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      "title": "\u8c37\u6b4c\u7684 Gemma 4 \u600e\u4e48\u6837\uff0c\u6709\u5fc5\u987b\u8981\u672c\u5730\u5f04\u4e00\u4e0b\u5417", 
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      "url": "https://www.v2ex.com/t/1203495", 
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      "id": "https://www.v2ex.com/t/1203495", 
      "date_published": "2026-04-04T03:44:07+00:00", 
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      "content_html": "", 
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      "url": "https://www.v2ex.com/t/1202751", 
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      "date_published": "2026-04-01T03:23:54+00:00", 
      "title": "\u597d\u5947\u6709\u6ca1\u6709\u4eba\u7528\u672c\u5730\u6a21\u578b\u5199\u4ee3\u7801?", 
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    {
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      "date_modified": "2026-04-02T01:24:09+00:00", 
      "content_html": "\u6211\u7528\u4e86 qwen3.5-27B \u80fd\u8dd1\u4f46\u662f\u6bd4\u8f83\u6162, \u6362\u6210 9B \u7684\u6bd4\u8f83\u5feb\u4f46\u4e0d\u592a\u806a\u660e.<br /><br />\u6211\u672c\u5730\u7528\u7684\u63a8\u7406\u6846\u67b6\u662f omxl, \u7136\u540e\u7528\u5c0f\u9f99\u867e\u5bf9\u63a5, \u5e72\u6d3b\u662f\u80fd\u5e72\u6d3b,\u5c31\u662f\u6709\u70b9\u6162, \u5f53\u7136\u548c codex \u4e0d\u80fd\u6bd4, \u53ef\u60dc codex/claude code \u8fd9\u4e9b key \u70e7\u7684\u592a\u5feb, \u8981\u7b49 7 \u5929\u540e, \u8fd9\u4e5f\u662f\u6211\u672c\u5730\u8dd1\u5927\u6a21\u578b\u8ffd\u53bb\u65e0\u9650 token \u7684\u521d\u8877.<br /><br />\u8bf7\u95ee\u5404\u4f4d\u80fd\u7ed9\u4e88\u6211\u7684\u914d\u7f6e\u63a8\u8350\u51e0\u4e2a\u66f4\u597d\u66f4\u806a\u660e\u7684\u5927\u6a21\u578b\u5417?<br /><br />\u53e6\u5916\u57fa\u4e8e\u521a\u51fa\u7684\u8c37\u6b4c atomic chat, \u8fd9\u51e0\u5929\u6709\u4eba\u9006\u5411\u4f18\u5316\u4e86\u5b83, \u53f7\u79f0\u5728\u666e\u901a\u7684 macbook \u4e0a\u4e5f\u53ef\u6d41\u7545\u52a0\u8f7d 35B \u5927\u6a21\u578b\uff0cKV \u7f13\u5b58\u76f4\u63a5\u538b\u7f29 4.6 \u500d,\u4e0d\u5230\u4e00\u5468\u5c31\u6709 1.5K stars \u4e86.<br /><br />\u8fd9\u662f github \u4ed3\u5e93\u5730\u5740 <a target=\"_blank\" href=\"https://github.com/TheTom/turboquant_plus\" rel=\"nofollow noopener\">https://github.com/TheTom/turboquant_plus</a><br /><br />\u4e0d\u8fc7\u5b83\u662f\u52a0\u8f7d\u8fdb llama.cpp \u90e8\u7f72, \u8fd9\u4e2a\u5207\u6362\u6a21\u578b\u9700\u8981\u624b\u52a8, \u6211\u61d2\u5f97\u6298\u817e\u4e86, V \u7ad9\u6709\u95f2\u7684\u4eba\u53bb\u6298\u817e\u4e0b, \u7136\u540e\u544a\u8bc9\u6211\u5b9e\u9645\u6548\u679c\u5427, \u53ef\u4ee5\u7684\u8bdd\u6211\u51c6\u5907\u7167\u6284\u4f5c\u4e1a.<br /><br /><br />\u53e6\u5916\u9644\u52a0\u4e0a\u5f53\u524d qwen3.5-9b \u7684 tokens \u7528\u91cf, \u771f\u7684\u5f88\u5feb, \u968f\u4fbf\u8ba9\u5c0f\u9f99\u867e\u5e72\u70b9\u6d3b\u5c31\u4e0a\u5343\u4e07 token.<br /><br /><a target=\"_blank\" href=\"/i/h0F020BL.png\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 h0F020BL.png\"><img src=\"//i.v2ex.co/h0F020BL.png\" class=\"embedded_image\"></a>", 
      "date_published": "2026-03-31T06:52:04+00:00", 
      "title": "macbook 32G \u5185\u5b58, M5 \u82af\u7247\u672c\u5730\u8dd1\u5927\u6a21\u578b\u6709\u63a8\u8350\u7684\u5417?", 
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      "content_html": "<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://foruda.gitee.com/images/1774436103325913801/f69cf4dd_584259.jpg\"/></p>\n<p>\u672c\u5730\u90e8\u7f72 deepseek 70B \u7684\u6a21\u578b\uff0c\u95ee\u7b54\u51e0\u8f6e\u4e4b\u540e\u5c31\u4e71\u7801\u4e86\uff0c\u600e\u4e48\u56de\u4e8b\uff1f\u6211\u540c\u4e8b\u8bf4\u4e00\u822c\u90e8\u7f72\u7684\u672c\u5730\u6a21\u578b\u591a\u8f6e\u95ee\u7b54\u4e4b\u540e\u5c31\u53ef\u80fd\u4f1a\u6709\u8fd9\u4e2a\u95ee\u9898\uff1f</p>\n", 
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      "title": "\u672c\u5730\u90e8\u7f72 deepseek 70B\uff0c\u56de\u7b54\u4e71\u7801", 
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      "date_published": "2026-03-12T02:36:26+00:00", 
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        "url": "https://www.v2ex.com/member/57show", 
        "name": "57show", 
        "avatar": "https://cdn.v2ex.com/gravatar/c62e864687e78b0724036dc15f9fb06d?s=73&d=retro"
      }, 
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      "date_published": "2026-03-07T16:08:18+00:00", 
      "title": "minimax \u6302\u4e86\uff1f\uff1f", 
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        "url": "https://www.v2ex.com/member/cat9life", 
        "name": "cat9life", 
