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\ud83d\udc49 https://codigomorse.org/zh

\n

\u529f\u80fd\u4ecb\u7ecd\uff1a

\n\n

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\n

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\u4f46\u662f\u611f\u89c9\u4e24\u4e2a\u80fd\u4e92\u76f8\u66ff\u4ee3\uff1f

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\u5b98\u65b9\u7684\u8bf4\u660e

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https://code.visualstudio.com/docs/copilot/customization/custom-instructions

\n

https://code.visualstudio.com/docs/copilot/customization/prompt-files

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\n

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\n

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\n

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\n

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\n

\u5f97\u76ca\u4e8e\u4eca\u5e74 AI \u7684\u8fc5\u731b\u53d1\u5c55\u3002\u73b0\u5728\u771f\u6210\u4e86\u4e00\u4e2a\u5168\u6808\u5f00\u53d1\u3002\u76ee\u524d\u505a\u7740\u4e00\u4e2a\u6570\u5b57\u6e38\u6c11\u5c0f\u6253\u5c0f\u95f9\u3002\u4e5f\u6ca1\u6709\u5468\u672a\u548c\u8282\u5047\u65e5\u6982\u5ff5\uff0c\u6bcf\u5929\u6e38\u5386\u4e0e\u661f\u5df4\u514b\u4e4b\u95f4.\u867d\u7136\u4e5f\u5f88\u8f9b\u82e6\uff0c\u4f46\u552f\u4e00\u597d\u5728\u81ea\u7531\u5f39\u6027\u3002

\n

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\n

\u5c81\u672b\u81f3\uff0c2026 \u4f9d\u7136\u5728\u8def\u4e0a..

\n

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\n

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\u5c0f\u8205\u5b50\u666e\u672c\u4f46\u662f\u8003\u7814\u4e0a\u4e86\u5317\u4eac\u7684 211 \uff0c\u6bd5\u4e1a\u540e\u8fdb\u5165\u822a\u5929\u5355\u4f4d\u3002\n\u5de5\u4f5c\u65f6\u95f4\u65e9\u4e5d\u665a\u4e94\uff0c\u5e73\u65f6\u6709\u51fa\u5dee\uff0c\u51fa\u5dee\u8865\u52a9\u8fd8\u4e0d\u9519\uff0c\u4f5c\u4e3a\u7532\u65b9\u7238\u7238\u8fd8\u80fd\u53d7\u5230\u5730\u65b9\u4e59\u65b9\u5355\u4f4d\u7684\u4f18\u5f85\n\u5e73\u65f6\u5403\u996d\u98df\u5802\u90fd\u6709\u8865\u52a9\uff0c\u57fa\u672c\u4e0d\u82b1\u94b1\uff0c\u4f4f\u7684\u8bdd\u662f\u5355\u4f4d\u5206\u7684\u5c0f\u533a\u5bbf\u820d\uff0c\u4e00\u5e74\u624d\u8981\u51e0\u767e\u5757\u94b1\u3002\n\u6708\u85aa\u5230\u624b\u7b97\u4e0a\u5404\u79cd\u8865\u52a9\u4e03\u516b\u5343\u7684\u6837\u5b50\u5427\u3002\n\u521a\u5f00\u5e74\u7ec8\u5956\uff0c\u76f4\u63a5\u4e5f\u662f 6 \u4f4d\u6570\u3002\u4e5f\u62b5\u5f97\u4e0a\u6211\u4e4b\u524d 3 \u4e2a\u6708\u5e74\u7ec8\u5956\u7684\u6536\u5165\u4e86\u3002\u5e76\u4e14\u8fd9\u4e2a\u8fd8\u662f\u65f1\u6d9d\u4fdd\u6536\u7684\u3002\n\u636e\u8bf4\u4ed6\u4eec\u90e8\u95e8\u8fd1\u5e74\u7684\u6548\u76ca\u4e0d\u597d\u8fd8\u6253\u4e86\u6298\u6263\uff0c\u8981\u4e0d\u53ef\u80fd\u4f1a\u66f4\u591a\u3002\n\u5728 35 \u5c81\u8fd9\u4e2a\u574e\u513f\u8fd8\u6709\u673a\u4f1a\u8fdb\u5165\u8fd9\u79cd\u5355\u4f4d\u4e48\uff1f\n\u771f\u7684\u592a\u9999\u4e86\u3002

