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      "url": "https://www.v2ex.com/t/1179827", 
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        "name": "081", 
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      "url": "https://www.v2ex.com/t/1175504", 
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        "name": "rpman", 
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      "url": "https://www.v2ex.com/t/1174287", 
      "title": "\u7528 Germini 3 Pro \u6765 Vibe Code \u4e86\u4e00\u4e2a \u52a8\u6001 3D \u53ef\u89c6\u5316 BTC \u8ba2\u5355\u7c3f \u7684\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1174287", 
      "date_published": "2025-11-21T10:25:21+00:00", 
      "content_html": "<p>\u505a\u4e86\u4e00\u4e2a Orderbook Canyon, \u628a BTC/USDT \u7684\u8ba2\u5355\u7c3f\u5b9e\u65f6\u6295\u5f71\u6210 3D \u5ce1\u8c37\uff0c\u4e70\u5356\u5899\u7684\u4f53\u79ef\u3001\u8d70\u52bf\u3001\u6ce2\u52a8\u4e00\u76ee\u4e86\u7136</p>\n<p>live demo: <a href=\"https://cnrpman.github.io/orderbook_canyon/\" rel=\"nofollow\">https://cnrpman.github.io/orderbook_canyon/</a>\nrepo: <a href=\"https://github.com/cnrpman/orderbook_canyon\" rel=\"nofollow\">https://github.com/cnrpman/orderbook_canyon</a></p>\n<p>\u6b22\u8fce\u5927\u5bb6\u8bd5\u7528\u63d0\u5efa\u8bae\uff0c\u4e5f\u6b22\u8fce\u5927\u5bb6\u5206\u4eab vibe coding \u7ecf\u9a8c\u3002</p>\n<p>\u505a\u8fd9\u4e2a\u5c0f\u5de5\u5177\u5c5e\u5b9e\u662f\u56e0\u4e3a BTC \u8dcc\u592a\u60e8\u9700\u8981\u70b9\u5fc3\u7406\u6309\u6469\uff1b\n\u540c\u65f6\u4e5f\u56e0\u4e3a\u770b\u4e86\u5f88\u591a Germini 3 Pro + AI Studio \u7684\u5546\u5355\u6587\u540e\u624b\u75d2\u4e86\uff0c\u4f46\u505a\u51fa\u8fd9\u4e2a\u5c0f\u5de5\u5177\u8d77\u7801\u5634\u4e86\u6709\u5341\u51e0\u8f6e\uff0c\u82b1\u4e86\u5feb 2 \u4e2a\u5c0f\u65f6\uff0c\u800c\u4e14\u5230\u540e\u671f\u6709\u7684 bug \u5b8c\u5168\u5634\u4e0d\u52a8\u53ea\u80fd\u624b\u52a8\u63a5\u7ba1\u3002\u3002\u603b\u4f53\u4f53\u611f\u662f Germini 3 \u5ba1\u7f8e\u786e\u5b9e\u53ef\u4ee5\uff0c\u4f46\u7f16\u7a0b\u80fd\u529b\u6bd4\u53cb\u5546\u6a21\u578b\u8981\u5dee\u4e00\u6863</p>\n"
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      "url": "https://www.v2ex.com/t/1174175", 
      "title": "\u5982\u679c\u6307\u6807\u771f\u7684\u8dcc\u7a7f 0.45,\u90a3\u4e0d\u662f\u98ce\u9669\uff0c\u90a3\u662f\u4e0a\u5e1d\u7ed9\u7684\u673a\u4f1a\u3002", 
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      "date_published": "2025-11-21T03:27:32+00:00", 