        "avatar": "https://cdn.v2ex.com/avatar/756b/7e38/16572_large.png?m=1775092169"
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      "url": "https://www.v2ex.com/t/1195703", 
      "title": "qwen3.5 \u8fc7\u5ea6\u601d\u8003\u7684\u95ee\u9898", 
      "id": "https://www.v2ex.com/t/1195703", 
      "date_published": "2026-03-04T04:07:04+00:00", 
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      }, 
      "url": "https://www.v2ex.com/t/1195382", 
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      "content_html": "<p>\u73b0\u5728\u624b\u4e0a\u6709\u4e00\u53f0 <strong>NVIDIA DGX Spark</strong>\uff08\u5bf9\u5c31\u662f 3 \u4e07\u591a\u7684\u90a3\u4e2a\uff0c\u95ed\u773c\u522b\u95ee\u4e3a\u5565\uff09\uff0c\u76ee\u524d\u5df2\u5b8c\u6210\u4ee5\u4e0b\u914d\u7f6e\uff1a</p>\n<ul>\n<li>\u2705 <strong>OpenClaw</strong> \u5df2\u90e8\u7f72\u5e76\u6b63\u5e38\u8fd0\u884c</li>\n<li>\u2705 <strong>Ollama</strong> \u5df2\u90e8\u7f72\uff0c\u52a0\u8f7d\u4e86\u672c\u5730 70B \u6a21\u578b</li>\n</ul>\n<hr/>\n<h2>\u95ee\u9898\u63cf\u8ff0</h2>\n<p>\u63a8\u7406\u901f\u5ea6\u6781\u6162\uff0c\u5177\u4f53\u8868\u73b0\u5982\u4e0b\uff1a</p>\n<ul>\n<li>\u53d1\u9001 \"Hello\" \u8fd9\u7c7b\u7b80\u5355\u95ee\u5019\uff0c\u54cd\u5e94\u65f6\u95f4\u957f\u8fbe <strong>30 \u79d2\u4ee5\u4e0a</strong></li>\n<li>\u5c1d\u8bd5\u6362\u7528 8B \u5c0f\u6a21\u578b\uff0c\u901f\u5ea6\u51e0\u4e4e\u6ca1\u6709\u6539\u5584\uff0c\u4e0e 70B \u5dee\u5f02\u5fae\u4e4e\u5176\u5fae</li>\n</ul>\n<hr/>\n<h2>\u6392\u67e5\u7ed3\u8bba</h2>\n<p>\u67e5\u9605\u5b98\u65b9\u8bba\u575b\u53ca\u793e\u533a\u8d44\u6599\u540e\u53d1\u73b0\uff1a</p>\n<blockquote>\n<p>Ollama \u7684\u90e8\u7f72\u65b9\u5f0f<strong>\u5e76\u672a\u9488\u5bf9 DGX Spark \u505a\u4e13\u9879\u4f18\u5316</strong>\uff0c\u793e\u533a\u666e\u904d\u63a8\u8350\u5728\u8be5\u5e73\u53f0\u4e0a\u6539\u7528 <strong>llama.cpp</strong> \u76f4\u63a5\u90e8\u7f72\uff0c\u4ee5\u5145\u5206\u53d1\u6325\u5176 GB10 \u8d85\u7ea7\u82af\u7247 Unified Memory \u7edf\u4e00\u5185\u5b58\u67b6\u6784\u7684\u4f18\u52bf\u3002</p>\n</blockquote>\n<blockquote>\n<p>\u6216\u8005\u4e0a\u9762\u7684\u6211\u8bf4\u7684\u4e0d\u5bf9,\u6211\u6709\u770b\u4e13\u95e8\u8bbe\u7f6e,\u4f46\u662f\u5b9e\u9645\u5c31\u662f\u5f88\u70c2</p>\n</blockquote>\n<hr/>\n<h2>\u6c42\u52a9</h2>\n<p>\u6709\u6ca1\u6709\u5728 DGX Spark \u4e0a\u5b9e\u9645\u8dd1\u8fc7 llama.cpp \u7684\u8001\u54e5\uff1f\u5e0c\u671b\u5f97\u5230\u4ee5\u4e0b\u6307\u70b9\uff1a</p>\n<ol>\n<li><strong>\u5177\u4f53\u90e8\u7f72\u6b65\u9aa4</strong> \u6216\u8e29\u5751\u7ecf\u9a8c\u5206\u4eab</li>\n<li>\u76f8\u6bd4 Ollama \uff0c<strong>\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u662f\u5426\u660e\u663e</strong>\uff1f</li>\n<li>\u662f\u5426\u6709\u5176\u4ed6\u66f4\u9002\u5408 DGX Spark \u7684\u63a8\u7406\u6846\u67b6\u63a8\u8350\uff1f\uff08\u5982 vLLM \u3001MLX \u7b49\uff09</li>\n</ol>\n<p>\u5e0c\u671b\u6709\u7ecf\u9a8c\u7684\u8001\u54e5\u5e2e\u6211\u6307\u70b9\u4e00\u4e8c\uff01\ud83d\ude4f</p>\n", 
      "date_published": "2026-03-03T02:35:02+00:00", 
      "title": "[\u6c42\u52a9] DGX Spark \u4e0a Ollama \u63a8\u7406\u6781\u6162\uff0c\u6539\u7528 llama.cpp \u90e8\u7f72\u662f\u5426\u66f4\u5408\u9002\uff1f", 
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    }, 
    {
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        "name": "davidyin", 
        "avatar": "https://cdn.v2ex.com/avatar/6dcb/35fd/43242_large.png?m=1768429019"
      }, 
      "url": "https://www.v2ex.com/t/1195229", 
      "title": "\u5982\u4f55\u5728 vs code \u4e0a\u5e94\u7528\u81ea\u5efa\u7684 ollama \u6a21\u578b", 
      "id": "https://www.v2ex.com/t/1195229", 
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        "name": "iorilu", 
        "avatar": "https://cdn.v2ex.com/avatar/7121/0eb9/222090_large.png?m=1773302217"
      }, 
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      "date_published": "2026-02-28T07:38:50+00:00", 
      "title": "\u73b0\u5728\u80fd\u672c\u5730\u90e8\u7f72\u6700\u597d\u7684 TTS \u662f\u54ea\u5957, \u592a\u591a\u4e86,\u6ca1\u6cd5\u90fd\u53bb\u8bd5", 
      "id": "https://www.v2ex.com/t/1194836"
    }, 
    {
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      }, 
      "url": "https://www.v2ex.com/t/1194820", 
      "title": "\u672c\u5730 8G RTX4060 \u7834\u5361\uff0c\u53ef\u4ee5\u4ea7\u591a\u5c11 tokens\uff1f", 
      "id": "https://www.v2ex.com/t/1194820", 
      "date_published": "2026-02-28T06:54:58+00:00", 
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    }, 
    {
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        "name": "caihp", 
