{
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src=\"https://files.mdnice.com/user/4562/e753cf89-c3d0-4745-9d9b-d6a82649ea2a.png\"/></p>\n<p>\u4e0b\u8f7d\u901f\u5ea6\u786e\u5b9e\u662f\u5feb\uff0c\u5feb\u7684\u98de\u8d77\uff0c\u57fa\u672c\u53ef\u4ee5\u8fbe\u5230 20MB/s\uff1a</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://files.mdnice.com/user/4562/76a9242d-f748-4f22-abca-86f14bed2a54.gif\"/></p>\n<h4>2 \u3001\u8fde\u7eed\u7b7e\u5230\u6700\u591a 15 \u5929\u767e\u5ea6\u7f51\u76d8\u4f1a\u5458</h4>\n<p>\u5728\u300c\u5e93\u5e93 AI \u300d\u684c\u9762\u7aef\u9760\u8fde\u7eed\u7b7e\u5230\u8fd8\u80fd\u7ee7\u7eed\u9886\u53d6\u3002</p>\n<ul>\n<li>\u8fde\u7eed\u7b7e\u5230 3 \u5929 \u2192 \u518d\u7ed9 3 \u5929</li>\n<li>\u8fde\u7eed\u7b7e\u5230 5 \u5929 \u2192 \u518d\u7ed9 5 \u5929</li>\n<li>\u8fde\u7eed\u7b7e\u5230 7 \u5929 \u2192 \u518d\u7ed9 7 \u5929</li>\n</ul>\n<p>\u300c\u5e93\u5e93 AI \u300d\u65b0\u7528\u6237\u7684 3 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      "date_published": "2026-09-20T07:01:59+00:00", 
      "title": "\u767e\u5ea6\u9001 5000 \u4e07 Token\uff0c\u53ef\u514d\u8d39\u767d\u5ad6\u4f7f\u7528 AI \u529e\u516c\u5de5\u5177\uff01", 
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      "title": "\u652f\u4ed8\u5b9d\u7684\u795e\u5238\u4ec0\u4e48\u4e1c\u897f\uff1f\u8fd9\u662f\u652f\u4ed8\u5b9d\u51fa\u94b1\uff0c\u8fd8\u662f\u8ba9\u5e97\u94fa\u8ba9\u5229\u7684\uff1f", 
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      "url": "https://www.v2ex.com/t/1242678", 
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        "avatar": "https://cdn.v2ex.com/avatar/2806/46b9/239291_large.png?m=1754638190"
      }, 
      "url": "https://www.v2ex.com/t/1212878", 
      "date_modified": "2026-05-15T02:43:42+00:00", 
      "content_html": "<p>10 \u70b9\u23f0\u5f00\u59cb\u65b0\u4e00\u671f\uff01\n\u79fb\u52a8\u9818 1 \uff5e 9 \u4e93\u8bdd\u8cbb\u203c\ufe0f\n\u79fb\u52a8\u03b1\u03c1\u03c1 -\u5e95\u90e8\u4e2d\u95f4 ai\n\u7ed9\u7075\u7280\u53d1\u9001\uff1a\u5347\u6e29\u8fdb\u884c\u65f6\n\u26a0\u9818\u5230\u540e\u53bb\u79fb\u52a8\u03b1\u03c1\u03c1 -\u6211\u7684-\u6211\u7684\u4f67\u52b5-\u53bb\u4f7f\u7528\uff0c\u4f8b\u5982\u9818\u5230 7 \u4e93\u52a0\u8d60\u52b5\uff0c\u6c96 20 \u5b9e\u5230 27 \u3002</p>\n", 
      "date_published": "2026-05-15T02:09:14+00:00", 
      "title": "20260515 \u79fb\u52a8\u9886 1-9 \u5143\u8bdd\u8d39", 
      "id": "https://www.v2ex.com/t/1212878"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Daniel6606", 
        "name": "Daniel6606", 
        "avatar": "https://cdn.v2ex.com/avatar/385f/ad14/637213_large.png?m=1788981412"
      }, 
      "url": "https://www.v2ex.com/t/1212772", 