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    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/neversink", 
        "name": "neversink", 
        "avatar": "https://cdn.v2ex.com/gravatar/851f54a2c14c7e7fa5498b561919a6ff?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1173410", 
      "title": "\u5b9a\u6295\u6bd4\u7279\u5e01\u64cd\u4f5c\u7ec6\u8282\u8bf7\u6559", 
      "id": "https://www.v2ex.com/t/1173410", 
      "date_published": "2025-11-18T00:44:06+00:00", 
      "content_html": "<p>\u770b\u7740\u4ef7\u683c\u633a\u4f4e\u7684\uff0c\u51c6\u5907\u5728\u5e01\u5b89\u4e0a\u505a\u4e0b\u5b9a\u6295\uff0c\u6bcf\u4e2a\u6708 3000 \u5427\uff0c\u6709\u51e0\u4e2a\u95ee\u9898\u8bf7\u6559\uff0c\u8c22\u8c22\u8001\u54e5\u4eec\n1 \u3001\u662f\u76f4\u63a5 c2c \u4e70 btc \u5462\uff0c\u8fd8\u662f\u5148 c2c \u4e70\u7a33\u5b9a\u5e01\u518d\u95ea\u5151\u6362 btc \uff0c\u597d\u50cf\u76f4\u63a5\u4e70 btc \u7684\u4e2d\u95f4\u8d39\u7387\u6709\u70b9\u9ad8\n2 \u3001\u4e4b\u524d\u597d\u50cf usdt \u8131\u94a9\u8fc7\uff0c\u662f\u4e0d\u662f\u66f4\u63a8\u8350 usdc\n3 \u3001\u5c0f\u8d5a\u4e00\u7b14\u6216\u8005\u4f24\u5fc3\u79bb\u573a\u60f3\u8981\u51fa\u91d1\uff0c2 \uff5e 3w \u8d70\u4ec0\u4e48\u6e20\u9053\u6bd4\u8f83\u9760\u8c31</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wensg", 
        "name": "wensg", 
        "avatar": "https://cdn.v2ex.com/avatar/a9ab/2cd9/773531_large.png?m=1762786373"
      }, 
      "url": "https://www.v2ex.com/t/1171847", 
      "title": "\u95ee\u8001\u73a9\u5bb6\uff0c\u5e01\u5b89 \u548c OKX \u54ea\u5bb6\u7684\u94b1\u5305\u597d\u7528\uff1f", 
      "id": "https://www.v2ex.com/t/1171847", 
      "date_published": "2025-11-10T15:23:21+00:00", 
      "content_html": ""
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/freekindom", 
        "name": "freekindom", 
        "avatar": "https://cdn.v2ex.com/gravatar/360dfe2af328e1ab2fe3b4907ef88beb?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1171638", 
      "title": "\u6211\u5199\u4e86\u4e2a\u201c\u6559\u5b66\u7248\u201d\u6bd4\u7279\u5e01\uff0c\u7528 10 \u4e2a Python \u811a\u672c\u5e26\u4f60\u5f7b\u5e95\u641e\u61c2\u6838\u5fc3\u539f\u7406", 
      "id": "https://www.v2ex.com/t/1171638", 
      "date_published": "2025-11-10T02:25:11+00:00", 
