![\"demo\"](\"https://github.com/HaujetZhao/CapsWriter-Offline/raw/master/assets/demo.png\"/)
\u5728\u7535\u8111\u4e0a\u6b63\u5e38\u767b\u5f55\uff0c\u4f46\u662f\u624b\u673a\u4e0a\u5c31\u62a5\u9519 netflix something went wrong. please try again in a few minutes
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\n\u5565\u90fd\u6ca1\u5e72\uff0c\u4e00\u5c0f\u65f6\u4e4b\u540e\u91cd\u65b0\u6253\u5f00\uff0c\u7ed9\u5e72\u5230 95%\uff0c\u5468\u989d\u5ea6\u4e5f\u6389\u4e86\u4e00\u4e24\u4e2a\u70b9\uff0c\u66f4\u61f5\u903c\u4e86\uff0c
\n\u8fd9\u989d\u5ea6\u600e\u4e48\u8fd8\u6f0f\u6c34\u5077\u7535\u554a
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"https://cdn.v2ex.com/avatar/fa34/0e7a/491953_mini.png?m=1686583785", "avatar_normal": "https://cdn.v2ex.com/avatar/fa34/0e7a/491953_normal.png?m=1686583785", "avatar_large": "https://cdn.v2ex.com/avatar/fa34/0e7a/491953_large.png?m=1686583785", "created": 1590632833, "last_modified": 1686583785, "pro": 0}, "last_reply_by": "yukminnie", "last_touched": 1778339790, "title": "[\u81ea\u8350] CapsWriter-Offline v2.5 \u597d\u7528\u7684 PC \u7aef\u7684\u8bed\u97f3\u8f93\u5165\u5de5\u5177\uff0c\u9ad8\u51c6\u786e\u7387\u3001\u4f4e\u5ef6\u8fdf\uff0c\u652f\u6301\u70ed\u8bcd\u3001LLM \u540e\u5904\u7406", "url": "https://study.congcong.us/t/1211559", "created": 1778338829, "deleted": 0, "content": "\r\n\r\n> **\u6309\u4f4f CapsLock \u6216 \u9f20\u6807 X2 \u8bf4\u8bdd\uff0c\u677e\u5f00\u5c31\u4e0a\u5c4f\u3002\u5c31\u8fd9\u4e48\u7b80\u5355\u3002**\r\n\r\n**[CapsWriter-Offline]( https://github.com/HaujetZhao/CapsWriter-Offline)** \u662f\u4e00\u4e2a\u4e13\u4e3a Windows \u6253\u9020\u7684**\u5b8c\u5168\u79bb\u7ebf**\u8bed\u97f3\u8f93\u5165\u5de5\u5177\u3002\r\n\r\n\r\n## \u2728 \u6838\u5fc3\u7279\u6027\r\n\r\n- **\u8bed\u97f3\u8f93\u5165**\uff1a\u6309\u4f4f `CapsLock \u952e` \u6216 `\u9f20\u6807\u4fa7\u952e X2` \u8bf4\u8bdd\uff0c\u677e\u5f00\u5373\u8f93\u5165\uff0c\u8d85\u4f4e\u5ef6\u8fdf\uff0c\u9ed8\u8ba4\u53bb\u9664\u672b\u5c3e\u9017\u53e5\u53f7\u3002\u652f\u6301\u5bf9\u8bb2\u673a\u6a21\u5f0f\u548c\u5355\u51fb\u5f55\u97f3\u6a21\u5f0f\u3002\r\n- **\u6587\u4ef6\u8f6c\u5f55**\uff1a\u97f3\u89c6\u9891\u6587\u4ef6\u5f80\u5ba2\u6237\u7aef exe \u4e00\u4e22\uff0c\u5b57\u5e55 (`.srt`)\u3001\u6587\u672c (`.txt`)\u3001\u65f6\u95f4\u6233 (`.json`) \u7edf\u7edf\u90fd\u6709\u3002\r\n- **\u6570\u5b57 ITN**\uff1a\u81ea\u52a8\u5c06\u300c\u5341\u4e94\u516d\u4e2a\u300d\u8f6c\u4e3a\u300c 15~16 \u4e2a\u300d\uff0c\u652f\u6301\u5404\u79cd\u590d\u6742\u6570\u5b57\u683c\u5f0f\u3002\r\n- **\u70ed\u8bcd\u66ff\u6362**\uff1a\u5728 `hot.txt` \u8bb0\u4e0b\u504f\u50fb\u8bcd\uff0c\u901a\u8fc7\u97f3\u7d20\u6a21\u7cca\u5339\u914d\uff0c\u76f8\u4f3c\u5ea6\u5927\u4e8e\u9608\u503c\u5219\u5f3a\u5236\u66ff\u6362\u3002\r\n- **\u6b63\u5219\u66ff\u6362**\uff1a\u5728 `hot-rule.txt` \u7528\u6b63\u5219\u6216\u7b80\u5355\u7b49\u53f7\u89c4\u5219\uff0c\u7cbe\u51c6\u5f3a\u5236\u66ff\u6362\u3002\r\n- **LLM \u89d2\u8272**\uff1a\u9884\u7f6e\u4e86\u6da6\u8272\u3001\u5c0f\u52a9\u7406\u7b49\u89d2\u8272\uff0c\u5f53\u8bc6\u522b\u7ed3\u679c\u7684\u5f00\u5934\u5339\u914d\u4efb\u4e00\u89d2\u8272\u540d\u5b57\u65f6\uff0c\u5c06\u4ea4\u7531\u8be5\u89d2\u8272\u5904\u7406\u3002\r\n- **\u6258\u76d8\u83dc\u5355**\uff1a\u53f3\u952e\u6258\u76d8\u56fe\u6807\u5373\u53ef\u6dfb\u52a0\u70ed\u8bcd\u3001\u590d\u5236\u7ed3\u679c\u3001\u6e05\u9664 LLM \u8bb0\u5fc6\u3002\r\n- **C/S \u67b6\u6784**\uff1a\u670d\u52a1\u7aef\u4e0e\u5ba2\u6237\u7aef\u5206\u79bb\uff0c\u867d\u7136 Win7 \u8001\u7535\u8111\u8dd1\u4e0d\u4e86\u670d\u52a1\u7aef\u6a21\u578b\uff0c\u4f46\u6700\u5c11\u80fd\u7528\u5ba2\u6237\u7aef\u8f93\u5165\u3002\r\n- **\u65e5\u8bb0\u5f52\u6863**\uff1a\u6309\u65e5\u671f\u4fdd\u5b58\u4f60\u7684\u6bcf\u4e00\u53e5\u8bed\u97f3\u53ca\u5176\u8bc6\u522b\u7ed3\u679c\u3002\r\n- **\u5f55\u97f3\u4fdd\u5b58**\uff1a\u6240\u6709\u8bed\u97f3\u5747\u4fdd\u5b58\u4e3a\u672c\u5730\u97f3\u9891\u6587\u4ef6\uff0c\u9690\u79c1\u5b89\u5168\uff0c\u6c38\u4e0d\u4e22\u5931\u3002\r\n\r\n**CapsWriter-Offline** \u7684\u7cbe\u9ad3\u5728\u4e8e\uff1a**\u5b8c\u5168\u79bb\u7ebf**\uff08\u4e0d\u53d7\u7f51\u7edc\u9650\u5236\uff09\u3001**\u54cd\u5e94\u6781\u5feb**\u3001**\u9ad8\u51c6\u786e\u7387** \u4e14 **\u9ad8\u5ea6\u81ea\u5b9a\u4e49**\u3002\u6211\u8ffd\u6c42\u7684\u662f\u4e00\u79cd\u300c\u5982\u81c2\u4f7f\u6307\u300d\u7684\u6d41\u7545\u611f\uff0c\u8ba9\u5b83\u6210\u4e3a\u4e00\u4e2a\u4e13\u5c5e\u7684\u4e00\u4f53\u5316\u8f93\u5165\u5229\u5668\u3002\u65e0\u9700\u5b89\u88c5\uff0c\u4e00\u4e2a U \u76d8\u5c31\u80fd\u5e26\u8d70\uff0c\u968f\u63d2\u968f\u7528\uff0c\u4fdd\u5bc6\u7535\u8111\u4e5f\u80fd\u7528\u3002\r\n\r\n\u4ee5\u4e0b\u4e3a\u652f\u6301\u7684\u6a21\u578b\uff1a\r\n\r\n| \u5f15\u64ce\u540d | \u51c6\u786e\u6027 | \u901f\u5ea6 | \u683c\u5f0f | \u663e\u5361\u52a0\u901f |\r\n|------|-------|------|------|---------|\r\n| Paraformer | \u2605\u2605\u2605\u2606\u2606 | \u2605\u2605\u2605\u2605\u2605 | ONNX | \u274c |\r\n| SenseVoice-Small | \u2605\u2605\u2605\u2606\u2606 | \u2605\u2605\u2605\u2605\u2605 | ONNX | \u2705 |\r\n| Fun-ASR-Nano | \u2605\u2605\u2605\u2605\u2606 | \u2605\u2605\u2605\u2605\u2606 | ONNX + GGUF | \u2705 |\r\n| Qwen3-ASR | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2606\u2606 | ONNX + GGUF | \u2705 |\r\n\r\n\r\n\u6027\u80fd\u53c2\u8003\uff08 20s \u97f3\u9891\u8f6c\u5f55\u5ef6\u8fdf\uff09\uff1a\r\n\r\n| \u6a21\u578b | CPU U9-285H | GPU RTX5050 |\r\n|------|------------|------------|\r\n| Paraformer | 0.6s | - |\r\n| SenseVoice-Small | 0.6s | 0.15s |\r\n| Fun-ASR-Nano | 2.0s | 0.5s |\r\n| Qwen3-ASR-1.7B | 4.0s | 1.0s |\r\n\r\n\r\n\u529f\u80fd\u6587\u6863\uff1a\r\n\r\n* [\u73af\u5883\u4f9d\u8d56\u5b89\u88c5\u8bf4\u660e]( https://github.com/HaujetZhao/CapsWriter-Offline/blob/master/docs/%E7%8E%AF%E5%A2%83%E4%BE%9D%E8%B5%96%E5%AE%89%E8%A3%85%E8%AF%B4%E6%98%8E.md) \u2014 VC++ \u8fd0\u884c\u5e93\u3001FFmpeg \u5b89\u88c5\r\n* [\u70ed\u8bcd\u529f\u80fd\u5982\u4f55\u4f7f\u7528]( https://github.com/HaujetZhao/CapsWriter-Offline/blob/master/docs/%E7%83%AD%E8%AF%8D%E5%8A%9F%E8%83%BD%E5%A6%82%E4%BD%95%E4%BD%BF%E7%94%A8.md) \u2014 \u70ed\u8bcd\u66ff\u6362\u3001\u89c4\u5219\u66ff\u6362\u3001\u81ea\u5b9a\u4e49\u77ed\u8bed\r\n* [\u89d2\u8272\u529f\u80fd\u5982\u4f55\u4f7f\u7528]( https://github.com/HaujetZhao/CapsWriter-Offline/blob/master/docs/%E8%A7%92%E8%89%B2%E5%8A%9F%E8%83%BD%E5%A6%82%E4%BD%95%E4%BD%BF%E7%94%A8.md) \u2014 LLM \u89d2\u8272\u914d\u7f6e\u3001\u8f93\u51fa\u6a21\u5f0f\u3001\u521b\u5efa\u65b0\u89d2\u8272\r\n* [\u8bc6\u522b\u8bed\u8a00\u5982\u4f55\u914d\u7f6e]( https://github.com/HaujetZhao/CapsWriter-Offline/blob/master/docs/%E8%AF%86%E5%88%AB%E8%AF%AD%E8%A8%80%E5%A6%82%E4%BD%95%E9%85%8D%E7%BD%AE.md) \u2014 \u5404\u5f15\u64ce\u8bed\u8a00\u652f\u6301\u8303\u56f4\u4e0e\u914d\u7f6e\u65b9\u6cd5\r\n* [\u6587\u4ef6\u8f6c\u5f55\u529f\u80fd\u5982\u4f55\u4f7f\u7528]( https://github.com/HaujetZhao/CapsWriter-Offline/blob/master/docs/%E6%96%87%E4%BB%B6%E8%BD%AC%E5%BD%95%E5%8A%9F%E8%83%BD%E5%A6%82%E4%BD%95%E4%BD%BF%E7%94%A8.md) \u2014 \u62d6\u62fd\u8f6c\u5b57\u5e55\u3001\u65f6\u95f4\u6233\u5bf9\u9f50\r\n* [\u663e\u5361\u52a0\u901f\u7684\u82e5\u5e72\u95ee\u9898]( https://github.com/HaujetZhao/CapsWriter-Offline/blob/master/docs/%E6%98%BE%E5%8D%A1%E5%8A%A0%E9%80%9F%E7%9A%84%E8%8B%A5%E5%B9%B2%E9%97%AE%E9%A2%98.md) \u2014 DirectML \u3001Vulkan \u52a0\u901f\u914d\u7f6e\r\n* [\u6a21\u578b\u4e0b\u8f7d\u7684\u82e5\u5e72\u95ee\u9898]( https://github.com/HaujetZhao/CapsWriter-Offline/blob/master/docs/%E6%A8%A1%E5%9E%8B%E4%B8%8B%E8%BD%BD%E7%9A%84%E8%8B%A5%E5%B9%B2%E9%97%AE%E9%A2%98.md) \u2014 \u5f15\u64ce\u9009\u62e9\u3001\u6a21\u578b\u4e0b\u8f7d\u3001\u76ee\u5f55\u7ed3\u6784\r\n* [\u66f4\u65b0\u65e5\u5fd7]( https://github.com/HaujetZhao/CapsWriter-Offline/blob/master/docs/CHANGELOG.md)\r\n\r\n## \u4e0b\u8f7d\u5730\u5740\uff1a\r\n\r\n* \u767e\u5ea6\u76d8: https://pan.baidu.com/s/1GsrHynsRg3bAvNFoj8GuJQ \u63d0\u53d6\u7801: ngjo\r\n* GitHub Release: [HaujetZhao/CapsWriter-Offline]( https://github.com/HaujetZhao/CapsWriter-Offline/releases)", "content_rendered": "
\n\n\u6309\u4f4f CapsLock \u6216 \u9f20\u6807 X2 \u8bf4\u8bdd\uff0c\u677e\u5f00\u5c31\u4e0a\u5c4f\u3002\u5c31\u8fd9\u4e48\u7b80\u5355\u3002
\n
CapsWriter-Offline \u662f\u4e00\u4e2a\u4e13\u4e3a Windows \u6253\u9020\u7684\u5b8c\u5168\u79bb\u7ebf\u8bed\u97f3\u8f93\u5165\u5de5\u5177\u3002
\nCapsLock \u952e \u6216 \u9f20\u6807\u4fa7\u952e X2 \u8bf4\u8bdd\uff0c\u677e\u5f00\u5373\u8f93\u5165\uff0c\u8d85\u4f4e\u5ef6\u8fdf\uff0c\u9ed8\u8ba4\u53bb\u9664\u672b\u5c3e\u9017\u53e5\u53f7\u3002\u652f\u6301\u5bf9\u8bb2\u673a\u6a21\u5f0f\u548c\u5355\u51fb\u5f55\u97f3\u6a21\u5f0f\u3002.srt)\u3001\u6587\u672c (.txt)\u3001\u65f6\u95f4\u6233 (.json) \u7edf\u7edf\u90fd\u6709\u3002hot.txt \u8bb0\u4e0b\u504f\u50fb\u8bcd\uff0c\u901a\u8fc7\u97f3\u7d20\u6a21\u7cca\u5339\u914d\uff0c\u76f8\u4f3c\u5ea6\u5927\u4e8e\u9608\u503c\u5219\u5f3a\u5236\u66ff\u6362\u3002hot-rule.txt \u7528\u6b63\u5219\u6216\u7b80\u5355\u7b49\u53f7\u89c4\u5219\uff0c\u7cbe\u51c6\u5f3a\u5236\u66ff\u6362\u3002CapsWriter-Offline \u7684\u7cbe\u9ad3\u5728\u4e8e\uff1a\u5b8c\u5168\u79bb\u7ebf\uff08\u4e0d\u53d7\u7f51\u7edc\u9650\u5236\uff09\u3001\u54cd\u5e94\u6781\u5feb\u3001\u9ad8\u51c6\u786e\u7387 \u4e14 \u9ad8\u5ea6\u81ea\u5b9a\u4e49\u3002\u6211\u8ffd\u6c42\u7684\u662f\u4e00\u79cd\u300c\u5982\u81c2\u4f7f\u6307\u300d\u7684\u6d41\u7545\u611f\uff0c\u8ba9\u5b83\u6210\u4e3a\u4e00\u4e2a\u4e13\u5c5e\u7684\u4e00\u4f53\u5316\u8f93\u5165\u5229\u5668\u3002\u65e0\u9700\u5b89\u88c5\uff0c\u4e00\u4e2a U \u76d8\u5c31\u80fd\u5e26\u8d70\uff0c\u968f\u63d2\u968f\u7528\uff0c\u4fdd\u5bc6\u7535\u8111\u4e5f\u80fd\u7528\u3002
\n\u4ee5\u4e0b\u4e3a\u652f\u6301\u7684\u6a21\u578b\uff1a
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|---|---|---|---|---|
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| SenseVoice-Small | \n\u2605\u2605\u2605\u2606\u2606 | \n\u2605\u2605\u2605\u2605\u2605 | \nONNX | \n\u2705 | \n
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| Qwen3-ASR | \n\u2605\u2605\u2605\u2605\u2605 | \n\u2605\u2605\u2605\u2606\u2606 | \nONNX + GGUF | \n\u2705 | \n
\u6027\u80fd\u53c2\u8003\uff08 20s \u97f3\u9891\u8f6c\u5f55\u5ef6\u8fdf\uff09\uff1a
\n| \u6a21\u578b | \nCPU U9-285H | \nGPU RTX5050 | \n
|---|---|---|
| Paraformer | \n0.6s | \n- | \n
| SenseVoice-Small | \n0.6s | \n0.15s | \n
| Fun-ASR-Nano | \n2.0s | \n0.5s | \n
| Qwen3-ASR-1.7B | \n4.0s | \n1.0s | \n
\u529f\u80fd\u6587\u6863\uff1a
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![](\"https://i.imgur.com/wissrz7.jpeg\")
![](\"https://i.imgur.com/ak0qytj.png\")
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\n\u73b0\u5728 2026 \u5e74\u4e86\uff0c\u7a81\u7136\u53d1\u73b0 IOS \u90a3\u4e48\u591a\u81ea\u5e26 APP \u53ef\u4ee5\u5220\u9664\uff0c\u4f46\u662f\u597d\u50cf\u5e76\u6ca1\u6709\u505c\u7528\u7535\u8bdd/\u77ed\u4fe1\uff0c\u6216\u8005\u5220\u9664\u7684\u529f\u80fd\u3002
\n\u629b\u5f00 IOS \uff0c\u4e0d\u77e5\u9053\u73b0\u5728\u5b89\u5353\u80fd\u4e0d\u80fd\u5220\u9664\u7535\u8bdd\u529f\u80fd\uff08 root \u9664\u5916\uff09
\n\u7535\u8bdd\u3001\u77ed\u606f\u529f\u80fd\u53ef\u4ee5\u505a\u6210\u5f00\u5173\u5f62\u5f0f\uff0c\u5373\u4f7f\u8fd0\u884c\u5546\u6ca1\u6709\u7c7b\u4f3c\u7684\u529f\u80fd\uff0c\u4f46\u662f\u6211\u4eec\u8fd8\u662f\u80fd\u591f\u901a\u8fc7\u7cfb\u7edf\u63d0\u4f9b\u7684\u505c\u7528\u7535\u8bdd\u3001\u77ed\u4fe1\u7684\u529f\u80fd\uff0c\u628a\u6c34\u9f99\u5934\u7ed9\u5173\u6389
\n\u6bd5\u7adf\u4e0a\u7f51\u6d41\u91cf\u90fd\u53ef\u4ee5\u5355\u72ec\u5173\u6389\uff0c\u7535\u8bdd\u3001\u77ed\u4fe1\u66f4\u4e0d\u662f\u95ee\u9898\u5bf9\u5427\uff1f
\n\u5982\u679c\u6709\u8fd9\u4e2a\u529f\u80fd\uff0c\u5373\u4f7f\u6211\u60f3\u4e3b\u52a8\u53d1\u8d77\u901a\u8bdd\uff0c\u6211\u53ea\u8981\u6253\u5f00\u5f00\u5173\uff08\u4f8b\u5982\u79fb\u52a8\u7f51\u7edc\u5f00\u5173\uff09\uff0c\u6211\u5c31\u53ef\u4ee5\u6b63\u5e38\u901a\u8bdd\uff0c\u77ed\u4fe1\u4e5f\u5982\u6b64\uff08\u6bd5\u7adf\u6211\u4e5f\u4e0d\u662f\u5929\u5929\u65f6\u65f6\u523b\u523b\u90fd\u9700\u8981\u770b\u9a8c\u8bc1\u7801\uff09
\n\u5f53\u7136\u6211\u88c5\u4e86\u62e6\u622a\u732b\u548c\u5929\u7ffc\u9632\u9a9a\u6270\u5e76\u5f00\u542f\u4e86\u6765\u7535\u9a8c\u8bc1\u673a\u7684\u529f\u80fd\uff0c\u4f46\u662f\u6211\u5c31\u662f\u7a81\u7136\u60f3\u5230\u4e3a\u4ec0\u4e48\u5b83\u4e24\u4e0d\u505a\u6210\u79fb\u52a8\u7f51\u7edc\u5f00\u5173\u8fd9\u6837\u3002