\n", "last_modified": 1767166095, "replies": 2, "id": 1182433}, {"node": {"avatar_large": "https://cdn.v2ex.com/navatar/6e27/13a6/557_large.png?m=1747623425", "name": "life", "avatar_normal": "https://cdn.v2ex.com/navatar/6e27/13a6/557_normal.png?m=1747623425", "title": "\u751f\u6d3b", "url": "go/life", "topics": 9690, "footer": "", "header": "\u751f\u6d3b\u4e2d\u7684\u6280\u672f\u8ba8\u8bba", "title_alternative": "Life", "avatar_mini": "https://cdn.v2ex.com/navatar/6e27/13a6/557_mini.png?m=1747623425", "stars": 2086, "aliases": [], "root": false, "id": 557, "parent_node_name": ""}, "member": {"id": 319956, "username": "Chrisssss", "url": "u/Chrisssss", "website": null, "twitter": null, "psn": null, "github": null, "btc": null, "location": null, "tagline": null, "bio": null, "avatar_mini": "https://cdn.v2ex.com/avatar/eec7/3b2d/319956_mini.png?m=1551229827", "avatar_normal": "https://cdn.v2ex.com/avatar/eec7/3b2d/319956_normal.png?m=1551229827", "avatar_large": "https://cdn.v2ex.com/avatar/eec7/3b2d/319956_large.png?m=1551229827", "created": 1527844590, "last_modified": 1551229827, "pro": 0}, "last_reply_by": "", "last_touched": 1767166069, "title": "\u5212\u6c34\u65f6\u95f4\u5199\u7684\u5e74\u7ec8\u603b\u7ed3", "url": "t/1182432", "created": 1767166069, "deleted": 0, "content": "\u4e34\u8fd1\u5047\u671f\u7684\u4e0b\u5348\u8d81\u7740\u6ca1\u4ec0\u4e48\u6d3b\uff0c\u82b1\u70b9\u65f6\u95f4\u5199\u4e0b\u6211\u7684 2025 \u5e74\u7ec8\u603b\u7ed3\uff0c\u4e00\u53e5\u8bdd\u603b\u7ed3\u5c31\u662f\uff1a**\u5e73\u9759\u5982\u6c34\u7684\u65e5\u5b50\u6709\u4e86\u4e00\u70b9\u5c0f\u53d8\u5316**\u3002\r\n\r\n### Part 1. \u5de5\u4f5c\r\n\u5df2\u7ecf\u5de5\u4f5c\u4e86\u5f88\u591a\u5e74\u4e86\uff0c\u5bf9\u5de5\u4f5c\u4e5f\u4ece\u539f\u6765\u7684\u5168\u529b\u6295\u5165\u53d8\u6210\u4e86\u5c3d\u53ef\u80fd\u7684\u5212\u6c34\uff0c\u4e0d\u8fc7\u6574\u4f53\u7684\u5de5\u4f5c\u538b\u529b\u8fd8\u662f\u975e\u5e38\u5927\uff0c\u540c\u65f6\u4f34\u968f\u7740\u968f\u65f6\u53ef\u80fd\u88ab\u88c1\u7684\u62c5\u5fe7\uff0c\u6240\u4ee5\u4eca\u5e74\u5728\u5de5\u4f5c\u4e0a\u57fa\u672c\u6ca1\u6709\u6536\u83b7\u4efb\u4f55\u7684\u4e50\u8da3\u548c\u6210\u957f\uff0c\u5f97\u8fc7\u4e14\u8fc7\u5427\uff0c\u6bd5\u7adf\u76ee\u524d\u7684\u85aa\u6c34\u8fd8\u662f\u5f88\u53ef\u89c2\u7684\u3002\u540e\u7eed\u8fd8\u662f\u4f1a\u5c3d\u53ef\u80fd\u51cf\u5c11\u5728\u672c\u804c\u5de5\u4f5c\u4e0a\u7684\u7cbe\u529b\u6295\u5165\uff0c\u628a\u6709\u9650\u7684\u7cbe\u529b\u653e\u5230\u5176\u4ed6\u4f1a\u6709\u6210\u957f\u7684\u5730\u65b9\u3002\r\n\r\n### Part 2. \u751f\u6d3b\r\n\u4eca\u5e74\u642c\u5165\u4e86\u65b0\u5bb6\uff0c\u6362\u4e86\u8f66\uff0c\u4e0d\u8fc7\u60c5\u611f\u4e0a\u6ca1\u6709\u4efb\u4f55\u53d8\u5316\uff0c\u4f46\u662f\u8fd8\u662f\u72ec\u8eab\u4e00\u4eba\u6f02\u6cca\u5728\u57ce\u5e02\u91cc\uff0c\u6ca1\u6709\u4efb\u4f55\u7684\u5f52\u5c5e\u611f\uff0c\u6709\u65f6\u5019\u5076\u5c14\u5728\u5bb6\u91cc\u9192\u6765\u8fd8\u662f\u4f1a\u604d\u60da\u6211\u5230\u5e95\u5728\u54ea\u91cc\uff0c\u867d\u7136\u6211\u672c\u8eab\u5df2\u7ecf\u4e60\u60ef\u5b64\u72ec\u4e86\uff0c\u4f46\u662f\u5728\u6df1\u591c\u5b64\u72ec\u88ad\u6765\u7684\u65f6\u5019\u8fd8\u662f\u4f1a\u611f\u89c9\u6709\u70b9\u96be\u53d7\u3002\r\n\r\n### Part 3. \u6295\u8d44\r\n\u6295\u8d44\u5355\u72ec\u5199\u4e86\u4e00\u6bb5\uff0c\u662f\u56e0\u4e3a\u4eca\u5e74\u5728\u6295\u8d44\u4e0a\u7684\u6536\u83b7\u975e\u5e38\u5927\uff0c\u4e00\u65b9\u9762\u662f\u91d1\u94b1\u4e0a\u7684\u6536\u76ca\u975e\u5e38\u7684\u8d85\u51fa\u9884\u671f\uff0c\u53e6\u4e00\u65b9\u9762\u662f\u5728\u6295\u8d44\u7684\u9053\u8def\u4e0a\u6536\u83b7\u4e86\u4e00\u6761\u6709\u4e00\u4e9b\u786e\u5b9a\u6027\u7684\u8def\u5f84\uff0c\u76f8\u6bd4\u4e8e\u4e4b\u524d\u7684\u56db\u5904\u4e71\u649e\uff0c\u4ece\u524d\u5e74\u5e74\u5e95\u786e\u5b9a\u4e86\u6295\u8d44\u7684\u601d\u8def\uff0c\u53bb\u5e74\u64ad\u79cd\u5f00\u82b1\uff0c\u4eca\u5e74\u5c31\u7ed3\u679c\u4e86\uff0c\u4e5f\u4e0d\u77e5\u9053\u8fd9\u6761\u8def\u662f\u5bf9\u662f\u9519\uff0c\u7ee7\u7eed\u63a2\u7d22\u51e0\u5e74\u5427\uff0c\u76ee\u6807\u662f\u540e\u7eed\u6295\u8d44\u8fd9\u6761\u8def\u80fd\u63d0\u4f9b\u7ed9\u6211\u548c\u5de5\u8d44\u4e00\u6837\u591a\u7684\u73b0\u91d1\u6d41\uff08\u867d\u7136\u6709\u70b9\u505a\u68a6\u4e86\uff09\u3002\r\n\r\n\u7231\u4f60\u8001\u5df1\uff0c\u660e\u5e74\u89c1", "content_rendered": "

\u4e34\u8fd1\u5047\u671f\u7684\u4e0b\u5348\u8d81\u7740\u6ca1\u4ec0\u4e48\u6d3b\uff0c\u82b1\u70b9\u65f6\u95f4\u5199\u4e0b\u6211\u7684 2025 \u5e74\u7ec8\u603b\u7ed3\uff0c\u4e00\u53e5\u8bdd\u603b\u7ed3\u5c31\u662f\uff1a\u5e73\u9759\u5982\u6c34\u7684\u65e5\u5b50\u6709\u4e86\u4e00\u70b9\u5c0f\u53d8\u5316\u3002

\n

Part 1. \u5de5\u4f5c

\n

\u5df2\u7ecf\u5de5\u4f5c\u4e86\u5f88\u591a\u5e74\u4e86\uff0c\u5bf9\u5de5\u4f5c\u4e5f\u4ece\u539f\u6765\u7684\u5168\u529b\u6295\u5165\u53d8\u6210\u4e86\u5c3d\u53ef\u80fd\u7684\u5212\u6c34\uff0c\u4e0d\u8fc7\u6574\u4f53\u7684\u5de5\u4f5c\u538b\u529b\u8fd8\u662f\u975e\u5e38\u5927\uff0c\u540c\u65f6\u4f34\u968f\u7740\u968f\u65f6\u53ef\u80fd\u88ab\u88c1\u7684\u62c5\u5fe7\uff0c\u6240\u4ee5\u4eca\u5e74\u5728\u5de5\u4f5c\u4e0a\u57fa\u672c\u6ca1\u6709\u6536\u83b7\u4efb\u4f55\u7684\u4e50\u8da3\u548c\u6210\u957f\uff0c\u5f97\u8fc7\u4e14\u8fc7\u5427\uff0c\u6bd5\u7adf\u76ee\u524d\u7684\u85aa\u6c34\u8fd8\u662f\u5f88\u53ef\u89c2\u7684\u3002\u540e\u7eed\u8fd8\u662f\u4f1a\u5c3d\u53ef\u80fd\u51cf\u5c11\u5728\u672c\u804c\u5de5\u4f5c\u4e0a\u7684\u7cbe\u529b\u6295\u5165\uff0c\u628a\u6709\u9650\u7684\u7cbe\u529b\u653e\u5230\u5176\u4ed6\u4f1a\u6709\u6210\u957f\u7684\u5730\u65b9\u3002

\n

Part 2. \u751f\u6d3b

\n

\u4eca\u5e74\u642c\u5165\u4e86\u65b0\u5bb6\uff0c\u6362\u4e86\u8f66\uff0c\u4e0d\u8fc7\u60c5\u611f\u4e0a\u6ca1\u6709\u4efb\u4f55\u53d8\u5316\uff0c\u4f46\u662f\u8fd8\u662f\u72ec\u8eab\u4e00\u4eba\u6f02\u6cca\u5728\u57ce\u5e02\u91cc\uff0c\u6ca1\u6709\u4efb\u4f55\u7684\u5f52\u5c5e\u611f\uff0c\u6709\u65f6\u5019\u5076\u5c14\u5728\u5bb6\u91cc\u9192\u6765\u8fd8\u662f\u4f1a\u604d\u60da\u6211\u5230\u5e95\u5728\u54ea\u91cc\uff0c\u867d\u7136\u6211\u672c\u8eab\u5df2\u7ecf\u4e60\u60ef\u5b64\u72ec\u4e86\uff0c\u4f46\u662f\u5728\u6df1\u591c\u5b64\u72ec\u88ad\u6765\u7684\u65f6\u5019\u8fd8\u662f\u4f1a\u611f\u89c9\u6709\u70b9\u96be\u53d7\u3002