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\u3001\u65e7\u7535\u8111\u3001\u6811\u8393\u6d3e\u90fd\u884c,\u6700\u597d\u662f\u56fd\u5916\u7684,\u4e0d\u7136\u7f51\u7edc\u73af\u5883\u90fd\u6709\u7684\u6298\u817e\u4e86!</td>\n</tr>\n<tr>\n<td>Telegram \u8d26\u53f7</td>\n<td>\u7528\u6765\u521b\u5efa Bot</td>\n</tr>\n<tr>\n<td>Claude/GPT API</td>\n<td>\u5b98\u65b9\u7684\u6216\u8005\u4e2d\u8f6c\u7ad9\u90fd\u884c\uff0c\u540e\u9762\u4f1a\u7ec6\u8bf4</td>\n</tr>\n</tbody></table><h3>\u5173\u4e8e\u8bbe\u5907\u9009\u62e9</h3>\n<p><strong>\u4e91\u670d\u52a1\u5668\uff08\u63a8\u8350\u65b0\u624b\uff09</strong></p>\n<p>\u4f18\u70b9\uff1a\u4fbf\u5b9c\uff08\u6700\u4f4e\u51e0\u5341\u5757/\u6708\uff09\u3001\u73a9\u574f\u4e86\u4e0d\u5fc3\u75bc\u30017x24 \u5728\u7ebf\n\u7f3a\u70b9\uff1a\u9700\u8981\u4e00\u70b9 Linux \u57fa\u7840</p>\n<p><strong>Mac mini</strong></p>\n<p>\u4f18\u70b9\uff1a\u6027\u80fd\u597d\u3001\u529f\u8017\u4f4e\u3001\u80fd\u8dd1 macOS \u4e13\u5c5e\u529f\u80fd\uff08 iMessage \u7b49\uff09\n\u7f3a\u70b9\uff1a\u8d35\uff08 4000+ \u8d77\u6b65\uff09\u3001\u6743\u9650\u592a\u9ad8\u6709\u5b89\u5168\u98ce\u9669</p>\n<p><strong>\u6211\u7684\u5efa\u8bae</strong>\uff1a</p>\n<p>\u65b0\u624b\u5148\u7528 VPS \u8bd5\u6c34\u3002\u7b49\u719f\u6089\u4e86\u518d\u8003\u8651\u8981\u4e0d\u8981\u4e70\u4e13\u95e8\u7684\u8bbe\u5907\u3002\u5982\u679c\u771f\u8981\u7528 Mac mini \uff0c\u522b\u7528\u65e5\u5e38\u5de5\u4f5c\u7684\u90a3\u53f0\u2014\u2014\u4e07\u4e00\u914d\u7f6e\u51fa\u95ee\u9898\uff0c\u6216\u8005 Key \u6cc4\u9732\u4e86\uff0c\u540e\u679c\u53ef\u80fd\u5f88\u4e25\u91cd\u3002</p>\n<hr/>\n<h2>\u5b89\u88c5\u65b9\u5f0f</h2>\n<p>ClawdBot \u652f\u6301\u591a\u79cd\u5b89\u88c5\u65b9\u5f0f\uff0c\u6211\u6309\u63a8\u8350\u7a0b\u5ea6\u6392\u5e8f\uff1a</p>\n<h3>\u65b9\u5f0f\u4e00\uff1a\u4e00\u952e\u5b89\u88c5\u811a\u672c\uff08\u63a8\u8350\uff09</h3>\n<p>\u5b98\u65b9\u63d0\u4f9b\u7684\u5feb\u901f\u5b89\u88c5\u547d\u4ee4\uff0c\u4f1a\u81ea\u52a8\u5904\u7406\u4f9d\u8d56\u548c\u6743\u9650\u95ee\u9898\uff1a</p>\n<pre><code class=\"language-bash\"># Linux / macOS\ncurl -fsSL https://get.clawd.bot | bash\n\n# \u5b89\u88c5\u5b8c\u6210\u540e\u8fd0\u884c\u5f15\u5bfc\u5411\u5bfc\nclawdbot onboard --install-daemon\n</code></pre>\n<p>\u8fd9\u4e2a\u811a\u672c\u4f1a\u81ea\u52a8\u68c0\u6d4b\u7cfb\u7edf\u3001\u5b89\u88c5 Node.js 22+\u3001\u5904\u7406 npm \u6743\u9650\u3001\u5168\u5c40\u5b89\u88c5 clawdbot \u3002</p>\n<h3>\u65b9\u5f0f\u4e8c\uff1a\u624b\u52a8 npm \u5b89\u88c5</h3>\n<p>\u5982\u679c\u4f60\u5df2\u7ecf\u6709 Node.js 22+\uff1a</p>\n<pre><code class=\"language-bash\">npm install -g clawdbot@latest\n</code></pre>\n<hr/>\n<h2>\u8be6\u7ec6\u5b89\u88c5\u6b65\u9aa4</h2>\n<p>\u4e0b\u9762\u7528\u624b\u52a8\u65b9\u5f0f\u6f14\u793a\u3002\u867d\u7136\u4e00\u952e\u811a\u672c\u66f4\u65b9\u4fbf\uff0c\u4f46\u624b\u52a8\u88c5\u80fd\u8ba9\u4f60\u66f4\u6e05\u695a\u6bcf\u4e00\u6b65\u5728\u5e72\u561b\uff0c\u51fa\u95ee\u9898\u4e5f\u597d\u6392\u67e5\u3002</p>\n<h3>\u7b2c\u4e00\u6b65\uff1a\u5b89\u88c5 Node.js 22+</h3>\n<p>ClawdBot \u8981\u6c42 Node.js 22 \u4ee5\u4e0a\u3002Ubuntu \u81ea\u5e26\u7684\u7248\u672c\u592a\u8001\uff0c\u5f97\u624b\u52a8\u88c5\u3002</p>\n<pre><code class=\"language-bash\"># \u6dfb\u52a0 NodeSource \u4ed3\u5e93\ncurl -fsSL https://deb.nodesource.com/setup_22.x | bash -\n\n# \u5b89\u88c5\napt-get install -y nodejs\n\n# \u9a8c\u8bc1\nnode -v\n# \u8f93\u51fa v22.x.x \u5c31\u5bf9\u4e86\n</code></pre>\n<p><img alt=\"image-20260127160000295\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.996007.icu/file/1769500806955_20260127160000384.png\"/></p>\n<blockquote>\n<p><strong>\u8e29\u5751 1</strong>\uff1a\u522b\u76f4\u63a5 <code>apt install nodejs</code>\uff0c\u90a3\u6837\u88c5\u7684\u662f\u8001\u7248\u672c\uff08\u901a\u5e38 v12 \u6216 v18 \uff09\uff0c\u540e\u9762\u4f1a\u62a5\u5404\u79cd\u517c\u5bb9\u6027\u9519\u8bef\u3002</p>\n</blockquote>\n<h3>\u7b2c\u4e8c\u6b65\uff1a\u5b89\u88c5 ClawdBot</h3>\n<pre><code class=\"language-bash\">npm install -g clawdbot@latest\n</code></pre>\n<p>\u88c5\u5b8c\u9a8c\u8bc1\uff1a</p>\n<pre><code class=\"language-bash\">clawdbot --version\n</code></pre>\n<p><img alt=\"image-20260127160041920\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.996007.icu/file/1769500851845_20260127160042009.png\"/></p>\n<blockquote>\n<p><strong>\u8e29\u5751 2</strong>\uff1a\u5982\u679c\u62a5 <code>EACCES</code> \u6743\u9650\u9519\u8bef\uff0c\u8bf4\u660e npm \u5168\u5c40\u76ee\u5f55\u6743\u9650\u6709\u95ee\u9898\u3002\u89e3\u51b3\u65b9\u6cd5\uff1a</p>\n<pre><code class=\"language-bash\">mkdir -p ~/.npm-global\nnpm config set prefix '~/.npm-global'\necho 'export PATH=~/.npm-global/bin:$PATH' &gt;&gt; ~/.bashrc\nsource ~/.bashrc\n</code></pre>\n</blockquote>\n<h3>\u7b2c\u4e09\u6b65\uff1a\u521b\u5efa Telegram Bot</h3>\n<p>\u6253\u5f00 Telegram \uff0c\u641c\u7d22 <code>@BotFather</code>\uff0c\u53d1\u9001 <code>/newbot</code>\u3002\u8fd9\u91cc\u597d\u50cf\u5fc5\u987b\u65b0\u5efa!