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"https://cdn.v2ex.com/avatar/1058/c67b/807718_mini.png?m=1778150410", "avatar_normal": "https://cdn.v2ex.com/avatar/1058/c67b/807718_normal.png?m=1778150410", "avatar_large": "https://cdn.v2ex.com/avatar/1058/c67b/807718_large.png?m=1778150410", "avatar_xlarge": "https://cdn.v2ex.com/avatar/1058/c67b/807718_xlarge.png?m=1778150410", "avatar_xxlarge": "https://cdn.v2ex.com/avatar/1058/c67b/807718_xxlarge.png?m=1778150410", "avatar_xxxlarge": "https://cdn.v2ex.com/avatar/1058/c67b/807718_xxxlarge.png?m=1778150410", "created": 1777481695, "last_modified": 1778150410, "pro": 0}, "last_reply_by": "", "last_touched": 1778318340, "title": "\u667a\u80fd\u5408\u7ea6 / \u533a\u5757\u94fe\u5de5\u7a0b\u5e08\u3001AI\u3001\u6570\u636e\u79d1\u5b66 \u2014 \u8fdc\u7a0b\u804c\u4f4d / \u9999\u6e2f", "url": "https://study.congcong.us/t/1211543", "created": 1778332740, "deleted": 0, "content": "Everest Ventures Group \u662f\u4e9a\u6d32\u9886\u5148\u7684 web3 \u5de5\u4f5c\u5ba4\uff0c\u603b\u90e8\u5728\u9999\u6e2f\uff0c\u56e2\u961f 300+ \u4eba\u3002\u6211\u4eec\u6b63\u5728\u505a\u53bb\u4e2d\u5fc3\u5316\u4ea4\u6613\u6240\u3001L2 \u6269\u5bb9\u65b9\u6848\u3001RWA \u8d44\u4ea7\u4ee3\u5e01\u5316\u4ee5\u53ca\u9762\u5411 Web3 \u7684 AI Agent\r\n\r\n\u6211\u4eec\u6b63\u5728\u4e3a\u6295\u8d44\u7ec4\u5408\u4e2d\u7684\u6838\u5fc3\u56e2\u961f\u62db\u8058\uff1a\r\n\r\n**\u667a\u80fd\u5408\u7ea6 / \u533a\u5757\u94fe\u5de5\u7a0b\u5e08\uff08\u4e0d\u9650\u4e8e Solidity \uff09**\r\n $4,000\u2013$6,000/\u6708 + \u4ee3\u5e01\r\n \u8fdc\u7a0b / \u9999\u6e2f\u529e\u516c\u5ba4\r\n \u4e2d\u6587 / \u82f1\u6587\uff08\u52a0\u5206\uff09\r\n\r\n\u804c\u8d23\uff1a\r\n \u8bbe\u8ba1\u5e76\u5f00\u53d1\u5b89\u5168\u7684\u667a\u80fd\u5408\u7ea6\uff08 EVM / Solana / Move / Cosmos \uff09\r\n \u53c2\u4e0e\u5b89\u5168\u5ba1\u8ba1\uff0c\u4e0e\u9876\u7ea7\u5ba1\u8ba1\u673a\u6784\u5408\u4f5c\r\n \u4f18\u5316 Gas / Compute Units \uff0c\u6df1\u5165\u7406\u89e3\u865a\u62df\u673a\uff08 EVM \u3001SVM \u3001Move VM \uff09\r\n \u8de8\u94fe / \u591a\u94fe\u90e8\u7f72\u53ca\u5408\u7ea6\u8fc1\u79fb\r\n \u4f7f\u7528 TypeScript \u8fdb\u884c dApp \u96c6\u6210\uff08 ethers.js, web3.js, wallet-adapters \uff09\r\n \u7f16\u5199\u6280\u672f\u6587\u6863\u4e0e\u6d4b\u8bd5\u7528\u4f8b\r\n\r\n\u8981\u6c42\uff1a\r\n 3 \u5e74\u4ee5\u4e0a Solidity / Rust / Go / Move \u7ecf\u9a8c\r\n \u6216\u8005 1 \u5e74\u4ee5\u4e0a\u533a\u5757\u94fe\u5f00\u53d1\u7ecf\u9a8c + \u624e\u5b9e\u7684\u540e\u7aef\u80cc\u666f\r\n \u7406\u89e3 DeFi \u534f\u8bae\uff08 DEX \u3001\u501f\u8d37\u3001Vault \u3001\u6e05\u7b97\u673a\u5236\uff09\r\n L2 / \u8de8\u94fe\u7ecf\u9a8c \u2014 \u4f18\u5148\r\n \u719f\u6089 Hardhat / Foundry / Anchor / Truffle / Cosmos SDK\r\n \u4e86\u89e3 ERC / SPL / Move \u6807\u51c6\r\n\r\n**\u6570\u636e\u79d1\u5b66\u5bb6 / AI \u5de5\u7a0b\u5e08**\r\n $3,000\u2013$6,000/\u6708 + \u4ee3\u5e01\r\n \u8fdc\u7a0b / \u9999\u6e2f\u529e\u516c\u5ba4\r\n \u4e2d\u6587 / \u82f1\u6587\uff08\u52a0\u5206\uff09\r\n\r\n\u804c\u8d23\uff1a\r\n \u5f00\u53d1 LLM \u5e94\u7528\u53ca\u591a\u667a\u80fd\u4f53\u67b6\u6784\uff08 Agentic Workflow \uff09\r\n \u6784\u5efa RAG \u6d41\u6c34\u7ebf\u3001\u5411\u91cf\u68c0\u7d22\u3001\u8bed\u4e49\u8def\u7531\r\n \u5206\u6790\u52a0\u5bc6\u5e02\u573a\u6570\u636e\uff08 DeFi \u3001L2 \u3001Mempool \u3001\u9884\u8a00\u673a\uff09\r\n \u6784\u5efa\u9884\u6d4b\u6a21\u578b\r\n \u5c06 AI \u6a21\u5757\u4e0e\u533a\u5757\u94fe\u5408\u7ea6\u96c6\u6210\r\n\r\n\u8981\u6c42\uff1a\r\n 3 \u5e74\u4ee5\u4e0a Python \u5f00\u53d1\u7ecf\u9a8c\r\n \u719f\u6089 LLM \uff08\u63d0\u793a\u5de5\u7a0b\u3001\u5fae\u8c03\u3001\u90e8\u7f72\uff09\r\n \u6709\u667a\u80fd\u4f53\u7cfb\u7edf\u5f00\u53d1\u7ecf\u9a8c\uff08 LangGraph \u3001CrewAI \u7b49\uff09\r\n \u7406\u89e3 RAG \u53ca\u5411\u91cf\u6570\u636e\u5e93\uff08 Pinecone \u3001Milvus \u3001Qdrant \uff09\r\n \u52a0\u5206\u9879\uff1a\u533a\u5757\u94fe\u6570\u636e\u5904\u7406\u7ecf\u9a8c\uff08 The Graph \u3001Dune \uff09\u3001Solidity / Web3.py \u3001FinTech \u6216\u7b97\u6cd5\u4ea4\u6613\u80cc\u666f\r\n\r\n---\r\n**TG:** @growplanning\r\n**\u90ae\u7bb1:** growplanning@163.com", "content_rendered": "Everest Ventures Group \u662f\u4e9a\u6d32\u9886\u5148\u7684 web3 \u5de5\u4f5c\u5ba4\uff0c\u603b\u90e8\u5728\u9999\u6e2f\uff0c\u56e2\u961f 300+ \u4eba\u3002\u6211\u4eec\u6b63\u5728\u505a\u53bb\u4e2d\u5fc3\u5316\u4ea4\u6613\u6240\u3001L2 \u6269\u5bb9\u65b9\u6848\u3001RWA \u8d44\u4ea7\u4ee3\u5e01\u5316\u4ee5\u53ca\u9762\u5411 Web3 \u7684 AI Agent
\n\u6211\u4eec\u6b63\u5728\u4e3a\u6295\u8d44\u7ec4\u5408\u4e2d\u7684\u6838\u5fc3\u56e2\u961f\u62db\u8058\uff1a
\n\u667a\u80fd\u5408\u7ea6 / \u533a\u5757\u94fe\u5de5\u7a0b\u5e08\uff08\u4e0d\u9650\u4e8e Solidity \uff09\n$4,000\u2013$6,000/\u6708 + \u4ee3\u5e01\n\u8fdc\u7a0b / \u9999\u6e2f\u529e\u516c\u5ba4\n\u4e2d\u6587 / \u82f1\u6587\uff08\u52a0\u5206\uff09
\n\u804c\u8d23\uff1a\n\u8bbe\u8ba1\u5e76\u5f00\u53d1\u5b89\u5168\u7684\u667a\u80fd\u5408\u7ea6\uff08 EVM / Solana / Move / Cosmos \uff09\n\u53c2\u4e0e\u5b89\u5168\u5ba1\u8ba1\uff0c\u4e0e\u9876\u7ea7\u5ba1\u8ba1\u673a\u6784\u5408\u4f5c\n\u4f18\u5316 Gas / Compute Units \uff0c\u6df1\u5165\u7406\u89e3\u865a\u62df\u673a\uff08 EVM \u3001SVM \u3001Move VM \uff09\n\u8de8\u94fe / \u591a\u94fe\u90e8\u7f72\u53ca\u5408\u7ea6\u8fc1\u79fb\n\u4f7f\u7528 TypeScript \u8fdb\u884c dApp \u96c6\u6210\uff08 ethers.js, web3.js, wallet-adapters \uff09\n\u7f16\u5199\u6280\u672f\u6587\u6863\u4e0e\u6d4b\u8bd5\u7528\u4f8b
\n\u8981\u6c42\uff1a\n3 \u5e74\u4ee5\u4e0a Solidity / Rust / Go / Move \u7ecf\u9a8c\n\u6216\u8005 1 \u5e74\u4ee5\u4e0a\u533a\u5757\u94fe\u5f00\u53d1\u7ecf\u9a8c + \u624e\u5b9e\u7684\u540e\u7aef\u80cc\u666f\n\u7406\u89e3 DeFi \u534f\u8bae\uff08 DEX \u3001\u501f\u8d37\u3001Vault \u3001\u6e05\u7b97\u673a\u5236\uff09\nL2 / \u8de8\u94fe\u7ecf\u9a8c \u2014 \u4f18\u5148\n\u719f\u6089 Hardhat / Foundry / Anchor / Truffle / Cosmos SDK\n\u4e86\u89e3 ERC / SPL / Move \u6807\u51c6