\n

Part 3. \u6295\u8d44

\n

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\u8fd8\u884c\u5427\uff0c\u5c31\u662f\u5de5\u5355\u592a\u6162\uff0c\u4e5f\u4e0d\u8d35\u3002

\n

\u5e74\u672b-25-VPS-1

\n
1 \u4e2a\u865a\u62df CPU \u6838\u5fc3\uff0c\n1 GB \u4e13\u7528\u5185\u5b58\uff0c\n50 GB SSD \u7f13\u5b58\u78c1\u76d8\n\uff08 RAID 10 \u914d\u7f6e\uff09\uff0c\n1 TB/MB \u5e26\u5bbd\uff08 1 Gb/s \uff09\uff0c\n1 \u4e2a IPv4 \u5730\u5740\u548c 3 \u4e2a IPv6 \u5730\u5740\u3002\n\u6570\u636e\u4e2d\u5fc3\uff1a\u7f8e\u56fd\u6d1b\u6749\u77f6\n\u7ec8\u8eab\u7eed\u8ba2\u4f18\u60e0\n\u6bcf\u5e74 9.99 \u7f8e\u5143\n
\n

\u8d2d\u4e70\u94fe\u63a5

\n

\"\u5c4f\u5e55\u622a\u56fe

\n

\u5e74\u672b-25-VPS-2

\n
2 \u4e2a\u865a\u62df CPU \u6838\u5fc3\uff0c\n2 GB \u4e13\u7528\u5185\u5b58\uff0c\n100 GB SSD \u7f13\u5b58\u78c1\u76d8\n\uff08 RAID 10 \u914d\u7f6e\uff09\uff0c\n2 TB/MB \u5e26\u5bbd\uff08 1 Gb/s \uff09\uff0c\n1 \u4e2a IPv4 \u5730\u5740\u548c 3 \u4e2a IPv6 \u5730\u5740\u3002\n\u6570\u636e\u4e2d\u5fc3\uff1a\u7f8e\u56fd\u6d1b\u6749\u77f6\n
\n

\u8d2d\u4e70\u94fe\u63a5

\n

\"3\"

\n

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\n

\"\u5c4f\u5e55\u622a\u56fe

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V2 \u600e\u4e48\u63d2\u56fe\uff1f

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\n

\u63a5\u4e0b\u6765\u5c31\u662f\u5148\u811a\u8e0f\u5b9e\u5730\u7684\u5de5\u4f5c\u751f\u6d3b\uff0c\u628a\u7eff\u5361\u62ff\u5230\u3002

\n

\u5728\u8fd9\u91cc\u4e24\u5e74\u591a\uff0c\u670b\u53cb\u6ca1\u6709\u4ea4\u51e0\u4e2a\uff0c\u5076\u5c14\u4f1a\u51fa\u6765\u5403\u5403\u996d\uff0c\u90fd\u662f\u7855\u58eb\u540c\u5b66\uff0c\u538b\u529b\u90fd\u86ee\u5927\u7684\uff0c\u5927\u591a\u6570\u90fd\u6ca1\u627e\u5230\u5de5\u4f5c\uff0c\u6bd5\u4e1a\u4e5f\u9762\u4e34\u7740\u53bb\u7559\u7684\u95ee\u9898\u3002

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\u539f\u56fe\u957f\u8fd9\u6837\uff0c\n\"\"

\n

\u8bc6\u522b\u540e\u7ed3\u679c\uff1a\n\"\"

\n

Docekr \u90e8\u7f72\u7684 PaddleOCR-VL

\n

\u95ee\u9898\u5c31\u662f\u5217\u9519\u4f4d\u4e86\uff0c\u4e2a\u522b\u60c5\u51b5\u5355\u4f4d\u8fd8\u8bc6\u522b\u4e0d\u51fa\u6765\uff0c\u5b98\u7f51\u7684 API \u4e5f\u662f\u8fd9\u6837\uff0c\u8bd5\u4e86\u4e00\u4e0b\u5b98\u7f51\u4e09\u4e2a\u6a21\u578b\uff0c\u5c31 VL \u611f\u89c9\u8fd8\u884c

\n

Windows \u5f00\u53d1\u7528\u8fc7 PP-StructureV3 \uff0c\u5bf9\u6570\u5b57\u7684\u8bc6\u522b\u4e0d\u592a\u53cb\u597d

\n

\u9664\u4e86\u62ff\u5230\u7ed3\u679c\u8fdb\u884c\u540e\u5904\u7406\uff0c\u8fd8\u6709\u6ca1\u6709\u5176\u4ed6\u65b9\u6cd5\uff0c\u8ba9\u6a21\u578b\u66f4\u52a0\u51c6\u786e\u4e00\u70b9

\n

AI \u4e5f\u7ed9\u4e0d\u51fa\u5b9e\u8d28\u6027\u7684\u56de\u7b54\uff0c\u53ea\u80fd\u6765\u78b0\u78b0\u8fd0\u6c14\u4e86

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\u8868\u9700\u8981\u586b\uff0c\u6bcf\u4e00\u884c\u90fd\u9700\u8981\u6839\u636e\u8d44\u6599\u5e93\u91cc\u7684\u5185\u5bb9\u8fdb\u884c\u5224\u65ad\u6216\u603b\u7ed3\u3002\r\n\r\n\u5728\u8fd9\u4e2a\u5de5\u5177\u91cc\uff0c\u4f60\u53ef\u4ee5\u914d\u7f6e\u4e00\u4e2a Agent \uff0c\u5b83\u4f1a\u81ea\u52a8\u904d\u5386\u6bcf\u4e00\u884c\uff0c\u53bb\u641c\u7d22\u672c\u5730\u77e5\u8bc6\u5e93\uff0c\u7136\u540e\u628a\u7ed3\u679c\u586b\u8fdb\u53bb\u3002\u4ee5\u524d\u4e00\u5929\u7684\u6d3b\uff0c\u73b0\u5728\u51e0\u5206\u949f\u5c31\u80fd\u8dd1\u5b8c\u3002\r\n\r\n![\u6279\u91cf\u586b\u5145]( https://linnyai.com/blog/ai-agent/batch-table-filling-demo.png)\r\n\r\n#### \u9879\u76ee\u5236\u7684 AI \u4e0a\u4e0b\u6587\r\n\r\n\u505a\u54a8\u8be2\uff0c\u4e00\u4e2a\u54a8\u8be2\u9879\u76ee\u5c31\u6d89\u53ca\u5f88\u591a\u6587\u4ef6\uff0c\u73b0\u5728\u7684\u5f88\u591a\u4ea7\u54c1\u90fd\u662f\u53ea\u80fd\u5bf9\u5355\u4e2a\u6587\u4ef6\u5bf9\u8bdd\u548c\u4fee\u6539\uff0c\u4f46\u662f Linnya 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\u4ee5\u5916\uff0c\u6240\u6709\u6570\u636e\uff08\u5305\u62ec\u77e5\u8bc6\u5e93\u7d22\u5f15\uff09\u90fd\u5728\u672c\u5730\u3002\u751a\u81f3\u53ef\u4ee5\u81ea\u5b9a\u4e49\u5bf9\u8bdd\u6a21\u578b\u7684 API \uff0c\u4e0d\u8fc7\u522b\u7684\u6bd4\u5982 embedding \u4e4b\u7c7b\u7684\u8fd8\u9700\u8981\u672a\u6765\u9002\u914d\u3002\r\n\r\n\u652f\u6301\u5f55\u97f3\u5757\uff08\u76f4\u63a5\u8f6c\u6587\u5b57+\u751f\u6210\u7eaa\u8981\uff09\u3002\u652f\u6301\u5bfc\u51fa Markdown/PDF 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\n