</p>\n<p>\u6309\u63d0\u793a\u8bbe\u7f6e\uff1a</p>\n<ol>\n<li>\u7ed9 Bot \u8d77\u4e2a\u540d\u5b57\uff08\u663e\u793a\u540d\u79f0\uff09</li>\n<li>\u8bbe\u7f6e\u7528\u6237\u540d\uff08\u5fc5\u987b\u4ee5 <code>bot</code> \u7ed3\u5c3e\uff0c\u6bd4\u5982 <code>my_clawd_bot</code>\uff09</li>\n</ol>\n<p>\u6700\u540e\u4f1a\u7ed9\u4f60\u4e00\u4e32 Token\uff1a</p>\n<pre><code>1234567890:ABCdefGHIjklMNOpqrSTUvwxYZ1234567890\n</code></pre>\n<p><strong>\u5b58\u597d\u8fd9\u4e2a Token</strong>\uff0c\u540e\u9762\u8981\u7528\u3002</p>\n<p><img alt=\"image-20260127160128795\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.996007.icu/file/1769500900232_20260127160128884.png\"/></p>\n<h3>\u7b2c\u56db\u6b65\uff1a\u51c6\u5907 API</h3>\n<p>\u8fd9\u4e00\u6b65\u6700\u5bb9\u6613\u8e29\u5751\u3002</p>\n<p><strong>\u7528\u5b98\u65b9 API</strong></p>\n<ol>\n<li>\u53bb <a href=\"https://console.anthropic.com\" rel=\"nofollow\">console.anthropic.com</a> \u6ce8\u518c</li>\n<li>\u521b\u5efa API Key \uff08\u4ee5 <code>sk-ant-</code> \u5f00\u5934\uff09</li>\n<li>\u5145\u503c\u4e00\u70b9\u4f59\u989d</li>\n</ol>\n<p><strong>\u7528\u4e2d\u8f6c\u7ad9 API</strong></p>\n<p>\u5982\u679c\u7528\u4e2d\u8f6c\u7ad9\uff0c\u6ce8\u610f\u4e09\u70b9\uff1a</p>\n<ul>\n<li>\u5fc5\u987b\u652f\u6301 <strong>OpenAI \u517c\u5bb9\u683c\u5f0f</strong></li>\n<li>\u5fc5\u987b\u652f\u6301 <strong>\u5de5\u5177\u8c03\u7528\uff08 function calling \uff09</strong></li>\n<li>\u786e\u8ba4 <strong>\u6ca1\u6709\u5206\u7ec4\u9650\u5236</strong></li>\n</ul>\n<blockquote>\n<p><strong>\u8e29\u5751 3</strong>\uff1a\u8fd9\u91cc\u6211\u662f\u76f4\u63a5\u7528\u7684 CLI Proxy API \u8fd9\u4e2a\u5f00\u6e90\u9879\u76ee\u4e2d\u8f6c\u7684 API,\u9009\u7684 gemini-3-flash \u6a21\u578b,\u611f\u89c9\u975e\u5e38\u8212\u7545!</p>\n</blockquote>\n<h3>\u7b2c\u4e94\u6b65\uff1a\u5199\u914d\u7f6e\u6587\u4ef6</h3>\n<p>\u521b\u5efa\u914d\u7f6e\u76ee\u5f55\uff1a</p>\n<pre><code class=\"language-bash\">mkdir -p ~/.clawdbot\nnano ~/.clawdbot/clawdbot.json\n</code></pre>\n<p>\u6839\u636e\u4f60\u7684 API \u7c7b\u578b\u9009\u914d\u7f6e\u6a21\u677f\uff1a</p>\n<h4>\u6a21\u677f A\uff1aAnthropic \u5b98\u65b9 API</h4>\n<pre><code class=\"language-json\">{\n  \"gateway\": {\n    \"mode\": \"local\",\n    \"bind\": \"loopback\",\n    \"port\": 18789\n  },\n  \"env\": {\n    \"ANTHROPIC_API_KEY\": \"sk-ant-\u4f60\u7684\u5bc6\u94a5\"\n  },\n  \"agents\": {\n    \"defaults\": {\n      \"model\": {\n        \"primary\": \"anthropic/claude-sonnet-4-5-20261022\"\n      }\n    }\n  },\n  \"channels\": {\n    \"telegram\": {\n      \"enabled\": true,\n      \"botToken\": \"\u4f60\u7684 Bot Token\",\n      \"dmPolicy\": \"pairing\"\n    }\n  }\n}\n</code></pre>\n<h4>\u6a21\u677f B\uff1aOpenAI \u517c\u5bb9\u7684\u4e2d\u8f6c\u7ad9</h4>\n<pre><code class=\"language-json\">{\n  \"gateway\": {\n    \"mode\": \"local\",\n    \"bind\": \"loopback\",\n    \"port\": 18789\n  },\n  \"agents\": {\n    \"defaults\": {\n      \"model\": {\n        \"primary\": \"gemini/gemini-3-flash\"\n      },\n\t  \"elevatedDefault\": \"full\" ,\n      \"workspace\": \"/wangwang\",\n      \"compaction\": {\n        \"mode\": \"safeguard\"\n      },\n      \"maxConcurrent\": 4,\n      \"subagents\": {\n        \"maxConcurrent\": 8\n      }\n    }\n  },\n  \"models\": {\n    \"mode\": \"merge\",\n    \"providers\": {\n      \"gemini\": {\n        \"baseUrl\": \"https://\u4f60\u7684\u4e2d\u8f6c\u7ad9 API/v1\",\n        \"apiKey\": \"test\",\n        \"api\": \"openai-completions\",\n        \"models\": [\n          {\n            \"id\": \"gemini-3-flash\",\n            \"name\": \"gemini-3-flash\"\n          }\n        ]\n      }\n    }\n  },\n  \"channels\": {\n    \"telegram\": {\n      \"botToken\": \"\u4f60\u7684 TG Token\"\n    }\n  },\n  \"plugins\": {\n    \"entries\": {\n      \"telegram\": {\n        \"enabled\": true\n      }\n    }\n  }\n}\n\n\n</code></pre>\n<blockquote>\n<p><strong>\u8e29\u5751 4</strong>\uff1a<code>api</code> \u5b57\u6bb5\u5fc5\u987b\u586b <code>openai-completions</code>\u3002\u6211\u4e00\u5f00\u59cb\u586b\u7684 <code>openai-chat</code>\uff0c\u6b7b\u6d3b\u542f\u52a8\u4e0d\u4e86\u3002</p>\n</blockquote>\n<blockquote>\n<p><strong>\u8e29\u5751 5</strong>\uff1a<code>models</code> \u6570\u7ec4\u4e0d\u80fd\u7701\uff0c\u4e0d\u7136\u62a5\u9519\u8bf4\u7f3a\u5c11\u5fc5\u586b\u9879\u3002\u6ce8\u610f agents \u4e2d\u4e5f\u6709\u914d\u7f6e\u6a21\u578b\u540d,\u522b\u5fd8\u4e86\u6539!