\n\u6570\u636e\u79d1\u5b66\u5bb6 / AI \u5de5\u7a0b\u5e08\n$3,000\u2013$6,000/\u6708 + \u4ee3\u5e01\n\u8fdc\u7a0b / \u9999\u6e2f\u529e\u516c\u5ba4\n\u4e2d\u6587 / \u82f1\u6587\uff08\u52a0\u5206\uff09
\n\u804c\u8d23\uff1a\n\u5f00\u53d1 LLM \u5e94\u7528\u53ca\u591a\u667a\u80fd\u4f53\u67b6\u6784\uff08 Agentic Workflow \uff09\n\u6784\u5efa RAG \u6d41\u6c34\u7ebf\u3001\u5411\u91cf\u68c0\u7d22\u3001\u8bed\u4e49\u8def\u7531\n\u5206\u6790\u52a0\u5bc6\u5e02\u573a\u6570\u636e\uff08 DeFi \u3001L2 \u3001Mempool \u3001\u9884\u8a00\u673a\uff09\n\u6784\u5efa\u9884\u6d4b\u6a21\u578b\n\u5c06 AI \u6a21\u5757\u4e0e\u533a\u5757\u94fe\u5408\u7ea6\u96c6\u6210
\n\u8981\u6c42\uff1a\n3 \u5e74\u4ee5\u4e0a Python \u5f00\u53d1\u7ecf\u9a8c\n\u719f\u6089 LLM \uff08\u63d0\u793a\u5de5\u7a0b\u3001\u5fae\u8c03\u3001\u90e8\u7f72\uff09\n\u6709\u667a\u80fd\u4f53\u7cfb\u7edf\u5f00\u53d1\u7ecf\u9a8c\uff08 LangGraph \u3001CrewAI \u7b49\uff09\n\u7406\u89e3 RAG \u53ca\u5411\u91cf\u6570\u636e\u5e93\uff08 Pinecone \u3001Milvus \u3001Qdrant \uff09\n\u52a0\u5206\u9879\uff1a\u533a\u5757\u94fe\u6570\u636e\u5904\u7406\u7ecf\u9a8c\uff08 The Graph \u3001Dune \uff09\u3001Solidity / Web3.py \u3001FinTech \u6216\u7b97\u6cd5\u4ea4\u6613\u80cc\u666f
\nTG: @growplanning\n\u90ae\u7bb1: growplanning@163.com
\n", "last_modified": 1778341904, "replies": 0, "id": 1211543}, {"node": {"avatar_large": "https://cdn.v2ex.com/navatar/70ef/df2e/17_large.png?m=1660301119", "name": "create", "avatar_normal": "https://cdn.v2ex.com/navatar/70ef/df2e/17_normal.png?m=1660301119", "title": "\u5206\u4eab\u521b\u9020", "url": "https://study.congcong.us/go/create", "topics": 32979, "footer": "", "header": "\u6b22\u8fce\u4f60\u5728\u8fd9\u91cc\u53d1\u5e03\u81ea\u5df1\u7684\u6700\u65b0\u4f5c\u54c1\uff01", "title_alternative": "Create", "avatar_mini": "https://cdn.v2ex.com/navatar/70ef/df2e/17_mini.png?m=1660301119", "stars": 6033, "founder_id": 0, "aliases": [], "root": false, "id": 17, "parent_node_name": "geek"}, "member": {"id": 226409, "username": "jamesying", "url": "https://study.congcong.us/u/jamesying", "website": "http://halo.taogame.com", "twitter": null, "psn": null, "github": null, "btc": null, "location": "", "tagline": "", "bio": "", "avatar_mini": "https://cdn.v2ex.com/gravatar/8165ddbd76887436c3de10f8db39081e?s=24&d=retro", "avatar_normal": "https://cdn.v2ex.com/gravatar/8165ddbd76887436c3de10f8db39081e?s=48&d=retro", "avatar_large": "https://cdn.v2ex.com/gravatar/8165ddbd76887436c3de10f8db39081e?s=73&d=retro", "created": 1492415134, "last_modified": 1492415134, "pro": 0}, "last_reply_by": "jamesying", "last_touched": 1778330855, "title": "\u65e0\u804a\u505a\u4e86\u4e00\u4e2a\u533f\u540d\u804a\u5929\u5ba4\uff0c\u76ee\u524d\u5f00\u6e90\uff0c\u6709\u5174\u8da3\u4e09\u8fde", "url": "https://study.congcong.us/t/1211541", "created": 1778330855, "deleted": 0, "content": "# Secret Chatting\r\n\r\n\u4e00\u4e2a\u57fa\u4e8e Flask + SocketIO \u7684\u52a0\u5bc6\u804a\u5929\u5ba4\u5e94\u7528\uff0c\u652f\u6301\u533f\u540d\u804a\u5929\u548c\u7ba1\u7406\u5458\u540e\u53f0\u76d1\u63a7\u3002\r\n\r\n[English](README_EN.md)\r\n\r\n## \u9879\u76ee\u7b80\u4ecb\r\n\r\nSecret Chatting \u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u79c1\u5bc6\u804a\u5929\u5ba4\u7cfb\u7edf\u3002\u7528\u6237\u901a\u8fc7\u623f\u95f4\u53f7\u548c\u5bc6\u7801\u52a0\u5165\u804a\u5929\u5ba4\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u6635\u79f0\uff0c\u6240\u6709\u6d88\u606f\u5b9e\u65f6\u4f20\u8f93\u5e76\u6301\u4e45\u5316\u5b58\u50a8\u3002\u7ba1\u7406\u5458\u53ef\u901a\u8fc7\u540e\u53f0\u76d1\u63a7\u6240\u6709\u623f\u95f4\u7684\u804a\u5929\u8bb0\u5f55\u3001\u521b\u5efa\u548c\u5220\u9664\u623f\u95f4\uff0c\u5e76\u53ef\u76f4\u63a5\u5728\u623f\u95f4\u5185\u53d1\u9001\u7ba1\u7406\u6d88\u606f\u3002\u7cfb\u7edf\u9996\u6b21\u4f7f\u7528\u65f6\u63d0\u4f9b\u53ef\u89c6\u5316\u521d\u59cb\u5316\u5411\u5bfc\uff0c\u81ea\u52a8\u5b8c\u6210\u6570\u636e\u5e93\u521b\u5efa\u548c\u7ba1\u7406\u5458\u8bbe\u7f6e\u3002\u524d\u7aef\u91c7\u7528\u4eff\u5fae\u4fe1\u98ce\u683c\u8bbe\u8ba1\uff0c\u4f53\u9a8c\u6d41\u7545\u81ea\u7136\u3002\r\n\r\n## \u529f\u80fd\u7279\u6027\r\n\r\n- **\u533f\u540d\u804a\u5929**\uff1a\u7528\u6237\u53ef\u901a\u8fc7\u623f\u95f4\u53f7\u548c\u5bc6\u7801\u52a0\u5165\u804a\u5929\u5ba4\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u6635\u79f0\u6216\u968f\u673a\u751f\u6210\r\n- **\u5b9e\u65f6\u901a\u4fe1**\uff1a\u57fa\u4e8e WebSocket \u7684\u5b9e\u65f6\u6d88\u606f\u63a8\u9001\r\n- **\u7ba1\u7406\u540e\u53f0**\uff1a\u7ba1\u7406\u5458\u53ef\u67e5\u770b\u6240\u6709\u623f\u95f4\u3001\u76d1\u63a7\u804a\u5929\u8bb0\u5f55\u3001\u521b\u5efa/\u5220\u9664\u623f\u95f4\u3001\u53d1\u9001\u7ba1\u7406\u6d88\u606f\r\n- **\u6d88\u606f\u6301\u4e45\u5316**\uff1a\u6240\u6709\u804a\u5929\u8bb0\u5f55\u4fdd\u5b58\u5230\u6570\u636e\u5e93\uff0c\u91cd\u65b0\u8fdb\u5165\u623f\u95f4\u53ef\u67e5\u770b\u5386\u53f2\u6d88\u606f\r\n- **\u4eff\u5fae\u4fe1 UI**\uff1a\u5ba2\u6237\u7aef\u548c\u7ba1\u7406\u7aef\u5747\u91c7\u7528\u4eff\u5fae\u4fe1\u89c6\u89c9\u98ce\u683c\r\n\r\n## \u6280\u672f\u6808\r\n\r\n- **\u540e\u7aef**\uff1aFlask + Flask-SQLAlchemy + Flask-SocketIO\r\n- **\u524d\u7aef**\uff1a\u539f\u751f HTML/CSS/JS + Socket.IO Client\r\n- **\u6570\u636e\u5e93**\uff1aSQLite \uff08\u53ef\u5207\u6362\u5176\u4ed6\u6570\u636e\u5e93\uff09\r\n\r\n## \u9879\u76ee\u7ed3\u6784\r\n\r\n```\r\nsecret-chatting/\r\n\u251c\u2500\u2500 app.py # \u5e94\u7528\u5165\u53e3\uff0c\u8def\u7531\u4e0e SocketIO \u4e8b\u4ef6\r\n\u251c\u2500\u2500 config.py # \u914d\u7f6e\u7ba1\u7406\r\n\u251c\u2500\u2500 models.py # \u6570\u636e\u6a21\u578b\uff08 Room, Message, Admin \uff09\r\n\u251c\u2500\u2500 requirements.txt # Python \u4f9d\u8d56\r\n\u251c\u2500\u2500 .env # \u73af\u5883\u53d8\u91cf\r\n\u251c\u2500\u2500 static/\r\n\u2502 \u251c\u2500\u2500 css/\r\n\u2502 \u2502 \u251c\u2500\u2500 style.css # \u5ba2\u6237\u7aef\u6837\u5f0f\r\n\u2502 \u2502 \u2514\u2500\u2500 admin.css # \u7ba1\u7406\u7aef\u6837\u5f0f\r\n\u2502 \u2514\u2500\u2500 js/\r\n\u2502 \u251c\u2500\u2500 app.js # \u5ba2\u6237\u7aef\u903b\u8f91\r\n\u2502 \u2514\u2500\u2500 admin.js # \u7ba1\u7406\u7aef\u903b\u8f91\r\n\u2514\u2500\u2500 templates/\r\n \u251c\u2500\u2500 index.html # \u5ba2\u6237\u7aef\u9875\u9762\r\n \u251c\u2500\u2500 admin.html # \u7ba1\u7406\u7aef\u9875\u9762\r\n \u2514\u2500\u2500 setup.html # \u7cfb\u7edf\u521d\u59cb\u5316\u9875\u9762\r\n```\r\n\r\n## \u5feb\u901f\u5f00\u59cb\r\n\r\n### 1. \u5b89\u88c5\u4f9d\u8d56\r\n\r\n```bash\r\npip install -r requirements.txt\r\n```\r\n\r\n### 2. \u542f\u52a8\u670d\u52a1\r\n\r\n```bash\r\npython app.py\r\n```\r\n\r\n### 3. \u7cfb\u7edf\u521d\u59cb\u5316\r\n\r\n\u9996\u6b21\u542f\u52a8\u65f6\uff0c\u8bbf\u95ee\u4efb\u610f\u9875\u9762\u4f1a\u81ea\u52a8\u8df3\u8f6c\u5230\u521d\u59cb\u5316\u9875\u9762\uff08`/setup`\uff09\uff0c\u9700\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a\r\n\r\n1. **\u521b\u5efa\u6570\u636e\u5e93** \u2014 \u81ea\u52a8\u521b\u5efa SQLite \u6570\u636e\u5e93\u6587\u4ef6\r\n2. **\u521d\u59cb\u5316\u6570\u636e\u8868** \u2014 \u81ea\u52a8\u521b\u5efa Room \u3001Message \u3001Admin \u4e09\u5f20\u8868\r\n3. **\u521b\u5efa\u7ba1\u7406\u5458** \u2014 \u8bbe\u7f6e\u7ba1\u7406\u5458\u8d26\u53f7\u548c\u5bc6\u7801\uff08\u5bc6\u7801\u4e0d\u5c11\u4e8e 6 \u4f4d\uff09\r\n\r\n\u521d\u59cb\u5316\u5b8c\u6210\u540e\u81ea\u52a8\u8df3\u8f6c\u5230\u7ba1\u7406\u540e\u53f0\u767b\u5f55\u9875\u3002\r\n\r\n> \u7cfb\u7edf\u5df2\u521d\u59cb\u5316\u540e\uff0c\u8bbf\u95ee `/setup` \u4f1a\u81ea\u52a8\u8df3\u8f6c\u5230\u7ba1\u7406\u540e\u53f0\u3002\r\n\r\n### 4. \u8bbf\u95ee\u9875\u9762\r\n\r\n| \u9875\u9762 | \u5730\u5740 | \u8bf4\u660e |\r\n|------|------|------|\r\n| \u804a\u5929\u5ba4 | http://localhost:5000 | \u7528\u6237\u804a\u5929\u5165\u53e3 |\r\n| \u7cfb\u7edf\u521d\u59cb\u5316 | http://localhost:5000/setup | \u9996\u6b21\u4f7f\u7528\u65f6\u81ea\u52a8\u8df3\u8f6c |\r\n| \u7ba1\u7406\u540e\u53f0 | http://localhost:5000/admin | \u7ba1\u7406\u5458\u767b\u5f55\u540e\u7ba1\u7406\u623f\u95f4 |\r\n\r\n## \u914d\u7f6e\u8bf4\u660e\r\n\r\n\u901a\u8fc7 `.env` \u6587\u4ef6\u6216\u73af\u5883\u53d8\u91cf\u914d\u7f6e\uff1a\r\n\r\n| \u53d8\u91cf | \u8bf4\u660e | \u9ed8\u8ba4\u503c |\r\n|------|------|--------|\r\n| SECRET_KEY | Flask \u5bc6\u94a5 | dev-secret-key-change-this-in-production |\r\n| DATABASE_URL | \u6570\u636e\u5e93\u8fde\u63a5\u5b57\u7b26\u4e32 | sqlite:///secret_chatting.db |\r\n\r\n## \u6570\u636e\u6a21\u578b\r\n\r\n- **Room**\uff1a\u804a\u5929\u623f\u95f4\uff08 room_id, password, name \uff09\r\n- **Message**\uff1a\u804a\u5929\u6d88\u606f\uff08 room_id, sender_name, content, timestamp \uff09\r\n- **Admin**\uff1a\u7ba1\u7406\u5458\uff08 username, password_hash \uff09\r\n\r\n## License\r\n\r\n[MIT](LICENSE)", "content_rendered": "\u4e00\u4e2a\u57fa\u4e8e Flask + SocketIO \u7684\u52a0\u5bc6\u804a\u5929\u5ba4\u5e94\u7528\uff0c\u652f\u6301\u533f\u540d\u804a\u5929\u548c\u7ba1\u7406\u5458\u540e\u53f0\u76d1\u63a7\u3002
\n\nSecret Chatting \u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u79c1\u5bc6\u804a\u5929\u5ba4\u7cfb\u7edf\u3002\u7528\u6237\u901a\u8fc7\u623f\u95f4\u53f7\u548c\u5bc6\u7801\u52a0\u5165\u804a\u5929\u5ba4\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u6635\u79f0\uff0c\u6240\u6709\u6d88\u606f\u5b9e\u65f6\u4f20\u8f93\u5e76\u6301\u4e45\u5316\u5b58\u50a8\u3002\u7ba1\u7406\u5458\u53ef\u901a\u8fc7\u540e\u53f0\u76d1\u63a7\u6240\u6709\u623f\u95f4\u7684\u804a\u5929\u8bb0\u5f55\u3001\u521b\u5efa\u548c\u5220\u9664\u623f\u95f4\uff0c\u5e76\u53ef\u76f4\u63a5\u5728\u623f\u95f4\u5185\u53d1\u9001\u7ba1\u7406\u6d88\u606f\u3002\u7cfb\u7edf\u9996\u6b21\u4f7f\u7528\u65f6\u63d0\u4f9b\u53ef\u89c6\u5316\u521d\u59cb\u5316\u5411\u5bfc\uff0c\u81ea\u52a8\u5b8c\u6210\u6570\u636e\u5e93\u521b\u5efa\u548c\u7ba1\u7406\u5458\u8bbe\u7f6e\u3002\u524d\u7aef\u91c7\u7528\u4eff\u5fae\u4fe1\u98ce\u683c\u8bbe\u8ba1\uff0c\u4f53\u9a8c\u6d41\u7545\u81ea\u7136\u3002
\nsecret-chatting/\n\u251c\u2500\u2500 app.py # \u5e94\u7528\u5165\u53e3\uff0c\u8def\u7531\u4e0e SocketIO \u4e8b\u4ef6\n\u251c\u2500\u2500 config.py # \u914d\u7f6e\u7ba1\u7406\n\u251c\u2500\u2500 models.py # \u6570\u636e\u6a21\u578b\uff08 Room, Message, Admin \uff09\n\u251c\u2500\u2500 requirements.txt # Python \u4f9d\u8d56\n\u251c\u2500\u2500 .env # \u73af\u5883\u53d8\u91cf\n\u251c\u2500\u2500 static/\n\u2502 \u251c\u2500\u2500 css/\n\u2502 \u2502 \u251c\u2500\u2500 style.css # \u5ba2\u6237\u7aef\u6837\u5f0f\n\u2502 \u2502 \u2514\u2500\u2500 admin.css # \u7ba1\u7406\u7aef\u6837\u5f0f\n\u2502 \u2514\u2500\u2500 js/\n\u2502 \u251c\u2500\u2500 app.js # \u5ba2\u6237\u7aef\u903b\u8f91\n\u2502 \u2514\u2500\u2500 admin.js # \u7ba1\u7406\u7aef\u903b\u8f91\n\u2514\u2500\u2500 templates/\n \u251c\u2500\u2500 index.html # \u5ba2\u6237\u7aef\u9875\u9762\n \u251c\u2500\u2500 admin.html # \u7ba1\u7406\u7aef\u9875\u9762\n \u2514\u2500\u2500 setup.html # \u7cfb\u7edf\u521d\u59cb\u5316\u9875\u9762\npip install -r requirements.txt\npython app.py\n\u9996\u6b21\u542f\u52a8\u65f6\uff0c\u8bbf\u95ee\u4efb\u610f\u9875\u9762\u4f1a\u81ea\u52a8\u8df3\u8f6c\u5230\u521d\u59cb\u5316\u9875\u9762\uff08/setup\uff09\uff0c\u9700\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a
\u521d\u59cb\u5316\u5b8c\u6210\u540e\u81ea\u52a8\u8df3\u8f6c\u5230\u7ba1\u7406\u540e\u53f0\u767b\u5f55\u9875\u3002
\n\n\n\u7cfb\u7edf\u5df2\u521d\u59cb\u5316\u540e\uff0c\u8bbf\u95ee
\n/setup\u4f1a\u81ea\u52a8\u8df3\u8f6c\u5230\u7ba1\u7406\u540e\u53f0\u3002
| \u9875\u9762 | \n\u5730\u5740 | \n\u8bf4\u660e | \n
|---|---|---|
| \u804a\u5929\u5ba4 | \nhttp://localhost:5000 | \n\u7528\u6237\u804a\u5929\u5165\u53e3 | \n
| \u7cfb\u7edf\u521d\u59cb\u5316 | \nhttp://localhost:5000/setup | \n\u9996\u6b21\u4f7f\u7528\u65f6\u81ea\u52a8\u8df3\u8f6c | \n
| \u7ba1\u7406\u540e\u53f0 | \nhttp://localhost:5000/admin | \n\u7ba1\u7406\u5458\u767b\u5f55\u540e\u7ba1\u7406\u623f\u95f4 | \n
\u901a\u8fc7 .env \u6587\u4ef6\u6216\u73af\u5883\u53d8\u91cf\u914d\u7f6e\uff1a
| \u53d8\u91cf | \n\u8bf4\u660e | \n\u9ed8\u8ba4\u503c | \n
|---|---|---|
| SECRET_KEY | \nFlask \u5bc6\u94a5 | \ndev-secret-key-change-this-in-production | \n
| DATABASE_URL | \n\u6570\u636e\u5e93\u8fde\u63a5\u5b57\u7b26\u4e32 | \nsqlite:///secret_chatting.db | \n