\u4e00\u5f00\u59cb\u5f00\u53d1\u8fd9\u4e2a\u5de5\u5177\uff0c\u7eaf\u7cb9\u662f\u56e0\u4e3a\u60f3\u5077\u61d2\u3002\u6211\u7ecf\u5e38\u9700\u8981\u5bf9\u7740\u4e00\u5806\u8d44\u6599\u53bb\u586b\u4e00\u5f20\u5927\u8868\uff08\u505a\u8bc4\u4ef7\u5ba1\u6838\uff09\uff0c\u624b\u52a8\u641e\u5c31\u5f88\u9ebb\u70e6\u3002\u540e\u6765\u5199\u7740\u5199\u7740\uff0c\u53d1\u73b0\u5e02\u9762\u4e0a\u7684\u7b14\u8bb0\u8f6f\u4ef6\u5728 AI \u8fd9\u5757\uff0c\u603b\u611f\u89c9\u5dee\u4e86\u70b9\u610f\u601d\uff1a\u8981\u4e48\u662f\u7b80\u5355\u7684 Chat \u5bf9\u8bdd\u6846\uff0c\u8981\u4e48\u5c31\u662f\u76f4\u63a5\u751f\u6210\u4e00\u5806\u6587\u5b57\uff0c\u5f88\u96be\u7cbe\u7ec6\u5316\u63a7\u5236\u3002

\n

\u540e\u6765\u5f53\u6211\u7528\u8fc7\u4ee3\u7801\u7f16\u8f91\u5668 Cursor \u540e\uff0c\u6211\u5c31\u5bfb\u601d\uff1a\u4e3a\u4ec0\u4e48\u5199\u6587\u7ae0\u3001\u5199\u62a5\u544a\u4e0d\u80fd\u50cf\u5199\u4ee3\u7801\u90a3\u6837\u723d\uff1f\u6709\u81ea\u52a8\u8865\u5168\uff0c\u6709 Diff \u5bf9\u6bd4\uff08 AI \u6539\u5b8c\u6211\u6765\u51b3\u5b9a\u63a5\u4e0d\u63a5\u53d7\uff09\uff0c\u6709\u9879\u76ee\u7ea7\u7684\u4e0a\u4e0b\u6587\uff1f

\n

\u4e8e\u662f\u5199\u4e86\u5341\u51e0\u4e07\u884c\u4ee3\u7801\uff0c\u6709\u4e86\u73b0\u5728\u7684 Linnya \u3002

\n

\u76ee\u524d\u8fd8\u662f\u4e2a\u5185\u6d4b\u4e2d\u7684\u672c\u5730\u5e94\u7528\uff0c\u6682\u65f6\u6ca1\u6709 Notion \u90a3\u6837\u7684\u6570\u636e\u5e93\u529f\u80fd\uff0c\u4f46\u4e3a\u4e86\u89e3\u51b3\u6211\u81ea\u5df1\u7684\u75db\u70b9\uff0c\u6211\u628a\u529f\u80fd\u505a\u6210\u4e86\u8fd9\u6837\uff1a

\n

\u50cf\u5199\u4ee3\u7801\u4e00\u6837\u5199\u6587\u6863

\n

\u8fd9\u662f\u6211\u6700\u559c\u6b22\u7684\u529f\u80fd\u3002\u6211\u4e0d\u5e0c\u671b AI \u76f4\u63a5\u66ff\u6211\u5199\u5b8c\uff0c\u6211\u5e0c\u671b\u5b83\u5e2e\u6211\u6539\u3002

\n

Vibe Writing\uff1a \u7c7b\u4f3c Cursor \uff0cAI \u4fee\u6539\u6587\u6863\u540e\uff0c\u4f1a\u4ee5 Diff \u7684\u5f62\u5f0f\u5c55\u73b0\uff0c\u7136\u540e\u6309\u5757\u63a5\u53d7\u6216\u62d2\u7edd\u3002

\n

\"diff\"

\n

AI \u6279\u91cf\u586b\u5145

\n

\u5982\u679c\u4f60\u6709\u4e00\u5f20 excel \u8868\u9700\u8981\u586b\uff0c\u6bcf\u4e00\u884c\u90fd\u9700\u8981\u6839\u636e\u8d44\u6599\u5e93\u91cc\u7684\u5185\u5bb9\u8fdb\u884c\u5224\u65ad\u6216\u603b\u7ed3\u3002

\n

\u5728\u8fd9\u4e2a\u5de5\u5177\u91cc\uff0c\u4f60\u53ef\u4ee5\u914d\u7f6e\u4e00\u4e2a Agent \uff0c\u5b83\u4f1a\u81ea\u52a8\u904d\u5386\u6bcf\u4e00\u884c\uff0c\u53bb\u641c\u7d22\u672c\u5730\u77e5\u8bc6\u5e93\uff0c\u7136\u540e\u628a\u7ed3\u679c\u586b\u8fdb\u53bb\u3002\u4ee5\u524d\u4e00\u5929\u7684\u6d3b\uff0c\u73b0\u5728\u51e0\u5206\u949f\u5c31\u80fd\u8dd1\u5b8c\u3002

\n

\"\u6279\u91cf\u586b\u5145\"

\n

\u9879\u76ee\u5236\u7684 AI \u4e0a\u4e0b\u6587

\n

\u505a\u54a8\u8be2\uff0c\u4e00\u4e2a\u54a8\u8be2\u9879\u76ee\u5c31\u6d89\u53ca\u5f88\u591a\u6587\u4ef6\uff0c\u73b0\u5728\u7684\u5f88\u591a\u4ea7\u54c1\u90fd\u662f\u53ea\u80fd\u5bf9\u5355\u4e2a\u6587\u4ef6\u5bf9\u8bdd\u548c\u4fee\u6539\uff0c\u4f46\u662f Linnya \u53ef\u4ee5\u5bf9\u9879\u76ee\u91cc\u7684\u591a\u4e2a\u6587\u4ef6\u5f00\u5c55\u5de5\u4f5c\u3002

\n

\u9879\u76ee\u5373\u4ed3\u5e93\uff1a\u4e00\u4e2a\u9879\u76ee\u91cc\u53ef\u4ee5\u521b\u5efa\u591a\u4e2a\u6587\u6863\uff08\u5757\u7ea7\u7f16\u8f91 + \u7b80\u5355 mindmap \uff09\uff0c\u4e5f\u53ef\u4ee5\u5728\u9879\u76ee\u91cc\u548c AI \u5bf9\u8bdd\u3002AI \u7684\u5de5\u4f5c\u8303\u56f4\u662f\u6574\u4e2a\u9879\u76ee\uff0c\u800c\u4e0d\u662f\u5355\u4e2a\u6587\u6863\u3002

\n

\u9879\u76ee\u521d\u59cb\u5316\uff1a \u5982\u679c\u9762\u5bf9\u65b0\u9879\u76ee\u6ca1\u601d\u8def\u7684\u8bdd\uff0c\u53ef\u4ee5\u56de\u7b54 AI \u51e0\u4e2a\u95ee\u9898\uff0c\u5b83\u4f1a\u81ea\u52a8\u5e2e\u4f60\u751f\u6210 3 \u4e2a\u521d\u59cb\u6587\u4ef6\uff08\u6846\u67b6\u3001\u5927\u7eb2\u3001\u601d\u8def\uff09\uff0c\u7406\u6e05\u601d\u8def\u3002