      "content_html": "<p>\u6bd4\u7279\u5e01\u3001\u533a\u5757\u94fe\uff0c\u4e00\u95ee\u5230 <strong>UTXO \u3001PoW \u3001\u6570\u5b57\u7b7e\u540d</strong>\u8fd9\u4e9b\u6838\u5fc3\u7ec6\u8282\uff0c\u53ef\u80fd\u5c31\u6709\u70b9\u6a21\u7cca\u4e86\u3002\u770b\u7406\u8bba\u6587\u7ae0\u53c8\u5e38\u5e38\u89c9\u5f97\u67af\u71e5\uff0c\u4e0d\u591f\u76f4\u89c2\u3002</p>\n<p>\u4e3a\u4e86\u5f7b\u5e95\u641e\u61c2\u5b83\uff0c\u6211\u51b3\u5b9a\u7528\u7eaf Python \u4ece\u96f6\u64b8\u4e00\u4e2a\u7b80\u5316\u7248\u7684\u6bd4\u7279\u5e01\uff0c\u5e76\u628a\u8fc7\u7a0b\u6574\u7406\u6210\u4e86 10 \u4e2a\u5faa\u5e8f\u6e10\u8fdb\u7684\u811a\u672c\uff0c\u5e0c\u671b\u80fd\u5e2e\u5230\u6709\u540c\u6837\u56f0\u60d1\u7684 V2EXer \u3002</p>\n<p>\u8fd9\u4e2a\u9879\u76ee\u6700\u5927\u7684\u7279\u70b9\u5c31\u662f <strong>\u201c\u4e3a\u6559\u5b66\u800c\u751f\u201d</strong>\u3002</p>\n<p>\ud83d\udd17 <strong>\u9879\u76ee\u5730\u5740</strong>: <a href=\"https://github.com/picasso250/my-bitcoin/\" rel=\"nofollow\">https://github.com/picasso250/my-bitcoin/</a></p>\n<hr/>\n<h3>\u2728 \u8fd9\u4e2a\u9879\u76ee\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f</h3>\n<ul>\n<li><strong>100% \u5faa\u5e8f\u6e10\u8fdb</strong>\uff1a\u4ece <code>step1</code> (\u751f\u6210\u5bc6\u94a5) \u5230 <code>step10</code> (\u6a21\u62df\u7f51\u7edc\u5171\u8bc6)\uff0c\u6bcf\u4e2a\u811a\u672c\u53ea\u4e13\u6ce8\u4e00\u4e2a\u6838\u5fc3\u6982\u5ff5\u3002\u4f60\u53ef\u4ee5<code>python step1_...</code> <code>python step2_...</code> \u8fd9\u6837\u4e00\u6b65\u6b65\u6267\u884c\u4e0b\u6765\uff0c\u770b\u7740\u5b83\u4ece\u65e0\u5230\u6709\uff0c\u5b8c\u5168\u6ca1\u6709\u5b66\u4e60\u65ad\u5c42\u3002</li>\n<li><strong>\u4ee3\u7801\u5373\u6587\u6863</strong>\uff1a\u6211\u5199\u4e86\u5927\u91cf\u201c\u4fdd\u59c6\u7ea7\u201d\u7684\u6ce8\u91ca\uff0c\u4e0d\u4ec5\u89e3\u91ca\u4ee3\u7801<strong>\u201c\u505a\u4e86\u4ec0\u4e48\u201d</strong>\uff0c\u66f4\u89e3\u91ca\u4e86<strong>\u201c\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u8bbe\u8ba1\u201d</strong>\u3002\u6bd4\u5982\uff0c\u4e3a\u4ec0\u4e48\u5730\u5740\u9700\u8981\u6821\u9a8c\u548c\uff1f\u4e3a\u4ec0\u4e48\u4ea4\u6613\u8981\u786e\u5b9a\u6027\u5e8f\u5217\u5316\uff1f</li>\n<li><strong>\u805a\u7126\u6838\u5fc3\uff0c\u629b\u5f03\u566a\u97f3</strong>\uff1a\u9879\u76ee\u780d\u6389\u4e86\u590d\u6742\u7684 P2P \u7f51\u7edc\u5c42\u548c Base58 \u7f16\u7801\uff0c\u8ba9\u4f60\u80fd\u628a\u5168\u90e8\u7cbe\u529b\u653e\u5728 <strong>\u5bc6\u7801\u5b66 (ECDSA)\u3001\u4ea4\u6613\u7ed3\u6784 (UTXO) \u548c\u5de5\u4f5c\u91cf\u8bc1\u660e (PoW)</strong> \u8fd9\u4e9b\u771f\u6b63\u5960\u5b9a\u6bd4\u7279\u5e01\u5927\u53a6\u7684\u57fa\u77f3\u4e0a\u3002</li>\n<li><strong>\ud83d\udca1 \u9f13\u52b1\u4e0e AI \u7ed3\u5bf9\u5b66\u4e60</strong>\uff1a\u9879\u76ee README \u548c\u6ce8\u91ca\u98ce\u683c\u90fd\u975e\u5e38\u9002\u5408\u4e0e <strong>Gemini</strong> \u8fd9\u6837\u7684 AI \u52a9\u624b\u4e92\u52a8\u3002\u770b\u4e0d\u61c2\u7684\u5730\u65b9\uff0c\u76f4\u63a5\u628a\u4ee3\u7801\u548c\u95ee\u9898\u4e22\u7ed9\u5b83\uff0c\u628a\u5b83\u5f53\u6210\u4f60\u7684 24/7 \u52a9\u6559\uff0c\u5b66\u4e60\u6548\u7387\u7ffb\u500d\u3002</li>\n</ul>\n<hr/>\n<h3>\ud83d\udcda 10 \u6b65\u5b66\u4e60\u8def\u5f84\u6982\u89c8\uff1a</h3>\n<ol>\n<li><code><a href=\"http://step1_generate_keys.py\" rel=\"nofollow\">step1_generate_keys.py</a></code>: \u751f\u6210\u4f60\u7684\u7b2c\u4e00\u5bf9\u516c\u79c1\u94a5\u3002</li>\n<li><code><a href=\"http://step2_sign_and_verify.py\" rel=\"nofollow\">step2_sign_and_verify.py</a></code>: \u7406\u89e3\u7b7e\u540d\u7684\u672c\u8d28\u3002</li>\n<li><code><a href=\"http://step3_public_key_to_address.py\" rel=\"nofollow\">step3_public_key_to_address.py</a></code>: \u4ece\u516c\u94a5\u5230\u6211\u4eec\u719f\u6089\u7684\u5730\u5740\u3002</li>\n<li><code><a href=\"http://step4_build_simple_transaction.py\" rel=\"nofollow\">step4_build_simple_transaction.py</a></code>: \u6784\u5efa\u7b2c\u4e00\u7b14\u201c\u4ea4\u6613\u201d\u3002</li>\n<li><code><a href=\"http://step5_create_a_block.py\" rel=\"nofollow\">step5_create_a_block.py</a></code>: \u628a\u4ea4\u6613\u6253\u5305\u8fdb\u533a\u5757\u3002</li>\n<li><code><a href=\"http://step6_mine_a_block.py\" rel=\"nofollow\">step6_mine_a_block.py</a></code>: \u5f15\u5165\u5de5\u4f5c\u91cf\u8bc1\u660e (\u6316\u77ff)\uff01</li>\n<li><code><a href=\"http://step7_single_utxo_transaction.py\" rel=\"nofollow\">step7_single_utxo_transaction.py</a></code>: <strong>\u6838\u5fc3\u6982\u5ff5\uff01</strong> \u7406\u89e3 UTXO \u548c\u201c\u627e\u96f6\u201d\u3002</li>\n<li><code><a href=\"http://step8_multi_input_utxo_transaction.py\" rel=\"nofollow\">step8_multi_input_utxo_transaction.py</a></code>: \u6a21\u62df\u201c\u51d1\u94b1\u201d\u652f\u4ed8\u3002</li>\n<li><code><a href=\"http://step9_coinbase_in_utxo_block.py\" rel=\"nofollow\">step9_coinbase_in_utxo_block.py</a></code>: \u641e\u61c2\u77ff\u5de5\u5956\u52b1\u548c\u624b\u7eed\u8d39\u3002</li>\n<li><code><a href=\"http://step10_simulated_network_consensus.py\" rel=\"nofollow\">step10_simulated_network_consensus.py</a></code>: \u4e0a\u5e1d\u89c6\u89d2\uff0c\u770b\u591a\u4e2a\u8282\u70b9\u5982\u4f55\u8fbe\u6210\u5171\u8bc6\u3002</li>\n</ol>\n<hr/>\n<p>\u8fd9\u4e2a\u9879\u76ee\u4e0d\u6c42\u751f\u4ea7\u53ef\u7528\uff0c\u53ea\u6c42\u80fd\u8ba9\u4e00\u4e2a\u806a\u660e\u7684\u5f00\u53d1\u8005\u5728<strong>\u4e00\u4e2a\u4e0b\u5348</strong>\u7684\u65f6\u95f4\u91cc\uff0c\u901a\u8fc7\u4eb2\u624b\u8dd1\u4ee3\u7801\uff0c\u5bf9 \u6bd4\u7279\u5e01 \u7684\u8fd0\u4f5c\u539f\u7406\u6709\u4e00\u4e2a\u6e05\u6670\u3001\u6df1\u523b\u3001\u4ee3\u7801\u7ea7\u7684\u8ba4\u77e5\u3002</p>\n<p>\u9879\u76ee\u5b8c\u5168\u5f00\u6e90\uff0c\u4ee3\u7801\u548c\u6587\u6863\u90fd\u5728 GitHub \u4e0a\u4e86\u3002</p>\n<p>\u5982\u679c\u4f60\u89c9\u5f97\u6709\u5e2e\u52a9\uff0c\u6c42\u4e2a <strong>Star</strong> \u2728 \u5c31\u662f\u6700\u5927\u7684\u9f13\u52b1\uff01\u4e5f\u6b22\u8fce\u968f\u65f6\u63d0 Issue \u6216 PR \u4ea4\u6d41\u3002</p>\n<p>\u8c22\u8c22\u5927\u5bb6\uff01</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/kirieievk", 
        "name": "kirieievk", 
        "avatar": "https://cdn.v2ex.com/gravatar/2f67e3a3c62aaf38c9d666e0ac6536e6?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1167405", 
      "title": "\u8fd9\u6ce2\u884c\u60c5\u7ed3\u675f\u4e86\u5417,\u8981\u7b49 4 \u5e74\u4e86?", 
      "id": "https://www.v2ex.com/t/1167405", 
      "date_published": "2025-10-21T10:32:27+00:00", 
      "content_html": ""
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/macrowang", 
        "name": "macrowang", 
        "avatar": "https://cdn.v2ex.com/avatar/7ef9/462d/661940_large.png?m=1760686768"
      }, 
      "url": "https://www.v2ex.com/t/1166456", 
      "title": "\u9ec4\u91d1\u5df2\u7ecf\u8dd1\u8d62\u4e86\u6bd4\u7279\u5e01\u548c\u7f8e\u80a1\uff0c\u8981\u52a0\u4ed3\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1166456", 
      "date_published": "2025-10-17T07:42:46+00:00", 
      "content_html": "\u9ec4\u91d1\u4f5c\u4e3a\u5b9e\u7269\u8d44\u4ea7\u7684\u4f18\u52bf\u7ec8\u4e8e\u51f8\u663e\u51fa\u6765\u4e86\uff0c\u867d\u7136\u6700\u8fd1\u6da8\u5e45\u8fc7\u5927\uff0c\u4f46\u662f\u76f8\u5bf9\u80a1\u7968\u7684\u9ad8\u4f30\u503c\uff0c\u4f9d\u7136\u662f\u5177\u6709\u6027\u4ef7\u6bd4\u7684\u8d44\u4ea7\u3002<br /><br />\u6700\u91cd\u8981\u7684\u4e00\u70b9\u662f\uff0c\u592e\u884c\u90fd\u5728\u56e4\u9ec4\u91d1\u3002\u4e0b\u9762\u8001\u54e5\u770b\u591a\u8d35\u91d1\u5c5e\u5f88\u591a\u5e74\u4e86\uff0c\u4e00\u76f4\u575a\u6301\u7740\uff0c\u4eca\u5e74\u7ec8\u4e8e\u626c\u7709\u5410\u6c14\u4e86\u3002<br /><br /><br /><a target=\"_blank\" href=\"https://x.com/TaviCosta/status/1978309157284372808\" rel=\"nofollow noopener\">https://x.com/TaviCosta/status/1978309157284372808</a><br /><br /><a target=\"_blank\" href=\"https://x.com/TaviCosta/status/1978838153164115981\" rel=\"nofollow noopener\">https://x.com/TaviCosta/status/1978838153164115981</a><br /><br /><a target=\"_blank\" href=\"https://x.com/TaviCosta/status/1978508105030729764\" rel=\"nofollow noopener\">https://x.com/TaviCosta/status/1978508105030729764</a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lswlray", 