\ud83c\udf40ColoCrossing \u6d1b\u6749\u77f6\u7684\u673a\u5668\u8865\u8d27\u4e86\uff0c\u6d1b\u6749\u77f6\u673a\u623f\u7269\u7406\u8ddd\u79bb\u5927\u9646\u6bd4\u8f83\u8fd1\uff0c\u76f8\u6bd4\u8f83\u7ebd\u7ea6\u6216\u8005\u6c34\u725b\u57ce\uff0c\u76f4\u8fde\u5ef6\u8fdf\u4f4e
\n\u7ebf\u8def\u4e0d\u662f\u4f18\u5316\u7ebf\u8def\uff0c\u6ca1\u6709\u4f18\u5316\uff0c\u6ca1\u6709\u4f18\u5316\uff0c\u6ca1\u6709\u4f18\u5316\uff0c\u6ca1\u6709\u4f18\u5316\uff0c\u6700\u591a\u62ff\u6765\u505a\u4e2a\u5907\u7528\u673a\u5668\uff0c\u505a\u4e3b\u529b\u4e0d\u63a8\u8350
\n\u4e00\u3001\u57fa\u672c\u4fe1\u606f
\n![\"\"](\"https://boat.vpszdm.com/20251115-CCS4G-INFO.png\"/)
\u4e8c\u3001IP \u8d28\u91cf\uff0c\u6bd4\u8f83\u597d
\n![\"\"](\"https://boat.vpszdm.com/20251115-CCS4G-IP.png\"/)
\u4e09\u3001\u4e09\u7f51\u56de\u7a0b\uff0c\u666e\u901a\u7ebf\u8def
\n![\"\"](\"https://boat.vpszdm.com/20251115-CCS4G-QUANLITY.png\"/)
\n![\"\"](\"https://boat.vpszdm.com/20251115-CCS4G-TRACEBACK1.png\"/)
\n![\"\"](\"https://boat.vpszdm.com/20251115-CCS4G-TRACEBACK2.png\"/)
\u56db\u3001\u7f51\u7edc\u89e3\u9501,\u89e3\u9501\u8d28\u91cf\u975e\u5e38\u7684\u597d
\n![\"\"](\"https://boat.vpszdm.com/20251115-CCS4G-MEDIA.png\"/)
\u4e94\u3001\u6d4b\u901f\uff0c\u665a\u9ad8\u5cf0\u6d4b\u901f\u6548\u679c\uff0c\u8fd9\u901f\u5ea6\u53ea\u80fd\u8bf4\u770b\u89c6\u9891 4K \u4e0d\u5361
\n![\"\"](\"https://boat.vpszdm.com/20251115-CCS4G-SPEED.png\"/)
\u516d\u3001YABS
\n![\"\"](\"https://boat.vpszdm.com/20251115-CCS4G-YABS.png\"/)
\u4e03\u3001\u53ef\u4ee5\u5b89\u88c5 windows
\n![\"\"](\"https://boat.vpszdm.com/20251115-CCS4G-WINDOWS.png\"/)
| \u5957\u9910\u540d\u79f0 | \nCPU/\u5185\u5b58/\u5b58\u50a8/\u6d41\u91cf/\u5e26\u5bbd | \n\u7f51\u7edc\u7c7b\u578b | \n\u4ef7\u683c(USD/\u5e74) | \n\u8d2d\u4e70\u94fe\u63a5(aff) | \n
|---|---|---|---|---|
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"https://cdn.v2ex.com/avatar/75d1/38db/93264_mini.png?m=1776679867", "avatar_normal": "https://cdn.v2ex.com/avatar/75d1/38db/93264_normal.png?m=1776679867", "avatar_large": "https://cdn.v2ex.com/avatar/75d1/38db/93264_large.png?m=1776679867", "avatar_xlarge": "https://cdn.v2ex.com/avatar/75d1/38db/93264_xlarge.png?m=1776679867", "avatar_xxlarge": "https://cdn.v2ex.com/avatar/75d1/38db/93264_xxlarge.png?m=1776679867", "avatar_xxxlarge": "https://cdn.v2ex.com/avatar/75d1/38db/93264_xxxlarge.png?m=1776679867", "created": 1421984093, "last_modified": 1776679867, "pro": 0}, "last_reply_by": "night98", "last_touched": 1778341573, "title": "\ud83c\udf89 AI Agent \u642d\u914d\u526a\u8d34\u677f\u7684\u9ad8\u7ea7\u7528\u6cd5\u6765\u4e86", "url": "https://study.congcong.us/t/1211537", "created": 1778328683, "deleted": 0, "content": "# AI Agent \u642d\u914d\u526a\u8d34\u677f\u7684\u9ad8\u7ea7\u7528\u6cd5\u6765\u4e86\r\n\r\nPasteMemo \u6700\u65b0 Beta \u5185\u7f6e\u4e86 MCP server,\u8ba9 Claude Code / Cursor / Codex \u7b49 AI Agent \u80fd**\u76f4\u63a5\u8bfb\u5199\u4f60\u7684\u526a\u8d34\u677f\u5386\u53f2**\u3002\r\n\r\n\u4e0d\u7528\u518d\u8fd9\u6837\u4e86:\r\n- \u622a\u56fe\u60f3\u53d1\u7ed9 AI,\u8fd8\u5f97\u624b\u52a8\u62d6\u6587\u4ef6\r\n- AI \u8f93\u51fa\u7684\u4ee3\u7801,\u8fd8\u5f97\u624b\u52a8 \u2318C \u2192 \u5207\u56de IDE \u2192 \u2318V\r\n- \u60f3\u8ba9 AI \u5904\u7406\"\u4e0a\u6b21\u590d\u5236\u7684\u90a3\u6bb5\u4e1c\u897f\",\u5f97\u81ea\u5df1\u7ffb PasteMemo \u5386\u53f2\u7c98\u51fa\u6765\r\n\r\n\u53ef\u4ee5\u76f4\u63a5\u8fd9\u6837:\r\n\r\n> `/pastememo \u6211\u6700\u540e\u590d\u5236\u7684\u5185\u5bb9\u662f\u4ec0\u4e48`\r\n>\r\n> `\u5e2e\u6211\u5199\u4e2a JSON hello world \u653e\u8fdb\u526a\u8d34\u677f /pastememo`\r\n>\r\n> `\u628a\u6211\u521a\u624d\u590d\u5236\u7684\u90a3\u6bb5 SQL \u6539\u6210 PostgreSQL \u5199\u6cd5`\r\n\r\nAI \u81ea\u5df1\u8bfb\u3001\u81ea\u5df1\u5199\u3002\r\n\r\n## \u4e00\u952e\u96c6\u6210\r\n\r\n\r\n\r\n\u8bbe\u7f6e \u2192 AI Agents \u91cc\u80fd\u770b\u5230\u5f53\u524d MCP \u5ba2\u6237\u7aef\u7684\u72b6\u6001\u3002\u5df2\u7ecf\u88c5\u4e86 Claude Code \u7684\u4f1a\u81ea\u52a8\u68c0\u6d4b\u5230\u3001\u70b9\u4e00\u4e0b\u5c31\u88c5\u597d;Cursor / Codex \u4e5f\u90fd\u652f\u6301\u3002\u88c5\u5b8c\u91cd\u542f\u5bf9\u5e94\u5de5\u5177\u5c31\u751f\u6548\u3002\r\n\r\n\u5e95\u5c42\u662f\u6807\u51c6 MCP(Model Context Protocol),\u7406\u8bba\u4e0a\u4efb\u4f55 MCP \u5ba2\u6237\u7aef\u90fd\u80fd\u63a5\u3002\r\n\r\n## \u5b9e\u9645\u7528\u6cd5\r\n\r\n\r\n\r\n\u4e3e\u51e0\u4e2a\u6211\u81ea\u5df1\u5e38\u7528\u7684:\r\n\r\n1. **\"\u6211\u521a\u521a\u590d\u5236\u4e86\u4ec0\u4e48\"** \u2014\u2014 \u76f4\u63a5\u95ee AI,\u4e0d\u7528\u5207\u56de PasteMemo \u7ffb\u3002AI \u4f1a\u8bc6\u522b\u51fa\u662f\u56fe\u7247 / \u94fe\u63a5 / \u4ee3\u7801\u7247\u6bb5,\u5e76\u7ed9\u51fa\u6458\u8981\u548c\u8def\u5f84\r\n2. **\"\u5e2e\u6211\u751f\u6210 X \u653e\u526a\u8d34\u677f\"** \u2014\u2014 \u5199\u5b8c JSON / SQL / \u914d\u7f6e\u6587\u4ef6,\u76f4\u63a5 \u2318V \u7c98\u5230\u76ee\u6807 App \u3002\u7701\u6389 ChatGPT \u90a3\u79cd\"\u627e\u590d\u5236\u6309\u94ae \u2192 \u7c98\u8d34 \u2192 \u53d1\u73b0\u590d\u9519\u4e86 \u2192 \u518d\u590d\u5236\"\r\n3. **\"\u8fd9\u5f20\u622a\u56fe\u91cc\u5199\u4e86\u5565\"** \u2014\u2014 \u622a\u5b8c\u76f4\u63a5\u95ee,\u4e0d\u7528\u62d6\u6587\u4ef6\r\n4. **\"\u4e0a\u6b21\u90a3\u6bb5\u9519\u8bef\u65e5\u5fd7\u518d\u5206\u6790\u4e0b\"** \u2014\u2014 \u8ba9 AI \u4ece\u526a\u8d34\u677f\u5386\u53f2\u91cc\u81ea\u5df1\u627e\r\n\r\n\u9690\u79c1\u4e0a:\u9ed8\u8ba4\u4f1a\u8bfb\u6240\u6709\u526a\u8d34\u9879,\u4f46\u53ef\u4ee5\u5728 \u8bbe\u7f6e \u2192 AI Agents \u5173\u6389\"\u654f\u611f\u526a\u8d34\u9879\"\u8bfb\u53d6,\u4e5f\u80fd\u628a\u7279\u5b9a App(\u6bd4\u5982\u5bc6\u7801\u7ba1\u7406\u5668)\u52a0\u8fdb\u9ed1\u540d\u5355\u3002\r\n\r\n## \u4e0b\u8f7d\r\n\r\nBeta \u7248\u76f4\u94fe:https://www.lifedever.com/PasteMemo/beta/\r\n\r\n\u6b63\u5f0f\u7248\u7528\u6237:\u4e0b\u4e00\u4e2a\u7248\u672c(1.6.9)\u53d1\u5e03\u540e,\u5728 \u8bbe\u7f6e \u2192 \u5173\u4e8e \u2192 \u53c2\u4e0e Beta \u6d4b\u8bd5 \u6253\u5f00\u5f00\u5173\u5c31\u4f1a\u81ea\u52a8\u6536\u5230 Beta \u66f4\u65b0\u3002\r\n\r\nBeta \u53ef\u80fd\u4e0d\u7a33\u5b9a,\u5efa\u8bae\u975e\u5173\u952e\u673a\u5668\u4e0a\u4f53\u9a8c\u3002\u95ee\u9898\u53cd\u9988:[GitHub Issues]( https://github.com/lifedever/PasteMemo-app/issues)\r\n\r\n---\r\n\r\nPasteMemo \u514d\u8d39\u5f00\u6e90(GPL-3.0):https://github.com/lifedever/PasteMemo-app", "content_rendered": "PasteMemo \u6700\u65b0 Beta \u5185\u7f6e\u4e86 MCP server,\u8ba9 Claude Code / Cursor / Codex \u7b49 AI Agent \u80fd\u76f4\u63a5\u8bfb\u5199\u4f60\u7684\u526a\u8d34\u677f\u5386\u53f2\u3002