</p>\n</blockquote>\n<h3>\u7b2c\u516d\u6b65\uff1a\u542f\u52a8\u6d4b\u8bd5</h3>\n<pre><code class=\"language-bash\">clawdbot gateway --verbose\n</code></pre>\n<p>\u770b\u5230\u8fd9\u4e24\u884c\u5c31\u6210\u529f\u4e86\uff1a</p>\n<pre><code>[gateway] listening on ws://127.0.0.1:18789\n[telegram] [default] starting provider (@\u4f60\u7684 Bot \u540d\u5b57)\n</code></pre>\n<p><img alt=\"image-20260127160536261\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.996007.icu/file/1769501141515_20260127160536372.png\"/></p>\n<h3>\u7b2c\u4e03\u6b65\uff1a\u914d\u5bf9</h3>\n<p>\u7b2c\u4e00\u6b21\u7ed9 Bot \u53d1\u6d88\u606f\uff0c\u5b83\u4f1a\u56de\u590d\u914d\u5bf9\u7801\uff1a</p>\n<pre><code>Pairing code: X9MKTQ2P\nYour Telegram user id: 123456789\n</code></pre>\n<p>\u5728\u670d\u52a1\u5668\u4e0a\u6267\u884c\uff1a</p>\n<pre><code class=\"language-bash\">clawdbot pairing approve telegram X9MKTQ2P\n</code></pre>\n<p>\u914d\u5bf9\u5b8c\u6210\u540e\uff0c\u53ea\u6709\u4f60\u7684\u8d26\u53f7\u80fd\u548c Bot \u5bf9\u8bdd\uff0c\u522b\u4eba\u53d1\u6d88\u606f\u5b83\u4e0d\u4f1a\u7406\u3002</p>\n<p><strong>\u8bb0\u4e0b\u4f60\u7684 Telegram User ID</strong>\uff0c\u540e\u9762\u8bbe\u7f6e\u6743\u9650\u767d\u540d\u5355\u8981\u7528\u3002</p>\n<p>\u540e\u7eed\u6709\u5565\u9700\u6c42\u5c31\u76f4\u63a5 tg \u5bf9\u8bdd,\u8ba9 AI \u81ea\u884c\u914d\u7f6e\u5c31\u884c\u4e86!\u6bd4\u5982\u6211\u8ba9\u5b83\u5e2e\u6211\u96c6\u6210\u4e86 exa \u7684\u641c\u7d22\u529f\u80fd!</p>\n<p><img alt=\"image-20260127160903264\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.996007.icu/file/1769501351139_20260127160903367.png\"/></p>\n<hr/>\n<h2>\u8bbe\u7f6e\u5f00\u673a\u81ea\u542f</h2>\n<p>\u7528 <code>nohup</code> \u8dd1\u7684\u8bdd\uff0cSSH \u4e00\u65ad\u5c31\u6302\u4e86\u3002\u4e0a systemd\uff1a</p>\n<pre><code class=\"language-bash\">cat &gt; /etc/systemd/system/clawdbot.service &lt;&lt; 'EOF'\n[Unit]\nDescription=ClawdBot Gateway\nAfter=network.target\n\n[Service]\nType=simple\nUser=root\nExecStart=/usr/bin/clawdbot gateway --verbose\nRestart=always\nRestartSec=5\nEnvironment=HOME=/root\n\n[Install]\nWantedBy=multi-user.target\nEOF\n\nsystemctl daemon-reload\nsystemctl enable clawdbot\nsystemctl start clawdbot\n</code></pre>\n<p>\u8fd9\u6837\u5c31\u5b8c\u4e8b\u4e86\u3002\u5f00\u673a\u81ea\u52a8\u542f\u52a8\uff0c\u6302\u4e86 5 \u79d2\u540e\u81ea\u52a8\u91cd\u542f\u3002</p>\n<hr/>\n<h2>\u65e5\u5e38\u7ef4\u62a4</h2>\n<p>\u51e0\u4e2a\u5e38\u7528\u547d\u4ee4\uff1a</p>\n<pre><code class=\"language-bash\"># \u770b\u8fd0\u884c\u72b6\u6001\nsystemctl status clawdbot\n\n# \u770b\u5b9e\u65f6\u65e5\u5fd7\njournalctl -u clawdbot -f\n\n# \u91cd\u542f\nsystemctl restart clawdbot\n\n# \u5065\u5eb7\u68c0\u67e5\nclawdbot doctor\n\n# \u5168\u9762\u72b6\u6001\nclawdbot status --all\n</code></pre>\n<hr/>\n<h2>\u8fdb\u9636\uff1a\u547d\u4ee4\u767d\u540d\u5355</h2>\n<p>\u5982\u679c\u60f3\u8ba9\u67d0\u4e9b\u547d\u4ee4\u81ea\u52a8\u6267\u884c\uff0c\u4e0d\u7528\u6bcf\u6b21\u6279\u51c6\uff1a</p>\n<pre><code class=\"language-bash\"># \u5141\u8bb8 docker \u547d\u4ee4\nclawdbot approvals allowlist add --agent \"*\" \"docker *\"\n\n# \u5141\u8bb8 systemctl\nclawdbot approvals allowlist add --agent \"*\" \"systemctl *\"\n\n# \u5141\u8bb8 /usr/bin \u4e0b\u7684\u7a0b\u5e8f\nclawdbot approvals allowlist add --agent \"*\" \"/usr/bin/*\"\n\n# \u67e5\u770b\u5f53\u524d\u767d\u540d\u5355\nclawdbot approvals allowlist list\n</code></pre>\n<hr/>\n<h2>\u8fdb\u9636\uff1a\u5b9a\u65f6\u4efb\u52a1</h2>\n<p>ClawdBot \u5185\u7f6e Cron \u529f\u80fd\u3002\u6bd4\u5982\u6bcf\u5929\u65e9\u4e0a 7 \u70b9\u53d1\u9001\u670d\u52a1\u5668\u72b6\u6001\uff1a</p>\n<pre><code class=\"language-bash\">clawdbot cron add --schedule \"0 7 * * *\" \\\n  --timezone \"Asia/Shanghai\" \\\n  --message \"\u68c0\u67e5\u670d\u52a1\u5668\u72b6\u6001\uff0c\u7ed9\u6211\u53d1\u4e2a\u7b80\u62a5\" \\\n  --deliver telegram \\\n  --to \"\u4f60\u7684 TG \u7528\u6237 ID\"\n</code></pre>\n<p>\u6216\u8005\u5199\u8fdb\u914d\u7f6e\u6587\u4ef6\uff1a</p>\n<pre><code class=\"language-json\">{\n  \"cron\": {\n    \"jobs\": [\n      {\n        \"id\": \"daily-report\",\n        \"schedule\": {\n          \"cron\": \"0 7 * * *\",\n          \"timezone\": \"Asia/Shanghai\"\n        },\n        \"sessionTarget\": \"isolated\",\n        \"payload\": {\n          \"agentTurn\": {\n            \"message\": \"\u68c0\u67e5\u670d\u52a1\u5668\u72b6\u6001\uff0c\u751f\u6210\u7b80\u62a5\"\n          }\n        },\n        \"deliver\": {\n          \"channel\": \"telegram\",\n          \"to\": \"\u4f60\u7684 TG \u7528\u6237 ID\"\n        }\n      }\n    ]\n  }\n}\n</code></pre>\n<hr/>\n<h2>\u5e38\u89c1\u95ee\u9898</h2>\n<h3><code>clawdbot: command not found</code></h3>\n<p>npm PATH \u95ee\u9898\u3002\u786e\u8ba4\u5168\u5c40\u76ee\u5f55\u5728 PATH \u91cc\uff1a</p>\n<pre><code class=\"language-bash\">npm config get prefix\necho 'export PATH=$(npm config get prefix)/bin:$PATH' &gt;&gt; ~/.bashrc\nsource ~/.bashrc\n</code></pre>\n<h3>\u7aef\u53e3\u88ab\u5360\u7528</h3>\n<p>\u9ed8\u8ba4\u7aef\u53e3 18789 \u51b2\u7a81\u4e86\uff1a</p>\n<pre><code class=\"language-bash\">lsof -i :18789  # \u770b\u8c01\u5728\u7528\n\nclawdbot gateway --port 18790 --verbose  # \u6362\u4e2a\u7aef\u53e3\n</code></pre>\n<h3>Bot \u6536\u5230\u6d88\u606f\u4f46\u4e0d\u56de\u590d</h3>\n<p>\u6309\u987a\u5e8f\u68c0\u67e5\uff1a</p>\n<ol>\n<li>Gateway \u5728\u4e0d\u5728\u8dd1\uff1a<code>clawdbot status</code></li>\n<li>\u914d\u5bf9\u4e86\u6ca1\uff1a<code>clawdbot pairing list telegram</code></li>\n<li>API \u8fd8\u6709\u6ca1\u6709\u989d\u5ea6</li>\n<li>\u770b\u65e5\u5fd7\uff1a<code>journalctl -u clawdbot -f</code></li>\n</ol>\n<h3><code>all models failed</code></h3>\n<p>API \u914d\u7f6e\u95ee\u9898\uff1a</p>\n<ol>\n<li>Key \u5bf9\u4e0d\u5bf9</li>\n<li>baseUrl \u683c\u5f0f\u5bf9\u4e0d\u5bf9\uff08\u7ed3\u5c3e\u6709\u6ca1\u6709 <code>/v1</code>\uff09</li>\n<li>model id \u5199\u5bf9\u6ca1</li>\n<li>\u8dd1\u4e00\u4e0b <code>clawdbot doctor</code></li>\n</ol>\n<h3>\u5de5\u5177\u8c03\u7528\u5931\u8d25</h3>\n<p>\u4f60\u7684 API \u4e0d\u652f\u6301 function calling \u3002\u8fd9\u79cd\u60c5\u51b5 Bot \u80fd\u804a\u5929\uff0c\u4f46\u6267\u884c\u547d\u4ee4\u7528\u4e0d\u4e86\u3002\u6362\u4e00\u4e2a\u652f\u6301\u5de5\u5177\u8c03\u7528\u7684 API \u3002</p>\n<hr/>\n<h2>\u5b8c\u6574\u914d\u7f6e\u793a\u4f8b</h2>\n<p>\u4e00\u4e2a\u529f\u80fd\u5b8c\u6574\u7684\u914d\u7f6e\uff0c\u5f00\u7bb1\u5373\u7528\uff1a</p>\n<pre><code class=\"language-json\">{\n  \"gateway\": {\n    \"mode\": \"local\",\n    \"bind\": \"loopback\",\n    \"port\": 18789\n  },\n  \"agents\": {\n    \"defaults\": {\n      \"model\": {\n        \"primary\": \"openai-compat/claude-sonnet-4-5-20261022\",\n        \"fallback\": [\"openai-compat/claude-haiku-3-5-20241022\"]\n      },\n      \"elevatedDefault\": \"full\",\n      \"thinking\": \"medium\"\n    }\n  },\n  \"models\": {\n    \"mode\": \"merge\",\n    \"providers\": {\n      \"openai-compat\": {\n        \"baseUrl\": \"https://\u4f60\u7684 API \u5730\u5740/v1\",\n        \"apiKey\": \"\u4f60\u7684\u5bc6\u94a5\",\n        \"api\": \"openai-completions\",\n        \"models\": [\n          {\n            \"id\": \"claude-sonnet-4-5-20261022\",\n            \"name\": \"Claude Sonnet 4.5\"\n          },\n          {\n            \"id\": \"claude-haiku-3-5-20241022\",\n            \"name\": \"Claude Haiku 3.5\"\n          }\n        ]\n      }\n    }\n  },\n  \"tools\": {\n    \"exec\": {\n      \"backgroundMs\": 10000,\n      \"timeoutSec\": 1800,\n      \"cleanupMs\": 1800000,\n      \"notifyOnExit\": true\n    },\n    \"elevated\": {\n      \"enabled\": true,\n      \"allowFrom\": {\n        \"telegram\": [\"\u4f60\u7684 TG \u7528\u6237 ID\"]\n      }\n    },\n    \"allow\": [\"exec\", \"process\", \"read\", \"write\", \"edit\", \"web_search\", \"web_fetch\", \"cron\"]\n  },\n  \"channels\": {\n    \"telegram\": {\n      \"enabled\": true,\n      \"botToken\": \"\u4f60\u7684 Bot Token\",\n      \"dmPolicy\": \"pairing\",\n      \"allowFrom\": [\"\u4f60\u7684 TG \u7528\u6237 ID\"],\n      \"groupPolicy\": \"disabled\"\n    }\n  },\n  \"cron\": {\n    \"jobs\": []\n  }\n}\n</code></pre>\n<p><strong>\u914d\u7f6e\u4eae\u70b9</strong>\uff1a</p>\n<ul>\n<li><code>fallback</code>\uff1a\u4e3b\u6a21\u578b\u6302\u4e86\u81ea\u52a8\u5207\u5907\u7528</li>\n<li><code>thinking: medium</code>\uff1a\u542f\u7528\u4e2d\u7b49\u6df1\u5ea6\u601d\u8003</li>\n<li><code>groupPolicy: disabled</code>\uff1a\u53ea\u54cd\u5e94\u79c1\u804a\uff0c\u4e0d\u8fdb\u7fa4</li>\n<li>\u53cc\u91cd\u767d\u540d\u5355\uff1aelevated \u548c channels \u90fd\u8bbe\u4e86 allowFrom</li>\n</ul>\n<hr/>\n<h2>\u603b\u7ed3</h2>\n<p>\u6574\u4e2a\u8fc7\u7a0b\u6298\u817e\u4e86\u5927\u534a\u5929\uff0c\u5927\u90e8\u5206\u65f6\u95f4\u82b1\u5728\u6392\u67e5\u914d\u7f6e\u683c\u5f0f\u4e0a\u3002</p>\n<p>\u51e0\u4e2a\u5173\u952e\u70b9\uff1a</p>\n<ol>\n<li><strong>Node.js 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      "date_published": "2026-01-27T09:32:11+00:00", 
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      "date_published": "2026-01-15T11:09:53+00:00", 
      "title": "intel b60 48G \u53ef\u4ee5\u4e70\u5417", 
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        "avatar": "https://cdn.v2ex.com/avatar/3598/81dd/145501_large.png?m=1766111462"
