9577\u5f71\u7247\u4e92\u52d5\u6700\u6613\u5361\u4f4f\u7684\u4f4d\uff0c\u4e0d\u662f\u6a21\u578b\u770b\u4e0d\u61c2\uff0c\u800c\u662f\u6bcf\u6b21\u90fd\u8981\u91cd\u65b0\u641c\u5c0b\u7dda\u7d22\u3001\u53cd\u8986\u63a8\u7406\uff0c\u56de\u61c9\u81ea\u7136\u6703\u6162\u3002Light-Omni\u628a\u9019\u4ef6\u4e8b\u6539\u5beb\u6210\u4e00\u500b<strong>Agentic video understanding<\/strong>\u7814\u7a76\u9805\u76ee\uff1a\u7528\u9577\u671f\u591a\u6a21\u614b\u8a18\u61b6\u8655\u7406\u8996\u89ba\u3001\u8a9e\u97f3\u8207\u6587\u5b57\u4e32\u6d41\uff0c\u76ee\u6a19\u662f\u8b93\u4ee3\u7406\u5728\u9023\u7e8c\u5c0d\u8a71\u4e2d\u66f4\u5feb\u6c7a\u5b9a\u8981\u76f4\u63a5\u56de\u7b54\u3001\u63d0\u53d6\u8a18\u61b6\uff0c\u9084\u662f\u88dc\u8db3\u8b49\u64da\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u5e38\u63a1\u7528\u4f5c\u8005\u6240\u8aaa\u7684 detective-style iterative reasoning\uff0c\u4e00\u908a\u898f\u5283\u3001\u4e00\u908a\u641c\u5c0b\u3001\u4e00\u908a\u805a\u5408\u8b49\u64da\uff1b\u597d\u8655\u662f\u6b65\u9a5f\u6e05\u695a\uff0c\u4ee3\u50f9\u662f\u5ef6\u9072\u9ad8\u3001\u8a08\u7b97\u958b\u92b7\u5927\u3002Light-Omni\u63d0\u51fa reflexive video understanding\uff0c\u6838\u5fc3\u4e0d\u662f\u62c9\u9577 reasoning loop\uff0c\u800c\u662f\u4ee5\u55ae\u6b21 forward pass \u7522\u751f\u5168\u57df\u8108\u7d61\u8207 retrieval embeddings\uff0c\u518d\u914d\u5408 <strong>Generation Adapter<\/strong>\u3001<strong>Memory Adapter<\/strong>\u3001<strong>Reaction Adapter<\/strong> \u4e09\u500b\u6a21\u7d44\uff0c\u5206\u5225\u8ca0\u8cac\u56de\u61c9\u3001\u9577\u671f\u8a18\u61b6\u6574\u7406\uff0c\u4ee5\u53ca\u9810\u6e2c\u4f55\u6642\u6aa2\u7d22\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u53d6\u5411\u7684\u50f9\u503c\u5f88\u76f4\u63a5\uff1a\u5b83\u4e0d\u662f\u8ffd\u6c42\u6700\u7e41\u8907\u7684\u63a8\u7406\u93c8\uff0c\u800c\u662f\u512a\u5148\u89e3\u6c7a\u4e92\u52d5\u4ee3\u7406\u5728\u9577\u5f71\u7247\u5834\u666f\u7684\u53cd\u61c9\u901f\u5ea6\u3002\u9805\u76ee\u5efa\u57fa\u65bc <strong>Qwen2.5-Omni<\/strong>\uff0c\u793a\u7bc4\u5247\u7528 <strong>Qwen3-Omni-30B-A3B-Instruct<\/strong>\uff1b\u8a18\u61b6\u8a2d\u8a08\u5305\u542b identity profiles\u3001semantic memory\u3001episodic memory\uff0c\u4e26\u52a0\u5165 sleep-time memory consolidation\uff0c\u628a\u8f03\u9577\u6642\u6bb5\u7684\u89c0\u5bdf\u58d3\u6210\u7dca\u6e4a\u5168\u57df\u72c0\u614b\uff0c\u540c\u6642\u4fdd\u7559\u8fd1\u671f\u7d30\u7bc0\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u76f8\u6bd4 M3-Agent\uff0c\u5e73\u5747\u6e96\u78ba\u7387\u63d0\u5347 2.4%<\/li>\n<li>\u901f\u5ea6\u9054 12.1x\uff0c\u52a0\u5f37\u9577\u5f71\u7247\u4e92\u52d5\u7684\u5373\u6642\u6027<\/li>\n<li>GPU \u8a18\u61b6\u9ad4\u6548\u7387\u63d0\u5347 2.6x\uff0c\u8f03\u9069\u5408\u8cc7\u6e90\u6709\u9650\u7684\u90e8\u7f72<\/li>\n<li>\u5009\u5eab\u9644\u6709 <code>eval.py<\/code>\u3001Flask\/Socket.IO demo\u3001Hugging Face \u6a21\u578b\u8207\u8a13\u7df4\u8cc7\u6599<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u9a57\u8b49\u9019\u500b\u9805\u76ee\uff0c\u73fe\u6642\u53ef\u6cbf\u4e09\u689d\u8def\u7406\u89e3\uff1a\u5148\u770b web demo \u611f\u53d7\u53cd\u61c9\u65b9\u5f0f\uff0c\u518d\u7528\u5009\u5eab\u5167\u7684 <code>eval.py<\/code> \u914d\u5408 <code>logs\/<\/code> \u6aa2\u67e5\u9577\u5f71\u7247 benchmark \u7d50\u679c\uff0c\u6700\u5f8c\u53c3\u8003 <code>thirdparty\/<\/code> \u5167\u5df2\u4fee\u88dc\u7684 <code>transformers<\/code> \u8207 <code>ms-swift<\/code> \u7d44\u4ef6\u505a\u8a13\u7df4\u6216\u63a8\u7406\u74b0\u5883\u914d\u7f6e\u3002\u8f03\u53d7\u7528\u7684\u8b80\u8005\u6703\u662f\u505a\u591a\u6a21\u614b\u4ee3\u7406\u3001\u9577\u5f71\u7247\u7406\u89e3\u3001\u8a18\u61b6\u6aa2\u7d22\uff0c\u6216\u8005\u9700\u8981\u4f4e\u5ef6\u9072\u4e92\u52d5\u7cfb\u7d71\u7684\u7814\u7a76\u5718\u968a\uff1b\u5b83\u4ecd\u5c6c\u7814\u7a76\u539f\u578b\uff0c\u6548\u80fd\u6578\u5b57\u4e3b\u8981\u4f86\u81ea\u9805\u76ee\u63d0\u4f9b\u7684 benchmark \u8207\u793a\u7bc4\uff0c\u90e8\u7f72\u524d\u4ecd\u8981\u6309\u81ea\u5df1\u7684\u5f71\u7247\u9577\u5ea6\u3001\u786c\u4ef6\u689d\u4ef6\u8207\u4efb\u52d9\u5f62\u5f0f\u518d\u6838\u5be6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/clare-nie.github.io\/Light-Omni\/\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/Clare-Nie\/Light-Omni\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/ClareNie\/Light-Omni\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9762\u5c0d\u9577\u5f71\u7247\u4e92\u52d5\uff0cLight-Omni\u5514\u518d\u9760\u4e00\u8f2a\u8f2a\u641c\u5c0b\u540c\u63a8\u7406\u3002\u5b83\u628a\u8a18\u61b6\u3001\u6aa2\u7d22\u540c\u56de\u61c9\u58d3\u7e2e\u6210\u8f03\u8f15\u91cf\u6d41\u7a0b\uff0c\u91cd\u9ede\u653e\u5728\u901f\u5ea6\u540c\u9023\u7e8c\u4e92\u52d5\u3002<\/p>\n","protected":false},"author":8,"featured_media":10017,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,199,131,31,198,119,76],"tags":[],"class_list":["post-10018","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-dataset-","category-embedding","category-video","category-198","category-119","category-76"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10018","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=10018"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10018\/revisions"}],"predecessor-version":[{"id":10021,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10018\/revisions\/10021"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10017"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10018"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10018"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10018"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}