\n\u4e0d\u7528\u518d\u8fd9\u6837\u4e86:
\n\u53ef\u4ee5\u76f4\u63a5\u8fd9\u6837:
\n\n\n\n
/pastememo \u6211\u6700\u540e\u590d\u5236\u7684\u5185\u5bb9\u662f\u4ec0\u4e48\n
\u5e2e\u6211\u5199\u4e2a JSON hello world \u653e\u8fdb\u526a\u8d34\u677f /pastememo\n
\u628a\u6211\u521a\u624d\u590d\u5236\u7684\u90a3\u6bb5 SQL \u6539\u6210 PostgreSQL \u5199\u6cd5
AI \u81ea\u5df1\u8bfb\u3001\u81ea\u5df1\u5199\u3002
\n![\"\"](\"https://cdn.jsdelivr.net/gh/lifedever/images@master/it/2026/05/20260509-200838-1.png\"/)
\u8bbe\u7f6e \u2192 AI Agents \u91cc\u80fd\u770b\u5230\u5f53\u524d MCP \u5ba2\u6237\u7aef\u7684\u72b6\u6001\u3002\u5df2\u7ecf\u88c5\u4e86 Claude Code \u7684\u4f1a\u81ea\u52a8\u68c0\u6d4b\u5230\u3001\u70b9\u4e00\u4e0b\u5c31\u88c5\u597d;Cursor / Codex \u4e5f\u90fd\u652f\u6301\u3002\u88c5\u5b8c\u91cd\u542f\u5bf9\u5e94\u5de5\u5177\u5c31\u751f\u6548\u3002
\n\u5e95\u5c42\u662f\u6807\u51c6 MCP(Model Context Protocol),\u7406\u8bba\u4e0a\u4efb\u4f55 MCP \u5ba2\u6237\u7aef\u90fd\u80fd\u63a5\u3002
\n![\"\"](\"https://cdn.jsdelivr.net/gh/lifedever/images@master/it/2026/05/20260509-200838-2.png\"/)
\u4e3e\u51e0\u4e2a\u6211\u81ea\u5df1\u5e38\u7528\u7684:
\n\u9690\u79c1\u4e0a:\u9ed8\u8ba4\u4f1a\u8bfb\u6240\u6709\u526a\u8d34\u9879,\u4f46\u53ef\u4ee5\u5728 \u8bbe\u7f6e \u2192 AI Agents \u5173\u6389\"\u654f\u611f\u526a\u8d34\u9879\"\u8bfb\u53d6,\u4e5f\u80fd\u628a\u7279\u5b9a App(\u6bd4\u5982\u5bc6\u7801\u7ba1\u7406\u5668)\u52a0\u8fdb\u9ed1\u540d\u5355\u3002
\nBeta \u7248\u76f4\u94fe:https://www.lifedever.com/PasteMemo/beta/
\n\u6b63\u5f0f\u7248\u7528\u6237:\u4e0b\u4e00\u4e2a\u7248\u672c(1.6.9)\u53d1\u5e03\u540e,\u5728 \u8bbe\u7f6e \u2192 \u5173\u4e8e \u2192 \u53c2\u4e0e Beta \u6d4b\u8bd5 \u6253\u5f00\u5f00\u5173\u5c31\u4f1a\u81ea\u52a8\u6536\u5230 Beta \u66f4\u65b0\u3002
\nBeta \u53ef\u80fd\u4e0d\u7a33\u5b9a,\u5efa\u8bae\u975e\u5173\u952e\u673a\u5668\u4e0a\u4f53\u9a8c\u3002\u95ee\u9898\u53cd\u9988:GitHub Issues
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\n\u73a9\u6cd5\u5f88\u7b80\u5355\uff1a
\n1. \u65e0\u9650\u6a21\u5f0f
\n2. \u8ba1\u65f6\u6a21\u5f0f
\n\u5168\u7403\u6392\u540d\uff1a
\n\u62fc\u624b\u901f\u65e0\u60c5\u6309\u7a7a\u683c\uff0c0 \u51b3\u7b56 0 \u601d\u8003\uff0c\u5f88\u65e0\u8111\u3002
\n\u5206\u6570\u4ece K \u98d9\u5230 M \u98d9\u5230 B \u98d9\u5230 T \uff0c\u80be\u4e0a\u817a\u7d20\u8e6d\u8e6d\u5f80\u4e0a\u5192\u3002
\n![\"https://whatgamesplay.com/zh/spacebar-clicker\"](\"https://i.imgur.com/YOOqBHc.png\"/)
\ud83d\udc49\ud83c\udffb\u76f4\u8fbe\u5730\u5740\uff1a https://whatgamesplay.com/zh/spacebar-clicker
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"https://cdn.v2ex.com/avatar/6c3a/37a7/755972_mini.png?m=1767170079", "avatar_normal": "https://cdn.v2ex.com/avatar/6c3a/37a7/755972_normal.png?m=1767170079", "avatar_large": "https://cdn.v2ex.com/avatar/6c3a/37a7/755972_large.png?m=1767170079", "avatar_xlarge": "https://cdn.v2ex.com/avatar/6c3a/37a7/755972_xlarge.png?m=1767170079", "avatar_xxlarge": "https://cdn.v2ex.com/avatar/6c3a/37a7/755972_xxlarge.png?m=1767170079", "avatar_xxxlarge": "https://cdn.v2ex.com/avatar/6c3a/37a7/755972_xxxlarge.png?m=1767170079", "created": 1751769982, "last_modified": 1767170079, "pro": 0}, "last_reply_by": "", "last_touched": 1778322895, "title": "\u81ea\u9020\u8f6e\u5b50\u5206\u4eab\uff0c ai \u56fd\u9645\u5316 json translate \u5c0f\u5de5\u5177", "url": "https://study.congcong.us/t/1211528", "created": 1778323075, "deleted": 0, "content": "- \u6838\u5fc3\u529f\u80fd\uff1ajson \u6587\u4ef6\u7ffb\u8bd1\r\n- \u6838\u5fc3\u75db\u70b9\uff1acodex/cc \u7ffb\u8bd1\u56fd\u9645\u5316\u5bb9\u6613\u5077\u61d2 + \u6162\uff0c\u9002\u5408\u591a\u8bed\u8a00 10+\u79cd\u8bed\u8a00\u4f7f\u7528\r\n\r\n\u652f\u6301 BYOK (Bring Your Own Key)\uff0c\u529f\u80fd\u5b8c\u5168\u514d\u8d39\uff0c\u5b9e\u6d4b\u4e0b\u8f7d gpt 5.4 min \u3001gemini 2.5 flash \u901f\u5ea6\u548c\u6027\u4ef7\u6bd4\u6700\u9ad8\r\n\r\n\u7701\u4e8b\u4e5f\u53ef\u4ee5\u4f7f\u7528\u7f51\u7ad9\u5185\u7f6e ai \uff0c\u6309\u79ef\u5206\u6d88\u8017\uff0c\u73b0\u5728\u9001 30 \u6b21\u7ffb\u8bd1\uff0c**\u4e0d\u591f\u7528\u7559\u4e0b\u90ae\u7bb1 \u518d\u9001 100 \u6b21\u7ffb\u8bd1**\r\n\r\nhttps://www.youtube.com/watch?si=aQ_8kp9e2lGlF39k&v=1Nf2Y_WdP4s&feature=youtu.be\r\n\r\n\r\n\u6700\u8fd1\u505a AI SaaS \u51fa\u6d77\uff0c\u53d1\u73b0\u4e00\u4e2a\u5f88\u5934\u75bc\u7684\u95ee\u9898\uff1a\r\n\r\n\u7f51\u7ad9\u56fd\u9645\u5316\uff08 i18n \uff09\u8d8a\u6765\u8d8a\u96be\u641e\u4e86\u3002\r\n\r\n\u5c24\u5176\u73b0\u5728\u5927\u5bb6\u90fd\u5728\u7528 AI \u505a\u7ffb\u8bd1\uff0c\u5b9e\u9645\u7528\u4e86\u4e4b\u540e\u4f1a\u53d1\u73b0\u51e0\u4e2a\u975e\u5e38\u771f\u5b9e\u7684\u95ee\u9898\uff1a\r\n\r\n* AI \u5f88\u559c\u6b22\u5077\u61d2\r\n * \u4e00\u5927\u6bb5 JSON \uff0c\u540e\u9762\u5f00\u59cb\u4e71\u7ffb\r\n * key \u6f0f\u7ffb\r\n * placeholders \u88ab\u6539\u574f\r\n * HTML / markdown \u88ab\u6c61\u67d3\r\n* \u5168\u91cf\u7ffb\u8bd1\u6210\u672c\u592a\u9ad8\r\n * \u6539\u4e86\u4e00\u4e2a\u5b57\u6bb5\uff0c\u4e5f\u91cd\u65b0\u7ffb\u6574\u4e2a JSON\r\n * token \u6d88\u8017\u5de8\u5927\r\n * GPT-5 / Claude \u8dd1\u4e00\u6b21\u5f88\u8d35\r\n* \u901f\u5ea6\u6162\r\n * \u51e0\u5343\u884c locale \u6587\u4ef6\u7ffb\u8bd1\u534a\u5929\r\n * CI/CD \u6839\u672c\u4e0d\u597d\u63a5\r\n* \u5f88\u591a\u5de5\u5177\u8fc7\u4e8e\u201c\u91cd\u91cf\u7ea7\u201d\r\n * \u4e00\u5806\u5e73\u53f0\u8d26\u53f7\r\n * \u5f3a\u7ed1\u5b9a\u67d0\u4e2a AI\r\n * \u914d\u7f6e\u590d\u6742\r\n * 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\u7684\u6a21\u578b\r\n\r\n\r\n\u5f88\u591a\u573a\u666f\u5176\u5b9e DeepSeek / Gemini Flash \u5df2\u7ecf\u591f\u7528\u4e86\uff0c\u6210\u672c\u80fd\u4f4e\u5f88\u591a\u3002\r\n\r\n\u2e3b\r\n\r\n3. \u4e13\u95e8\u9488\u5bf9 