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      "url": "https://www.v2ex.com/t/1185989", 
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      "url": "https://www.v2ex.com/t/1185676", 
      "title": "3070RTX 32GB i9 \u5185\u5b58 1TB \u7684\u6e38\u620f\u672c \u63a8\u8350\u7528\u6765\u8dd1\u4ec0\u4e48 AI \u5de5\u5177\u5462\uff1f", 
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        "name": "wyfig", 
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      "date_modified": "2026-01-14T03:26:31+00:00", 
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      "title": "\u672c\u5730\u5927\u6a21\u578b\u76ee\u524d\u610f\u4e49\u5927\u5417\uff1f", 
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      "content_html": "<p>\u76ee\u524d\u627e\u4eba\u5b89\u88c5\u4e86\u4e00\u4e2a qianwen \u7528\u7684 openweb UI\n\u4f46\u662f\u5bf9\u8bdd\u4e0d\u5173\u8054\uff0c\u65e0\u6cd5\u63d0\u53d6\u8bb0\u5fc6\uff0c\u4e5f\u65e0\u6cd5\u81ea\u52a8\u5b58\u50a8\u8bb0\u5fc6\u3002\n\u7528\u7684\u6ca1\u6709\u7ebf\u4e0a\u7684\u987a\u624b\uff0c\u6709\u6ca1\u6709\u529e\u6cd5\u53ef\u4ee5\u81ea\u52a8\u5173\u8054\u8bb0\u5fc6\uff0c\u53ef\u80fd\u6bcf\u6761\u5bf9\u8bdd\u90fd\u6709\u8fde\u7eed\u6027</p>\n"
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        "name": "milestance", 
        "avatar": "https://cdn.v2ex.com/avatar/4f08/704f/345567_large.png?m=1732962409"
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      "url": "https://www.v2ex.com/t/1182339", 
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      "date_published": "2025-12-31T02:38:14+00:00", 
      "title": "\u8ba8\u8bba\u4e0b\u81ea\u5efa\u5185\u7f51 RAG \u77e5\u8bc6\u5e93\u548c AGENT \u5e73\u53f0", 
      "id": "https://www.v2ex.com/t/1182339"
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    {
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        "url": "https://www.v2ex.com/member/344457769", 
        "name": "344457769", 
        "avatar": "https://cdn.v2ex.com/avatar/88eb/d5ae/361346_large.png?m=1718782611"
      }, 
      "url": "https://www.v2ex.com/t/1181891", 
      "title": "\u4f7f\u7528 Nexa \u63d0\u4f9b\u7684 SDK \u5728\u624b\u673a\u4e0a\u8fd0\u884c\u7aef\u4fa7\u5927\u6a21\u578b", 
      "id": "https://www.v2ex.com/t/1181891", 
      "date_published": "2025-12-29T04:47:35+00:00", 
      "content_html": "<p>\u5468\u672b\u5728\u5bb6\u95f2\u7740\u6ca1\u4e8b\uff0c\u7f16\u8bd1\u4e86\u4e00\u4e0b <a href=\"http://Nexa.ai\" rel=\"nofollow\">Nexa.ai</a> \u63d0\u4f9b\u7684 Android \u9879\u76ee demo \uff0c\u5728\u5c0f\u7c73 15 \u4e0a\u9762\u8dd1\u4e86\u4e00\u4e0b\u4ed6\u4eec\u7684 OmniNeural-4B \uff0c\u8fd9\u662f\u4e2a\u591a\u6a21\u6001\u7684\u5927\u6a21\u578b\uff0c\u56fe\u7247\u8bc6\u522b\u548c\u58f0\u97f3\u8bc6\u522b\u90fd\u8fd8\u53ef\u4ee5\uff0c\u4e2d\u6587\u4e5f\u80fd\u542c\u61c2\u3002\u53c2\u6570\u91cf\u5c0f\uff0c\u56de\u590d\u901f\u5ea6\u633a\u5feb\u7684\uff0c\u6ca1\u6709\u8be6\u7ec6\u6d4b\u8bd5\u5927\u6a21\u578b\u7684\u80fd\u529b\uff0c\u7528\u82f1\u6587\u5bf9\u8bdd\u770b\u8d77\u6765\u8fd8\u884c\uff0c\u4e2d\u6587\u5bf9\u8bdd\u6216\u8005\u957f\u5bf9\u8bdd\u80fd\u529b\u660e\u663e\u5f88\u5f31\uff0c\u6709\u65f6\u5019\u4f1a\u91cd\u590d\u524d\u9762\u7684\u5bf9\u8bdd\u5185\u5bb9\u3002\u5bf9\u7aef\u4fa7\u5927\u6a21\u578b\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u73a9\u73a9\u8fd9\u4e2a\uff0c\u5927\u5bb6\u53ef\u4ee5\u8ba8\u8bba\u4e00\u4e0b\u7aef\u4fa7\u5927\u6a21\u578b\u73b0\u5728\u53ef\u4ee5\u6709\u4ec0\u4e48\u5e94\u7528\u573a\u666f\u3002</p>\n<p>\u6839\u636e\u4ed6\u4eec\u5b98\u65b9\u6587\u6863\uff0cNPU \u652f\u6301\u9700\u8981\u9ad8\u901a\u9a81\u9f99 8 Gen 4 \u4ee5\u4e0a\u3002</p>\n<p>\u6211\u8fd9\u8fb9\u4ece HyperOS \u7684\u591a\u4efb\u52a1\u754c\u9762\u770b\u52a0\u8f7d\u5927\u6a21\u578b\u4ee5\u540e\u5185\u5b58\u51cf\u5c11\u4e86 5G \u5de6\u53f3\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/zxSCuOp.jpeg\"/></p>\n<p><a href=\"https://docs.nexa.ai/en/nexa-sdk-android/overview\" rel=\"nofollow\">Nexa Android SDK</a></p>\n<p><a href=\"https://github.com/NexaAI/nexa-sdk/tree/main/bindings/android\" rel=\"nofollow\">Nexa Android Demo</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/vtea", 
        "name": "vtea", 
        "avatar": "https://cdn.v2ex.com/avatar/179a/dce2/117336_large.png?m=1556208999"
      }, 
      "url": "https://www.v2ex.com/t/1181775", 
      "date_modified": "2025-12-30T00:28:33+00:00", 