      "title": "\u5546\u6c64\u8fd9\u6b21\u7684\u5f00\u6e90\u6587\u751f\u56fe\u6a21\u578b Sense Nova U1 \u7684\u6280\u672f\u62a5\u544a\u51fa\u6765\u4e86\uff0c\u91cf\u5927\u7ba1\u9971\uff0c\u8fd8\u6709\u514d\u8d39\u7684 token \u53ef\u4ee5\u9886", 
      "id": "https://www.v2ex.com/t/1212772", 
      "date_published": "2026-05-14T10:40:01+00:00", 
      "content_html": "\u4e4b\u524d\u5237\u63a8\u8001\u770b\u89c1\u6709 KOL \u5728\u8f6c\u53d1\u4ed6\u4eec\u7684\u4ea7\u54c1\uff0c\u8fd9\u6b21\u6280\u672f\u62a5\u544a\u4e00\u51fa\u6765\uff0c\u8fd8\u633a\u6709\u610f\u601d\u7684<br /><br />\u539f\u6587\uff1a <a target=\"_blank\" href=\"https://github.com/OpenSenseNova/SenseNova-U1/blob/main/docs/pdf/SenseNOVA_U1.pdf\" rel=\"nofollow noopener\">https://github.com/OpenSenseNova/SenseNova-U1/blob/main/docs/pdf/SenseNOVA_U1.pdf</a><br /><br />\u5148\u653e\u67b6\u6784\u56fe\uff1a<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/9zaboAG.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/9zaboAG.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u719f\u6089\u6587\u751f\u56fe\u6a21\u578b\u7684\u8001\u53cb\u4eec\u90fd\u77e5\u9053\uff0c\u8fc7\u53bb\u7684\u6a21\u578b\u90fd\u662f\u5148\u5c06\u50cf\u7d20\u7684 RGB \u6570\u503c\u8f6c\u5316\u4e3a\u5411\u91cf\uff0c\u653e\u5728\u6f5c\u7a7a\u95f4\u91cc\uff08 VAE \u5c42\uff09<br />\u8fd9\u6b21\u4ed6\u4eec\u7684\u7edf\u4e00\u67b6\u6784 NEO-Unify \u5b8c\u5168\u6452\u5f03\u4e86\u8fd9\u4e2a\u505a\u6cd5\uff0c\u91c7\u53d6\u7684\u662f\u50cf\u7d20\u8f93\u5165\uff0c\u50cf\u7d20\u8f93\u51fa\uff0c\u8ba9\u6a21\u578b\u76f4\u63a5\u7406\u89e3\u56fe\u7247\uff0c\u800c\u4e0d\u662f\u4e00\u5806\u6f5c\u7a7a\u95f4\u91cc\u7684\u6570\u636e<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/llNwYKT.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/llNwYKT.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\uff0c\u7406\u89e3\u7c7b\u548c\u751f\u6210\u7c7b\u6570\u636e\u5206\u522b\u7528\u4e86\uff1a<br /><br />1. \u7406\u89e3\u7c7b\u6570\u636e<br />- \u9884\u8bad\u7ec3\u6df7\u5408\u6bd4\u4f8b\uff1a \u5305\u542b\u56fe\u6587\u5bf9 (32%)\u3001\u7eaf\u6587\u672c (37%)\u3001\u8be6\u7ec6\u63cf\u8ff0 (17%) \u4ee5\u53ca\u4fe1\u606f\u56fe\u8868 (14%)\u3002<br />- \u4e2d\u671f\u8bad\u7ec3\uff1a \u91c7\u7528 SenseNova V6.5 \u6570\u636e\u96c6\uff0c\u5e76\u901a\u8fc7\u591a\u7ef4\u5ea6\u8fc7\u6ee4\uff08\u91c7\u6837\u5e73\u8861 + \u63d0\u793a\u8bcd\u589e\u5f3a + \u6a21\u578b\u81ea\u52a8\u5316\u8bc4\u5206\uff09\u8fdb\u884c\u7cbe\u70bc\u3002<br />2. \u751f\u6210\u7c7b\u6570\u636e<br />- VLM \u91cd\u6807\u6ce8 (Re-captioning)\uff1a \u6240\u6709\u56fe\u50cf\uff08\u6db5\u76d6\u81ea\u7136\u3001\u8bbe\u8ba1\u3001\u4eba\u50cf\u3001\u5408\u6210\u7c7b\uff09\u90fd\u53bb\u91cd\u548c