\n

\"\u521d\u59cb\u5316\u9879\u76ee\"

\n

\u672c\u5730

\n

\u9664\u4e86 Ai \u4ee5\u5916\uff0c\u6240\u6709\u6570\u636e\uff08\u5305\u62ec\u77e5\u8bc6\u5e93\u7d22\u5f15\uff09\u90fd\u5728\u672c\u5730\u3002\u751a\u81f3\u53ef\u4ee5\u81ea\u5b9a\u4e49\u5bf9\u8bdd\u6a21\u578b\u7684 API \uff0c\u4e0d\u8fc7\u522b\u7684\u6bd4\u5982 embedding \u4e4b\u7c7b\u7684\u8fd8\u9700\u8981\u672a\u6765\u9002\u914d\u3002

\n

\u652f\u6301\u5f55\u97f3\u5757\uff08\u76f4\u63a5\u8f6c\u6587\u5b57+\u751f\u6210\u7eaa\u8981\uff09\u3002\u652f\u6301\u5bfc\u51fa Markdown/PDF \u3002

\n

\u73b0\u5728\u7684\u72b6\u6001\uff1a\n\u73b0\u5728\u6709\u70b9\u7ea0\u7ed3\u5b83\u7684\u5b9a\u4f4d\uff0c\u5b83\u957f\u5f97\u50cf\u4e2a\u7b14\u8bb0\u8f6f\u4ef6\uff0c\u4f46\u6211\u6ca1\u505a\u6570\u636e\u5e93\uff1b\u5b83\u50cf\u4e2a\u5de5\u4f5c\u53f0\uff0c\u4f46\u76ee\u524d\u529f\u80fd\u8fd8\u5f88\u65e9\u671f\u3002\n\u4e0d\u8fc7\u6211\u81ea\u5df1\u5728\u505a\u6df1\u5ea6\u601d\u8003\u3001\u5199\u957f\u6587\u62a5\u544a\u3001\u6216\u8005\u505a\u6279\u91cf\u5ba1\u6838\u5de5\u4f5c\u65f6\uff0c\u5df2\u7ecf\u79bb\u4e0d\u5f00\u5b83\u4e86\u3002

\n

\u672a\u6765\u6253\u7b97\u505a\u81ea\u5b9a\u4e49\u5ba1\u7a3f Agent \uff08\u8fd9\u5c31\u66f4\u50cf\u54a8\u8be2\u5de5\u4f5c\u4e86\uff09\u3001\u5de5\u4f5c\u6d41\u548c\u66f4\u6df1\u5ea6\u7684\u77e5\u8bc6\u5e93\u5f15\u7528\u63a8\u7406\u3002

\n

\u76ee\u524d\u662f\u65e9\u671f\u7248\u672c\uff0c\u754c\u9762\u53ef\u80fd\u4e0d\u5982 Notion \u534e\u4e3d\uff0c\u4f46\u5982\u679c\u4f60\u4e5f\u662f\u6587\u5b57\u91cd\u5ea6\u5de5\u4f5c\u8005\uff0c\u6216\u8005\u5bf9 Local AI + \u77e5\u8bc6\u5e93 \u611f\u5174\u8da3\uff0c\u6b22\u8fce\u8bd5\u7528\u5e76\u591a\u591a\u63d0\u610f\u89c1\u3002

\n

\u7f51\u7ad9\uff1alinnyai.com

\n

\u6559\u7a0b\uff1a https://linnyai.com/blog/

\n

\u4e0b\u8f7d\uff1a https://linnyai.com/download.html

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\n

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\n

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24 \u5e74\u5e95\u79bb\u804c\u662f\u56e0\u4e3a\u8fd9\u4efd\u5de5\u4f5c\u771f\u7684\u592a\u5185\u8017\u4e86\uff0c\u5b9e\u5728\u662f\u53d7\u4e0d\u4e86\uff0c\u63a5\u4e86\u4e2a offer \u8d76\u7d27\u8dd1\u8def

\u8981\u8bf4\u8fd8\u6709\u4ec0\u4e48\u5012\u9709\u7684\u4e8b\uff0c\u67d3\u4e0a\u5408\u7ea6\uff0c\u5df2\u4e8f\u9ebb

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\n

\u4e3a\u6b64\u6211\u5f00\u53d1\u4e86\u4e00\u4efd\u9ed1\u5ba2\u5e1d\u56fd\u98ce\u683c\u7684 GitHub \u5e74\u62a5\u751f\u6210\u5668\uff0c\u6b22\u8fce\u5927\u5bb6\u8bd5\u7528\u3002

\n

\u60a8\u53ef\u4ee5\u751f\u6210\u4e00\u4efd\u5c5e\u4e8e\u60a8\u7684 2025 GitHub \u5de5\u4f5c\u5e74\u62a5\uff1aCyberGit

\n

Github\uff1ahttps://github.com/Amery2010/cybergit

\n

\u9875\u9762\u6709\u4e0d\u5c11\u52a8\u6548\uff0c\u56fe\u7247\u6ca1\u6709\u9875\u9762\u70ab\u9177\uff0c\u4e0d\u4fe1\uff0c\u8bf7\u67e5\u6536 \u6211\u7684 2025 \u5e74 GitHub \u5de5\u4f5c\u5e74\u62a5

\n

\"login\"

\n

\"report\"

\n
\n

\u8fd9\u4e00\u5e74\u6765\u53d1\u5e03\u4e0e\u66f4\u65b0\u7684\u5f00\u6e90\u9879\u76ee\uff1a

\n

Deep Research \u5728 GitHub \u4e0a\u534a\u5e74\u5185\u6536\u83b7 4.3k star \u3002\u4f7f\u7528\u4efb\u4f55\u5927\u6a21\u578b\u8bed\u8a00\u6765\u505a\u6df1\u5ea6\u7814\u7a76\u3002

\n

Gemini Next Chat \u8fd9\u4e00\u5e74\u5185\u6536\u83b7\u8fd1\u5343 star \uff0c\u76ee\u524d 1.6k star \u3002\u57fa\u4e8e Gemini \u7684\u4e00\u6b3e\u6781\u7b80\u98ce\u683c\u7684\u5bf9\u8bdd\u5de5\u5177\u3002

\n

Peinture\uff0c\u53d1\u5e03\u4e00\u4e2a\u6708\uff0c\u76ee\u524d 427 star \u3002\u5408\u7406\u767d\u5ad6\u5927\u516c\u53f8\u7684\u7b97\u529b\u8d44\u6e90\uff0c\u514d\u8d39\u4e0d\u9650\u91cf\u7684\u56fe\u7247\u751f\u6210\u3001\u7f16\u8f91\u5de5\u5177\u3002

\n

Midjourney Prompt Generator\uff0c\u76ee\u524d 175 star \u3002\u501f\u52a9 AI \u751f\u6210\u4ee4\u4eba\u60ca\u8273\u7684 Midjourney \u63d0\u793a\u8bcd\u3002