      "content_html": "<p>\u73b0\u5728\u5927\u8bed\u8a00\u6a21\u578b\u633a\u706b\uff0c\u6211\u5e73\u65f6\u7528\u7684\u90fd\u662f\u5728\u7ebf\u7684 chatgpt \u3001deepseek \u4e4b\u7c7b\u3002</p>\n<p>\u6700\u8fd1\u770b\u5230 AMD AIMAX 395 \u4ec0\u4e48\u7684\uff0c\u6211\u5728\u60f3\u662f\u5426\u81ea\u5df1\u7ec4\u4e00\u4e2a\uff0c\u672c\u5730\u642d\u5efa\u4e00\u4e2a\u84b8\u998f\u6a21\u578b\u3002</p>\n<p>\u4f46\u9664\u4e86\u9690\u79c1\u6570\u636e\u5b89\u5168\u76f8\u5173\u95ee\u9898\uff0c\u50cf\u6211\u8fd9\u6837\u666e\u901a\u4eba\uff0c\u4e5f\u60f3\u4e0d\u51fa\u672c\u5730\u5e94\u7528\u573a\u666f\u7684\u4f18\u52bf\u3002</p>\n", 
      "date_published": "2025-12-28T14:00:47+00:00", 
      "title": "\u60f3\u95ee\u95ee\u5927\u5bb6\u6709\u6ca1\u6709\u642d\u5efa\u672c\u5730\u7684 LLM\uff0c\u6211\u5bf9\u5e94\u7528\u573a\u666f\u633a\u56f0\u60d1\u7684", 
      "id": "https://www.v2ex.com/t/1181775"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/scottcheng", 
        "name": "scottcheng", 
        "avatar": "https://cdn.v2ex.com/gravatar/a788e08f4345a37258ed803c993de5f1?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1180823", 
      "date_modified": "2025-12-24T01:50:58+00:00", 
      "content_html": "<p>P.S. \u5b66\u751f\u515a\uff0c\u60f3\u5b66\u4e60\u4e0b\u81ea\u7136\u8bed\u8a00\u4e0e\u5927\u6a21\u578b\uff0c\u4f46\u662f\u65e0\u4ece\u4e0b\u53e3\uff0c\u60f3\u5543\u70b9\u9ad8\u8d28\u91cf\u8bba\u6587</p>\n", 
      "date_published": "2025-12-24T01:50:11+00:00", 
      "title": "\u60f3\u5b66\u4e60\u4e0b\u5927\u6a21\u578b\uff0c\u6709\u4ec0\u4e48\u8bba\u6587\u7f51\u7ad9\u63a8\u8350\u5417", 
      "id": "https://www.v2ex.com/t/1180823"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/c3de3f21", 
        "name": "c3de3f21", 
        "avatar": "https://cdn.v2ex.com/avatar/9a9b/6aad/621030_large.png?m=1766475540"
      }, 
      "url": "https://www.v2ex.com/t/1180462", 
      "date_modified": "2025-12-23T05:29:18+00:00", 
      "content_html": "<p>\u62ff \u7f16\u8bd1\u539f\u7406(\u9f99\u4e66\uff09\uff08 5.31 MB \u5927\u5c0f\uff09 \u4e3e\u4f8b\u5b50</p>\n<h1>Need</h1>\n<ul>\n<li>\u592a\u957f\u4e86\uff0c\u60f3\u770b\u6bcf\u4e00\u7ae0\u7684\u6838\u5fc3\u603b\u7ed3\uff0c\u53c8\u6015\u6f0f\u6389\u56fe\u5565\u7684\u4e0d\u7406\u89e3</li>\n</ul>\n<h1>Quesiton</h1>\n<ul>\n<li>\u4e10\u7248 16GB \u5185\u5b58 \u642d\u914d AnythingLLM \u4e0e Ollma \u80fd\u7528\u7684\u6a21\u578b\u6709\u54ea\u4e9b\uff1f</li>\n<li>\u4e0a\u4e0b\u6587\u4f1a\u4e0d\u4f1a\u4e0d\u591f\uff0c\u6548\u679c\u600e\u4e48\u6837\uff1f\u6709\u6ca1\u6709\u5927\u4f6c\u5df2\u7ecf\u5b9e\u8df5\u8fc7\u7684\u65b9\u6848\uff1f</li>\n<li>\u53c2\u6570\u5982\u4f55\u8c03\u6574(AnythingLLM \u91cc\u53ef\u7528\u7684\u53c2\u6570)\uff1f</li>\n</ul>\n", 
      "date_published": "2025-12-22T09:17:02+00:00", 
      "title": "Q: \u5173\u4e8e\u8bfb\u5927\u90e8\u5934 PDF \u548c Mac Mini M4 \u80fd\u505a\u7684\u4e8b\u60c5\u6709\u4e9b\u95ee\u9898\uff1f", 
      "id": "https://www.v2ex.com/t/1180462"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/microscopec", 
        "name": "microscopec", 
        "avatar": "https://cdn.v2ex.com/gravatar/837c7adad2a92281f9a4b84e00b1dace?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1180219", 
      "date_modified": "2025-12-22T15:55:16+00:00", 
      "content_html": "<p>\u53ef\u4ee5\u745f\u745f\u7684\uff0c\u672c\u5730\u90e8\u7f72\uff0c\u8981\u6c42 12G \u5185\u5b58\u4ee5\u4e0b\uff0c\u6216\u8005 16G \u52c9\u5f3a\u4e0a\uff0c\u53ef\u4ee5\u672c\u5730\u90e8\u7f72\u7684\u6a21\u578b\u6709\u54ea\u4e9b\u6bd4\u8f83\u597d\u7528\u7684\uff1f</p>\n", 
      "date_published": "2025-12-21T04:53:16+00:00", 
      "title": "\u76ee\u524d\u5f00\u6e90\u53ef\u4ee5\u672c\u5730\u90e8\u7f72\u7684\u6a21\u578b\u6709\u54ea\u4e9b\uff1f", 
      "id": "https://www.v2ex.com/t/1180219"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/seerhu", 
        "name": "seerhu", 
        "avatar": "https://cdn.v2ex.com/gravatar/890afb51e008e04cee6b655c7eed321a?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1178884", 
      "date_modified": "2025-12-15T23:39:41+00:00", 
      "content_html": "<p>\u5927\u6982\u4ecb\u7ecd\u4e00\u4e0b\u6211\u7684\u914d\u7f6e\uff1a\n\u663e\u5361\uff1a5060Ti 16G\n\u5185\u5b58\uff1a32G\nCPU\uff1a7500F</p>\n<p>\u672c\u5730\u8dd1\u6587\u751f\u56fe\u542c\u8bf4\u4e5f\u6709\u522b\u4eba\u4e8c\u5f00\u5c01\u88c5\u597d\u7684\uff0c\u5c31\u662f\u4e0d\u77e5\u9053\u76ee\u524d\u54ea\u4e2a\u65b9\u6848\u597d\u73a9\u4e00\u4e9b\u3002</p>\n", 
      "date_published": "2025-12-15T01:28:36+00:00", 
      "title": "V \u53cb\u4eec\uff0c\u6709\u6ca1\u6709\u63a8\u8350\u7684\u672c\u5730\u53f0\u5f0f\u673a\u6587\u751f\u56fe\u7684\u65b9\u6848\uff1f", 
      "id": "https://www.v2ex.com/t/1178884"
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    {
      "author": {
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