VLM \u91cd\u6807\u6ce8\u6d41\u6c34\u7ebf\uff0c\u786e\u4fdd\u6587\u672c\u4e0e\u50cf\u7d20\u4e4b\u95f4\u7684\u8bed\u4e49\u5bf9\u9f50<br />- \u4ea4\u9519\u903b\u8f91\uff1a \u6570\u636e\u5206\u5e03\u5305\u62ec\u751f\u6d3b\u65b9\u5f0f (44%)\u3001\u4fe1\u606f\u56fe\u8868 (29%) \u548c\u63a8\u7406 (8%)<br />- \u751f\u6210\u5f0f CoT (\u601d\u7ef4\u94fe)\uff1a \u6bcf\u4e00\u4e2a\u63a8\u7406\u6837\u672c\u90fd\u5305\u542b\u601d\u7ef4\u94fe\u8fc7\u7a0b\uff0c\u5728\u6e32\u67d3\u50cf\u7d20\u4e4b\u524d\uff0c\u5148\u6559\u4f1a\u6a21\u578b\u7406\u89e3\u573a\u666f\u80cc\u540e\u7684\u903b\u8f91\u3002<br /><br />\u8fc7\u53bb\u6211\u4eec\u89c9\u5f97 VAE \u5bfc\u81f4\u7684\u6587\u5b57\u6a21\u7cca\u548c\u7eb9\u7406\u4e22\u5931\u662f\u201c\u5fc5\u8981\u4ee3\u4ef7\u201d\uff0c\u4f46 U1 \u8bc1\u660e\u4e86\uff1a\u53ea\u8981\u67b6\u6784\u9009\u5f97\u5bf9\uff0c\u539f\u751f\u50cf\u7d20\u751f\u6210\u6bd4\u6f5c\u7a7a\u95f4\uff08 Latent Space \uff09\u66f4\u5f3a\u3002\u540c\u65f6\u5728\u8bad\u7ec3\u65b9\u6cd5\u4e0a\uff0c\u4e5f\u548c\u5176\u4ed6\u4f20\u7edf\u7684\u6269\u6563\u6a21\u578b\u4e0d\u592a\u4e00\u6837\uff1a<br /><br />\u6838\u5fc3\u65b9\u6cd5\uff1a<br /><br />- \u65e0 VAE \u89c6\u89c9\u63a5\u53e3\uff08 VAE-Free Visual Interface \uff09\uff1a \u91c7\u7528 2 \u5c42\u5377\u79ef\u5b9e\u73b0 32 \u500d\u7684\u56fe\u50cf\u538b\u7f29\u7f16\u7801\uff0c\u5e76\u4f7f\u7528 MLP \uff08\u591a\u5c42\u611f\u77e5\u673a\uff09\u5934\u90e8\u76f4\u63a5\u9884\u6d4b\u50cf\u7d20\u3002\u5f15\u5165\u4e86\u52a8\u6001\u566a\u58f0\u7f29\u653e\uff08 DNS \uff09\u6280\u672f\uff0c\u786e\u4fdd\u4ece 512px \u5230 2048px \u5206\u8fa8\u7387\u4e0b\u7684\u4fe1\u566a\u6bd4\uff08 SNR \uff09\u4fdd\u6301\u4e00\u81f4\u3002<br />- \u539f\u751f MoT \uff08 Mixture-of-Transformers \uff09\uff1a \u6784\u5efa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u4e3b\u5e72\u7f51\u7edc\uff0c\u4f7f\u7406\u89e3\u4e0e\u751f\u6210\u6d41\u5171\u4eab\u81ea\u6ce8\u610f\u529b\u5c42\uff08 Self-Attention \uff09\uff0c\u4f46\u4f7f\u7528\u89e3\u8026\u7684 FFN \uff08\u524d\u9988\u7f51\u7edc\uff09\u548c Norm \uff08\u5f52\u4e00\u5316\uff09\u5c42\uff0c\u5e76\u6839\u636e Token \u7c7b\u578b\u8fdb\u884c\u52a8\u6001\u8def\u7531\u3002<br />- \u8054\u5408\u8bad\u7ec3\u4e0e\u90e8\u7f72\uff1a \u901a\u8fc7\u7ed3\u5408\u81ea\u56de\u5f52\uff08 Auto-regressive \uff09\u548c\u6d41\u5339\u914d\uff08 Flow Matching \uff09\u635f\u5931\u51fd\u6570\u8fdb\u884c\u4f18\u5316\u3002\u6a21\u578b\u7ecf\u5386\u4e86\u4ece\u9884\u70ed\uff08 Warm-up \uff09\u3001\u6307\u4ee4\u5fae\u8c03\uff08 SFT \uff09\u5230 8 \u6b65\u84b8\u998f\uff08 8-step Distillation \uff09\u7684 6 \u9636\u6bb5\u8bad\u7ec3\u6d41\u6c34\u7ebf\u3002\u90e8\u7f72\u65b9\u9762\uff0c\u5229\u7528 LightLLM/LightX2V \u5b9e\u73b0\u4e86\u72ec\u7acb\u5e76\u884c\u8c03\u5ea6\u3002<br /><br />\u6700\u540e\u653e\u4e0a\u4ed6\u4eec\u73b0\u5728\u53ef\u4ee5\u514d\u8d39\u9886\u7684 token plan\uff1a <a target=\"_blank\" href=\"https://www.sensenova.cn/token-plan\" rel=\"nofollow noopener\">https://www.sensenova.cn/token-plan</a><br />\uff08\u6bcf 5 \u5c0f\u65f6 1500 \u6b21\u514d\u8d39\u8c03\u7528\uff0cToken \u6d88\u8017\u6bd4\u522b\u7684\u6a21\u578b\u4f4e 60%\uff09<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/P3OpVcQ.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/P3OpVcQ.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><a target=\"_blank\" href=\"https://i.imgur.com/Y3DCEJY.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/Y3DCEJY.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u4e00\u4e9b ShowCase\uff1a<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/2O8BCNb.jpeg\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/2O8BCNb.jpeg\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Venlenter", 
        "name": "Venlenter", 
        "avatar": "https://cdn.v2ex.com/avatar/2806/46b9/239291_large.png?m=1754638190"
      }, 
      "url": "https://www.v2ex.com/t/1212070", 
      "date_modified": "2026-05-12T03:00:04+00:00", 
      "content_html": "<p>10 \u70b9\u23f0\u5f00\u59cb\u65b0\u4e00\u671f\uff01\n\u79fb\u52a8\u9818 1 \uff5e 9 \u4e93\u8bdd\u8cbb\n\u79fb\u52a8\u03b1\u03c1\u03c1 -\u5e95\u90e8\u4e2d\u95f4 ai\n\u7ed9\u7075\u7280\u53d1\u9001\uff1a\u7075\u7280\u5728\u7ebf\u5ba0\u4f60</p>\n", 
      "date_published": "2026-05-12T02:00:39+00:00", 
      "title": "\u79fb\u52a8\u9886 1-9 \u5143\u8bdd\u8d39\u5238", 
      "id": "https://www.v2ex.com/t/1212070"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Venlenter", 
        "name": "Venlenter", 
        "avatar": "https://cdn.v2ex.com/avatar/2806/46b9/239291_large.png?m=1754638190"
      }, 
      "url": "https://www.v2ex.com/t/1211083", 
      "title": "\u79fb\u52a8\u53e3\u4ee4\u9886 1-9 \u5143\u8bdd\u8d39", 
      "id": "https://www.v2ex.com/t/1211083", 
      "date_published": "2026-05-08T02:31:20+00:00", 
      "content_html": "<p>\u79fb\u52a8\u9818 1 \uff5e 9 \u4e93\u8bdd\u8cbb\n\u79fb\u52a8\u03b1\u03c1\u03c1 -\u5e95\u90e8\u4e2d\u95f4 ai\n\u7ed9\u7075\u7280\u53d1\u9001\uff1a\u590f\u65e5\u597d\u8fd0\u52a0\u8f7d\n\u2014\u2014\u2014\u2014\u2014\u2014\n\u9818\u5230\u540e\u53bb\u79fb\u52a8\u03b1\u03c1\u03c1 -\u6211\u7684-\u6211\u7684\u4f67\u52b5-\u53bb\u4f7f\u7528\uff0c\u4f8b\u5982\u9818\u5230 7 \u4e93\u52a0\u8d60\u52b5\uff0c\u6c96 20 \u5b9e\u5230 27 \u3002</p>\n"
    }
  ]
}