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https://github.com/JiangZhihao123/llmalpha\r\n\r\n\u5b83\u89e3\u51b3\u4ec0\u4e48\u75db\u70b9\uff1f\r\n\r\n\u505a\u91cf\u5316\u7814\u7a76\u6700\u8017\u65f6\u95f4\u7684\u5f80\u5f80\u4e0d\u662f\u201c\u5199\u56de\u6d4b\u6846\u67b6\u201d\uff0c\u800c\u662f\u91cd\u590d\u52b3\u52a8\uff1a\r\n\t\u2022\t\u60f3\u4e00\u4e2a\u5047\u8bbe / \u56e0\u5b50 \u2192 \u5199\u4ee3\u7801 \u2192 \u56de\u6d4b \u2192 \u53d1\u73b0\u4e0d\u884c \u2192 \u6539 \u2192 \u518d\u56de\u6d4b\r\n\t\u2022\t\u66f4\u9ebb\u70e6\u7684\u662f\uff1a\u56de\u6d4b\u597d\u770b\u4e0d\u4ee3\u8868\u7a33\uff0c\u5f97\u505a WF \u3001\u6eda\u52a8\u7a97\u53e3\u3001\u770b\u8870\u51cf\u3001\u770b\u6362\u624b\u6210\u672c\u2026\u2026\r\n\u8fd9\u4e9b\u6d41\u7a0b\u5982\u679c\u9760\u4eba\u5de5\u505a\uff0c\u901f\u5ea6\u6162\u4e14\u5bb9\u6613\u6f0f\u3002\r\n\r\nllmalpha \u7684\u76ee\u6807\u5c31\u662f\u628a\u8fd9\u5957\u6d41\u7a0b\u81ea\u52a8\u5316\uff1a\u8ba9 LLM \u8d1f\u8d23\u63d0\u51fa\u5019\u9009\uff08\u56e0\u5b50/\u4fe1\u53f7/\u7b56\u7565\u903b\u8f91\uff09\u5e76\u751f\u6210\u4ee3\u7801\uff0c\u8ba9\u7cfb\u7edf\u8d1f\u8d23\u5206\u5c42\u9a8c\u8bc1\u3001\u9632\u8fc7\u62df\u5408\u3001\u4ee5\u53ca\u628a\u6210\u529f/\u5931\u8d25\u6c89\u6dc0\u6210\u53ef\u590d\u7528\u7684\u7ecf\u9a8c\u3002\r\n\r\n\u6838\u5fc3\u601d\u8def\uff08\u4e0d\u662f\u7aef\u5230\u7aef\u9ed1\u76d2\u4e0b\u5355\uff09\r\n\r\n\u9879\u76ee\u6309\u884c\u4e1a\u66f4\u5e38\u89c1\u7684\u65b9\u5f0f\u62c6\u6210\u4e09\u5c42\uff1a\r\nFactor \uff08\u56e0\u5b50\uff09\u2192 Signal \uff08\u4fe1\u53f7\uff09\u2192 Strategy \uff08\u7b56\u7565\uff09\r\n\u5e76\u4e14\u628a\u9a8c\u8bc1\u5199\u8fdb\u9ed8\u8ba4\u6d41\u7a0b\u91cc\uff1a\r\n\t\u2022\t\u56e0\u5b50\u5c42\uff1aIC/IR \u3001\u5355\u8c03\u6027\u3001\u6362\u624b\u7b49\uff08\u5148\u62e6\u4f4f\u7eaf\u566a\u58f0\uff09\r\n\t\u2022\t\u4fe1\u53f7\u5c42\uff1a\u80dc\u7387/\u76c8\u4e8f\u6bd4/\u9891\u7387/\u8870\u51cf\u7b49\r\n\t\u2022\t\u7b56\u7565\u5c42\uff1aWalk-Forward \uff08 60/20/20 \uff09+ \u591a\u65f6\u95f4\u6bb5\u6eda\u52a8\u4e00\u81f4\u6027\uff08\u5c3d\u91cf\u7b5b\u6389\u53ea\u5728\u67d0\u6bb5\u884c\u60c5\u6210\u7acb\u7684\u4e1c\u897f\uff09\r\n\r\n\u6b64\u5916\u4f1a\u628a\u6bcf\u6b21\u7814\u7a76\u7684\u6210\u529f/\u5931\u8d25\u539f\u56e0\u5199\u5165 SQLite \u77e5\u8bc6\u5e93\uff0c\u540e\u7eed\u751f\u6210\u5047\u8bbe\u4f1a\u53c2\u8003\u5386\u53f2\u7ecf\u9a8c\uff0c\u5f62\u6210\u95ed\u73af\u3002\r\n\r\n\u5de5\u7a0b\u4e0a\u90fd\u5305\u542b\u4ec0\u4e48\uff1f\r\n\t\u2022\tLLM \u667a\u80fd\u4f53\uff1a\u652f\u6301 OpenAI / Anthropic / Ollama \uff08\u672c\u5730\uff09\r\n\t\u2022\tBinance \u6570\u636e\u4e0b\u8f7d\uff08\u5f02\u6b65\u9ad8\u5e76\u53d1\uff09\r\n\t\u2022\t\u5411\u91cf\u5316\u56de\u6d4b\uff08 VectorBT \uff09\r\n\t\u2022\t\u53c2\u6570\u4f18\u5316\uff08 Optuna \uff09\r\n\t\u2022\tCLI\uff1aresearch / improve / analyze / backtest / kb \u67e5\u8be2\u7b49\r\n\t\u2022\t\u81ea\u52a8\u8865\u6570\u636e\u3001early-stop \u7b49\r\n\r\n3 \u5206\u949f\u4e0a\u624b\r\n\r\n\u521d\u59cb\u5316\u77e5\u8bc6\u5e93\uff1a\r\n\r\nllmalpha kb init\r\n\r\n\u8ba9 LLM \u5f00\u59cb\u5168\u81ea\u52a8\u7814\u7a76\uff08\u7f3a\u6570\u636e\u4f1a\u81ea\u52a8\u4e0b\u8f7d\u5e76\u7ee7\u7eed\uff09\uff1a\r\n\r\nllmalpha agent research\r\n\r\n\u6307\u5b9a\u7814\u7a76\u76ee\u6807/\u7c7b\u522b/\u8fed\u4ee3\u6b21\u6570\uff1a\r\n\r\nllmalpha agent research -r \"\u521b\u5efa\u4e00\u4e2a\u4f7f\u7528 RSI \u548c MACD \u7684\u52a8\u91cf\u7b56\u7565\" -c momentum -n 10\r\n\r\n\u6211\u5e0c\u671b\u6536\u96c6\u7684\u53cd\u9988\r\n\t1.\t\u73b0\u5728\u7684\u9a8c\u8bc1\u6307\u6807/\u9608\u503c\u8bbe\u7f6e\u662f\u5426\u5408\u7406\uff1f\u6709\u6ca1\u6709\u4f60\u4eec\u5e38\u7528\u7684\u66f4\u7a33\u7684\u505a\u6cd5\r\n\t2.\t\u4f60\u66f4\u5e0c\u671b\u5b83\u652f\u6301\u54ea\u4e9b\u6570\u636e\uff08\u73b0\u8d27/\u5408\u7ea6\u3001\u66f4\u591a\u4ea4\u6613\u6240\u3001\u66f4\u591a\u5468\u671f\uff09\r\n\t3.\tfactors/signals/strategies \u7684\u6269\u5c55\u65b9\u5f0f\u662f\u5426\u591f\u6e05\u6670\uff08\u6b22\u8fce PR \uff09\r\n\r\n\u6700\u540e\uff1a\u8fd9\u4e2a\u9879\u76ee\u5b9a\u4f4d\u662f\u201c\u7814\u7a76\u5de5\u5177/\u6846\u67b6\u201d\uff0c\u4e0d\u505a\u6536\u76ca\u627f\u8bfa\uff0c\u4e5f\u4e0d\u9f13\u52b1\u8ddf\u5355\u3002\r\n\u6b22\u8fce\u5927\u5bb6\u62cd\u7816\u3001\u63d0 issue / PR \ud83d\ude4f", "content_rendered": "