JSON \u56fd\u9645\u5316\u4f18\u5316\r\n\r\n\u505a\u4e86\u5f88\u591a\u810f\u6d3b\u5904\u7406\uff1a\r\n\r\n* \u4fdd\u6301 JSON \u7ed3\u6784\r\n* \u4e0d\u7834\u574f placeholders\r\n* \u4e0d\u6c61\u67d3 HTML\r\n* \u4e0d\u4fee\u6539 key\r\n* \u652f\u6301\u5d4c\u5957 JSON\r\n* \u907f\u514d AI \u5077\u61d2\u7701\u7565\r\n\r\n\r\n\u2e3b\r\n\r\n4. CLI \u652f\u6301\r\n\r\n\u53ef\u4ee5\u76f4\u63a5\u63a5 CI/CD\uff1a\r\n\r\n[jsontranslate-cli]( https://www.npmjs.com/package/jsontranslate-cli)\r\n\r\n\r\n\u9002\u5408\uff1a\r\n\r\n* Next.js\r\n* Nuxt\r\n* React\r\n* Vue\r\n* Expo / React Native\r\n* Electron\r\n* \u4efb\u610f i18n JSON \u9879\u76ee\r\n\r\n\u2e3b\r\n\r\n5. \u514d\u8d39\u3001\u8f7b\u91cf\r\n\r\n\u6ca1\u6709\u505a\u6210\u90a3\u79cd\u201c\u5927\u800c\u5168\u7ffb\u8bd1\u5e73\u53f0\u201d\u3002\r\n\r\n\u66f4\u50cf\u5f00\u53d1\u8005\u5de5\u5177\uff1a\r\n\r\n* \u6253\u5f00\u5373\u7528\r\n* \u4e0d\u7ed1\u5b9a\u5de5\u4f5c\u6d41\r\n* \u529f\u80fd\u5c3d\u91cf\u7b80\u5355\r\n\r\n\u2e3b\r\n\r\n\u76ee\u524d\u81ea\u5df1\u51fa\u6d77\u9879\u76ee\u5df2\u7ecf\u5728\u7528\u4e86\u3002", "content_rendered": "\u652f\u6301 BYOK (Bring Your Own Key)\uff0c\u529f\u80fd\u5b8c\u5168\u514d\u8d39\uff0c\u5b9e\u6d4b\u4e0b\u8f7d gpt 5.4 min \u3001gemini 2.5 flash \u901f\u5ea6\u548c\u6027\u4ef7\u6bd4\u6700\u9ad8
\n\u7701\u4e8b\u4e5f\u53ef\u4ee5\u4f7f\u7528\u7f51\u7ad9\u5185\u7f6e ai \uff0c\u6309\u79ef\u5206\u6d88\u8017\uff0c\u73b0\u5728\u9001 30 \u6b21\u7ffb\u8bd1\uff0c\u4e0d\u591f\u7528\u7559\u4e0b\u90ae\u7bb1 \u518d\u9001 100 \u6b21\u7ffb\u8bd1
\nhttps://www.youtube.com/watch?si=aQ_8kp9e2lGlF39k&v=1Nf2Y_WdP4s&feature=youtu.be
\n\u6700\u8fd1\u505a AI SaaS \u51fa\u6d77\uff0c\u53d1\u73b0\u4e00\u4e2a\u5f88\u5934\u75bc\u7684\u95ee\u9898\uff1a
\n\u7f51\u7ad9\u56fd\u9645\u5316\uff08 i18n \uff09\u8d8a\u6765\u8d8a\u96be\u641e\u4e86\u3002
\n\u5c24\u5176\u73b0\u5728\u5927\u5bb6\u90fd\u5728\u7528 AI \u505a\u7ffb\u8bd1\uff0c\u5b9e\u9645\u7528\u4e86\u4e4b\u540e\u4f1a\u53d1\u73b0\u51e0\u4e2a\u975e\u5e38\u771f\u5b9e\u7684\u95ee\u9898\uff1a
\n\u6240\u4ee5\u6211\u81ea\u5df1\u505a\u4e86\u4e2a\u5c0f\u5de5\u5177\uff1a
\n\ud83d\udc49 JsonTranslate.org
\n\u6838\u5fc3\u601d\u8def\u5c31\u51e0\u4e2a\uff1a
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\n\u5df2\u7ecf\u7ffb\u8bd1\u8fc7\u7684\u4e0d\u91cd\u590d\u6d88\u8017 token \u3002
\n\u8fd9\u4e2a\u5bf9 AI \u7ffb\u8bd1\u771f\u7684\u592a\u5173\u952e\u4e86\u3002
\n\u5c24\u5176 SaaS \u9879\u76ee\u7ecf\u5e38\u4e00\u5929\u6539\u51e0\u5341\u6b21\u6587\u6848\uff0c\u5982\u679c\u6bcf\u6b21\u5168\u91cf\u7ffb\u8bd1\uff0c\u6210\u672c\u76f4\u63a5\u7206\u70b8\u3002
\n\u2e3b
\n\u53ef\u4ee5\u81ea\u5df1\u914d\u7f6e\uff1a
\n\u5f88\u591a\u573a\u666f\u5176\u5b9e DeepSeek / Gemini Flash \u5df2\u7ecf\u591f\u7528\u4e86\uff0c\u6210\u672c\u80fd\u4f4e\u5f88\u591a\u3002
\n\u2e3b
\n\u505a\u4e86\u5f88\u591a\u810f\u6d3b\u5904\u7406\uff1a
\n\u2e3b
\n\u53ef\u4ee5\u76f4\u63a5\u63a5 CI/CD\uff1a
\n\n\u9002\u5408\uff1a
\n\u2e3b
\n\u6ca1\u6709\u505a\u6210\u90a3\u79cd\u201c\u5927\u800c\u5168\u7ffb\u8bd1\u5e73\u53f0\u201d\u3002
\n\u66f4\u50cf\u5f00\u53d1\u8005\u5de5\u5177\uff1a
\n\u2e3b
\n\u76ee\u524d\u81ea\u5df1\u51fa\u6d77\u9879\u76ee\u5df2\u7ecf\u5728\u7528\u4e86\u3002
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\u53cb\u4eec\u76f4\u63a5\u62ff\u672a\u9886\u53d6\u7684\uff0c\u611f\u8c22 \ud83d\ude4f)\r\n\r\n\u4e00\u5e74\u89e3\u9501\r\n* N3XM4TMAA8M7TY4JF4\r\n* PKFPXP7A6L4HHXH8RR\r\n* RN4AJNJX8J4636888H\r\n\r\n\u4e00\u4e2a\u6708\u89e3\u9501\r\n* PE48A8EYX73MP3Y67N\r\n* AHJYHLKNJE3XAHT47N\r\n* RR6WERRNLHKRFRALJ6\r\n* R8F7EXYM4P7WX34MXX\r\n* 7ELEMW8NEMEPHNPWJN\r\n* N8FHR8F3JYNX6XAFPJ\r\n* 4TPX8XHYKKLYJA4Y43\r\n* HML4N7PLWJAR68KTEJ\r\n* P667PJF3RK6FM76KPX\r\n* 3YRPPKTH77KEXWHWLY\r\n\r\n------\r\n\u4e0b\u8f7d\uff1a https://redock.dev/zh\r\n\r\n\r\n", "content_rendered": "\u4f60\u6709\u6ca1\u6709\u9047\u5230\u8fc7\u51fa\u95e8\u5728\u5916\uff0c\u6216\u5728\u6c99\u53d1\u3001\u5e8a\u4e0a\u8eba\u7740\u7684\u65f6\u5019\uff0c\u7a81\u7136\u6709\u4e2a idea \u5192\u51fa\u6765\uff0c\u60f3\u8981\u4f18\u5316\u4e00\u4e0b\u4ea7\u54c1\u529f\u80fd\u6216\u4ee3\u7801\uff0c\u4f46\u5948\u4f55\u6ca1\u5e26\u7535\u8111\uff1f
\nAI coding agent \u7684\u51fa\u73b0\uff0c\u518d\u52a0\u4e0a SSH \u5ba2\u6237\u7aef\uff0c\u8fd9\u4e2a\u95ee\u9898\u53ef\u4ee5\u5f97\u5230\u5f88\u597d\u7684\u89e3\u51b3\u3002
\n\u624b\u673a SSH \u8fde\u4e0a\u5f00\u53d1\u7535\u8111\u4e0a\u7684 agent \uff0c\u4e00\u987f\u8bed\u97f3\u53e3\u55b7\u5c31\u5b8c\u4e8b\u4e86\uff0c\u751a\u81f3\u518d\u70b9\u4e0b\u6309\u94ae\u8dd1\u4e2a\u811a\u672c\u628a\u6539\u597d\u7684\u4ee3\u7801\u53d1\u4e2a testflight \u7248\u672c\u3002\u5728\u5916\u9762\u901b\u8857\u3001\u6392\u961f\uff0c\u5c31\u5b8c\u6210\u4e86\u51e0\u4e2a\u5f00\u53d1\u4efb\u52a1\uff0c\u8fd8\u80fd\u505a\u6d4b\u8bd5\u9a8c\u8bc1\u3002
\n\u4f46\u4f20\u7edf\u7684\u624b\u673a SSH \u5ba2\u6237\u7aef\u5e76\u6ca1\u4e3a\u8fd9\u4e2a\u573a\u666f\u800c\u8bbe\u8ba1\uff0c\u53ef\u4ee5\u7528\uff0c\u4f46\u4e0d\u591f\u4e1d\u6ed1\uff0c\u6240\u4ee5\u6211\u505a\u4e86 Redock \u3002
\nRedock \u4e3b\u8981\u505a\u4e86\u5982\u4e0b\u5de5\u4f5c\uff1a
\n1.\u9762\u5411\u5f00\u53d1\u5468\u671f\u8bbe\u8ba1\u7684\uff0c\u5f15\u5165\u4e86 Project \uff0cAction \u7684\u6982\u5ff5
\n2.\u7ec8\u7aef\u5bf9 agent \u7684 TUI \u9002\u914d
\n3.\u5bf9 tmux \u7684\u539f\u751f\u652f\u6301
\n\u4e3a\u4ec0\u4e48\u4e0d\u7528\u7c7b\u4f3c Happy \u90a3\u6837\u7684\u8fdc\u7a0b agent \u9065\u63a7\u5668\u65b9\u6848\uff1f
\nRedock \u662f\u514d\u8d39\u7684\uff0c\u514d\u8d39\u7248\u53ef\u6ee1\u8db3\u7edd\u5927\u591a\u6570\u573a\u666f\u3002\u72ec\u7acb\u5f00\u53d1\u8d5a\u70b9\u751f\u6d3b\u8d39\uff0c\u8bbe\u7f6e\u4e86 PRO \u7248\u672c\uff0c\u9996\u53d1\u9001\u7801\u89e3\u9501\u5168\u90e8\u529f\u80fd\u3002
\n(\u9886\u53d6\u540e\u9ebb\u70e6\u5728\u8bc4\u8bba\u533a mark \uff0c\u65b9\u4fbf\u4e00\u4e0b v \u53cb\u4eec\u76f4\u63a5\u62ff\u672a\u9886\u53d6\u7684\uff0c\u611f\u8c22 \ud83d\ude4f)
\n\u4e00\u5e74\u89e3\u9501
\n\u4e00\u4e2a\u6708\u89e3\u9501
\n\u4e0b\u8f7d\uff1a https://redock.dev/zh
\n![\"APP](\"https://i.v2ex.co/bS0YA09T.png\"/)