        "name": "lswlray", 
        "avatar": "https://cdn.v2ex.com/avatar/cc5c/8f45/540539_large.png?m=1761027781"
      }, 
      "url": "https://www.v2ex.com/t/1166427", 
      "date_modified": "2025-10-17T10:31:31+00:00", 
      "content_html": "<p>\u80cc\u666f\uff1a2025 \u5e74 10 \u6708\uff0c\u7f8e\u56fd\u53f8\u6cd5\u90e8\u5ba3\u5e03\u4e86\u4e00\u9879\u5386\u53f2\u6027\u7684\u8d44\u4ea7\u6ca1\u6536\u884c\u52a8\uff0c\u6210\u529f\u67e5\u6263\u4e86\u67ec\u57d4\u5be8\u592a\u5b50\u96c6\u56e2\u8463\u4e8b\u957f\u9648\u5fd7\u6301\u6709\u7684\u7ea6 127,271 \u679a\u6bd4\u7279\u5e01\uff0c\u5f53\u65f6\u4ef7\u503c\u7ea6 150 \u4ebf\u7f8e\u5143\u3002</p>\n<p>\u4e2a\u4eba\u89c2\u70b9\uff1a</p>\n<p>1 \u3001\u6bd4\u7279\u5e01\u7684\u5bf9\u6297\u6027\u662f\u5047\u7684\uff1a\u8fd9\u6b21\u7f8e\u53f8\u6cd5\u90e8\u662f\u627e\u5230\u4e86\u6bd4\u7279\u5e01\u4ea4\u6613\u6240\u914d\u5408\uff0c\u76f4\u63a5\u5b8c\u6210\u4e86\u6ca1\u6536\uff0c\u6839\u672c\u4e0d\u9700\u8981\u4f60\u7684\u79c1\u94a5\u3002</p>\n<p>2 \u3001\u6bd4\u7279\u5e01\u7684\u53bb\u4e2d\u5fc3\u5316\u662f\u5047\u7684\uff1a\u4f60\u4e0d\u53bb\u4ea4\u6613\u6240\uff0c\u4f60\u7684\u6bd4\u7279\u5e01\u5c31\u6ca1\u6709\u4ef7\u503c\uff1b\u4ea4\u6613\u6240\u672c\u8d28\u4e0a\u5c31\u662f\u4e2d\u5fc3\u3001\u4ea4\u6613\u5c31\u662f\u4e2d\u5fc3\u8bb0\u5f55\u3002</p>\n<p>\u6211\u5c31\u559c\u6b22\u8001\u7f8e\u8fd9\u79cd\u52c7\u4e8e\u6253\u788e\u5404\u79cd\u6ee4\u955c\u7684\u6027\u683c\u3002</p>\n", 
      "date_published": "2025-10-17T06:35:23+00:00", 
      "title": "\u7f8e\u53f8\u6cd5\u90e8 \u6ca1\u6536 \u6bd4\u7279\u5e01\uff0c\u8bf4\u660e\u4e86\u4ec0\u4e48\uff1f", 
      "id": "https://www.v2ex.com/t/1166427"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/renfei", 
        "name": "renfei", 
        "avatar": "https://cdn.v2ex.com/gravatar/2a08972a89c1538ee21d680378452869?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1166230", 
      "title": "\u8fd9\u6b21\u6211\u771f\u7684\u627e\u5230\u4e86\u6211 2015 \u5e74\u7684 BTC \u94b1\u5305\u8fd8\u5e26\u4f59\u989d\u5462", 
      "id": "https://www.v2ex.com/t/1166230", 
      "date_published": "2025-10-16T12:29:19+00:00", 
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