\u6211\u6700\u8fd1\u628a\u81ea\u5df1\u5728\u52a0\u5bc6\u91cf\u5316\u6295\u7814\u91cc\u7528\u7684\u4e00\u5957\u201c\u81ea\u52a8\u5316\u7814\u7a76\u6d41\u6c34\u7ebf\u201d\u6574\u7406\u6210\u4e86\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff1aLLM Alpha \uff08 llmalpha \uff09\nRepo\uff1a https://github.com/JiangZhihao123/llmalpha

\n

\u5b83\u89e3\u51b3\u4ec0\u4e48\u75db\u70b9\uff1f

\n

\u505a\u91cf\u5316\u7814\u7a76\u6700\u8017\u65f6\u95f4\u7684\u5f80\u5f80\u4e0d\u662f\u201c\u5199\u56de\u6d4b\u6846\u67b6\u201d\uff0c\u800c\u662f\u91cd\u590d\u52b3\u52a8\uff1a\n\u2022\t\u60f3\u4e00\u4e2a\u5047\u8bbe / \u56e0\u5b50 \u2192 \u5199\u4ee3\u7801 \u2192 \u56de\u6d4b \u2192 \u53d1\u73b0\u4e0d\u884c \u2192 \u6539 \u2192 \u518d\u56de\u6d4b\n\u2022\t\u66f4\u9ebb\u70e6\u7684\u662f\uff1a\u56de\u6d4b\u597d\u770b\u4e0d\u4ee3\u8868\u7a33\uff0c\u5f97\u505a WF \u3001\u6eda\u52a8\u7a97\u53e3\u3001\u770b\u8870\u51cf\u3001\u770b\u6362\u624b\u6210\u672c\u2026\u2026\n\u8fd9\u4e9b\u6d41\u7a0b\u5982\u679c\u9760\u4eba\u5de5\u505a\uff0c\u901f\u5ea6\u6162\u4e14\u5bb9\u6613\u6f0f\u3002

\n

llmalpha \u7684\u76ee\u6807\u5c31\u662f\u628a\u8fd9\u5957\u6d41\u7a0b\u81ea\u52a8\u5316\uff1a\u8ba9 LLM \u8d1f\u8d23\u63d0\u51fa\u5019\u9009\uff08\u56e0\u5b50/\u4fe1\u53f7/\u7b56\u7565\u903b\u8f91\uff09\u5e76\u751f\u6210\u4ee3\u7801\uff0c\u8ba9\u7cfb\u7edf\u8d1f\u8d23\u5206\u5c42\u9a8c\u8bc1\u3001\u9632\u8fc7\u62df\u5408\u3001\u4ee5\u53ca\u628a\u6210\u529f/\u5931\u8d25\u6c89\u6dc0\u6210\u53ef\u590d\u7528\u7684\u7ecf\u9a8c\u3002

\n

\u6838\u5fc3\u601d\u8def\uff08\u4e0d\u662f\u7aef\u5230\u7aef\u9ed1\u76d2\u4e0b\u5355\uff09

\n

\u9879\u76ee\u6309\u884c\u4e1a\u66f4\u5e38\u89c1\u7684\u65b9\u5f0f\u62c6\u6210\u4e09\u5c42\uff1a\nFactor \uff08\u56e0\u5b50\uff09\u2192 Signal \uff08\u4fe1\u53f7\uff09\u2192 Strategy \uff08\u7b56\u7565\uff09\n\u5e76\u4e14\u628a\u9a8c\u8bc1\u5199\u8fdb\u9ed8\u8ba4\u6d41\u7a0b\u91cc\uff1a\n\u2022\t\u56e0\u5b50\u5c42\uff1aIC/IR \u3001\u5355\u8c03\u6027\u3001\u6362\u624b\u7b49\uff08\u5148\u62e6\u4f4f\u7eaf\u566a\u58f0\uff09\n\u2022\t\u4fe1\u53f7\u5c42\uff1a\u80dc\u7387/\u76c8\u4e8f\u6bd4/\u9891\u7387/\u8870\u51cf\u7b49\n\u2022\t\u7b56\u7565\u5c42\uff1aWalk-Forward \uff08 60/20/20 \uff09+ \u591a\u65f6\u95f4\u6bb5\u6eda\u52a8\u4e00\u81f4\u6027\uff08\u5c3d\u91cf\u7b5b\u6389\u53ea\u5728\u67d0\u6bb5\u884c\u60c5\u6210\u7acb\u7684\u4e1c\u897f\uff09

\n

\u6b64\u5916\u4f1a\u628a\u6bcf\u6b21\u7814\u7a76\u7684\u6210\u529f/\u5931\u8d25\u539f\u56e0\u5199\u5165 SQLite \u77e5\u8bc6\u5e93\uff0c\u540e\u7eed\u751f\u6210\u5047\u8bbe\u4f1a\u53c2\u8003\u5386\u53f2\u7ecf\u9a8c\uff0c\u5f62\u6210\u95ed\u73af\u3002

\n

\u5de5\u7a0b\u4e0a\u90fd\u5305\u542b\u4ec0\u4e48\uff1f\n\u2022\tLLM \u667a\u80fd\u4f53\uff1a\u652f\u6301 OpenAI / Anthropic / Ollama \uff08\u672c\u5730\uff09\n\u2022\tBinance \u6570\u636e\u4e0b\u8f7d\uff08\u5f02\u6b65\u9ad8\u5e76\u53d1\uff09\n\u2022\t\u5411\u91cf\u5316\u56de\u6d4b\uff08 VectorBT \uff09\n\u2022\t\u53c2\u6570\u4f18\u5316\uff08 Optuna \uff09\n\u2022\tCLI\uff1aresearch / improve / analyze / backtest / kb \u67e5\u8be2\u7b49\n\u2022\t\u81ea\u52a8\u8865\u6570\u636e\u3001early-stop \u7b49

\n

3 \u5206\u949f\u4e0a\u624b

\n

\u521d\u59cb\u5316\u77e5\u8bc6\u5e93\uff1a

\n

llmalpha kb init

\n

\u8ba9 LLM \u5f00\u59cb\u5168\u81ea\u52a8\u7814\u7a76\uff08\u7f3a\u6570\u636e\u4f1a\u81ea\u52a8\u4e0b\u8f7d\u5e76\u7ee7\u7eed\uff09\uff1a

\n

llmalpha agent research

\n

\u6307\u5b9a\u7814\u7a76\u76ee\u6807/\u7c7b\u522b/\u8fed\u4ee3\u6b21\u6570\uff1a

\n

llmalpha agent research -r \"\u521b\u5efa\u4e00\u4e2a\u4f7f\u7528 RSI \u548c MACD \u7684\u52a8\u91cf\u7b56\u7565\" -c momentum -n 10

\n

\u6211\u5e0c\u671b\u6536\u96c6\u7684\u53cd\u9988\n1.\t\u73b0\u5728\u7684\u9a8c\u8bc1\u6307\u6807/\u9608\u503c\u8bbe\u7f6e\u662f\u5426\u5408\u7406\uff1f\u6709\u6ca1\u6709\u4f60\u4eec\u5e38\u7528\u7684\u66f4\u7a33\u7684\u505a\u6cd5\n2.\t\u4f60\u66f4\u5e0c\u671b\u5b83\u652f\u6301\u54ea\u4e9b\u6570\u636e\uff08\u73b0\u8d27/\u5408\u7ea6\u3001\u66f4\u591a\u4ea4\u6613\u6240\u3001\u66f4\u591a\u5468\u671f\uff09\n3.\tfactors/signals/strategies \u7684\u6269\u5c55\u65b9\u5f0f\u662f\u5426\u591f\u6e05\u6670\uff08\u6b22\u8fce PR \uff09

\n

\u6700\u540e\uff1a\u8fd9\u4e2a\u9879\u76ee\u5b9a\u4f4d\u662f\u201c\u7814\u7a76\u5de5\u5177/\u6846\u67b6\u201d\uff0c\u4e0d\u505a\u6536\u76ca\u627f\u8bfa\uff0c\u4e5f\u4e0d\u9f13\u52b1\u8ddf\u5355\u3002\n\u6b22\u8fce\u5927\u5bb6\u62cd\u7816\u3001\u63d0 issue / PR \ud83d\ude4f

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\u5728\u4e0a\u4e00\u4e2a\u9879\u76ee\u91cc\uff0c\u6211\u4f7f\u7528\u7684\u662f Flutter \u6280\u672f\uff0c\u56e0\u4e3a iOS \u548c\u5b89\u5353\u662f\u6211\u4e00\u80a9\u6311\uff0c\u5b9e\u5728\u6ca1\u529e\u6cd5\u53bb\u4e24\u7aef\u540c\u65f6\u5f00\u53d1\u3002

\n

\u4f46\u662f\u73b0\u5728\u5728 Vibe Coding \u7684\u5e2e\u52a9\u4e0b\uff0c\u6211\u5f00\u59cb\u8003\u8651\u4e0b\u4e00\u4e2a\u9879\u76ee\uff0c\u662f\u4e0d\u662f\u8fd8\u662f\u7528\u539f\u751f\u5f00\u53d1\u4f1a\u66f4\u597d\u70b9\u3002\u6bd5\u7adf Flutter \u867d\u7136\u65b9\u4fbf\uff0c\u4f46\u662f\u4e5f\u603b\u662f\u65f6\u4e0d\u65f6\u4f1a\u6709\u4e00\u4e9b\u6253\u5305\uff0c\u517c\u5bb9\u6027\u4e4b\u7c7b\u7684\u95ee\u9898\u4f1a\u56f0\u6270\u6211\u3002

\n", "last_modified": 1767163213, "replies": 1, "id": 1182406}, {"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": "go/create", "topics": 30116, "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": 5881, "aliases": [], "root": false, "id": 17, "parent_node_name": "geek"}, "member": {"id": 585989, "username": "i8k", "url": "u/i8k", "website": null, "twitter": null, "psn": null, "github": null, "btc": null, "location": null, "tagline": null, "bio": null, "avatar_mini": "https://cdn.v2ex.com/avatar/1e94/3295/585989_mini.png?m=1764086333", "avatar_normal": "https://cdn.v2ex.com/avatar/1e94/3295/585989_normal.png?m=1764086333", "avatar_large": "https://cdn.v2ex.com/avatar/1e94/3295/585989_large.png?m=1764086333", "created": 1656177644, "last_modified": 1764086333, "pro": 0}, "last_reply_by": "Cheesen", "last_touched": 1767167705, "title": "\u527d\u7a83 V \u53cb\u521b\u610f\uff0c AI \u7cca\u4e86\u4e2a 2026 \u8de8\u5e74\u5012\u8ba1\u65f6\u5c0f\u7f51\u9875", "url": "t/1182405", "created": 1767163145, "deleted": 0, "content": "\u539f\u5e16\uff1a https://v2ex.com/t/1181874#reply13\r\n\r\nhttps://2026.xcodeman.com/\r\n\r\n\u5f15\u5165\u4e86 threejs \u70df\u82b1\u548c\u97f3\u6548\uff0c\u589e\u52a0\u4e86 flipclock \u5012\u8ba1\u65f6", "content_rendered": "

\u539f\u5e16\uff1a https://v2ex.com/t/1181874#reply13

\n

https://2026.xcodeman.com/

\n

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\t5 \u4f7f\u7528 iperf3 \u8fdb\u884c\u6253\u6d41\uff0c\u53e6\u4e00\u7aef\u4e0d\u7ba1\u662f\u4f7f\u7528\u4e91\u4e3b\u673a\u3001\u79fb\u52a8\u6570\u636e\u6d41\u91cf\u3001\u5176\u4ed6\u7684\u5bbd\u5e26\u3001\u4e0d\u7ba1\u662f\u7535\u4fe1\u8fd8\u662f\u8054\u901a\u79fb\u52a8\u7b49\uff0ctcp \u4e0e udp \u901f\u5ea6\u5747\u4e3a 1mbps \u4ee5\u4e0b\u3002
\t6 \u524d\u5f80\u90bb\u5c45\u5bb6\u8fdb\u884c\u6d4b\u901f\u53d1\u73b0\u4e00\u5207\u6b63\u5e38\uff0c\u4e0e\u90bb\u5c45\u7684\u7535\u4fe1\u5bbd\u5e26\u5b89\u88c5\u5728\u540c\u4e00\u4e2a pon \u53e3\uff0c\u4ee5\u6b64\u5224\u65ad\u88ab\u6c5f\u82cf\u7535\u4fe1\u7279\u522b\u5bf9\u5f85\uff01
\u9644\u4e0a\u4e00\u4e9b iperf3 \u6d4b\u901f\u56fe\u548c todesk \u7b49\u8f6f\u4ef6\u4f7f\u7528\u7684\u56fe





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\u4e2a\u4eba\u8ba4\u4e3a\u73b0\u5982\u4eca\u7684 AI \u80fd\u529b\u662f\u65e0\u6cd5\u5b8c\u5168\u63a5\u7ba1\u5927\u578b\u9879\u76ee\u7684\n\u7ec8\u7a76\u9700\u8981\u5f00\u53d1\u4eba\u5458\u5728\u4e00\u65c1\u534f\u52a9, \u63a5\u5165, \u7ea0\u6b63\n\u4f46\u662f\u5373\u4f7f\u662f\u8fd9\u6837,\u5728\u73b0\u5982\u4eca\u7684\u8fd9\u4e2a\u65f6\u4ee3\u91cc\u8ffd\u6c42\u4ee3\u7801\u7684\u4f18\u96c5\u8bbe\u8ba1\u8fd8\u6709\u610f\u4e49\u5417?\n\u5982\u679c\u672a\u6765\u7684\u9053\u8def\u6ce8\u5b9a\u671d\u7740 AI \u63a5\u7ba1\u4e00\u5207\u7684\u65b9\u5411\u524d\u8fdb\n\u53cd\u6b63\u4ee3\u7801\u7531 AI \u751f\u6210, \u9605\u8bfb\u548c\u4fee\u6539\u4e5f\u90fd\u662f\u7531 AI \u5b8c\u6210\u7edd\u5927\u90e8\u5206\u5de5\u4f5c\n\u4eba\u4e3a\u7684\u8ffd\u6c42\u4ee3\u7801\u7684\u53ef\u8bfb\u6027, \u4f18\u96c5\u8bbe\u8ba1\u8fd8\u6709\u610f\u4e49\u4e48?\n\u53cd\u6b63\u6700\u540e\u7ec8\u5c06\u662f AI \u63a5\u7ba1\u4e00\u5207?

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\u6700\u8fd1\u5728 LLM Stream \u573a\u666f\u4e0b\u8e29\u4e86\u4e2a\u5751\uff1a

\n

\u6a21\u578b\u8f93\u51fa\u7684\u662f JSON \uff0c\u4f46\u8981\u7b49\u5b8c\u6574\u95ed\u5408\u624d\u80fd\u5904\u7406\uff0c\u524d\u7aef\u4f53\u9a8c\u5f88\u5dee\u3002

\n

\u5c31\u8bd5\u7740\u5199\u4e86\u4e2a\u57fa\u4e8e JSON \u7247\u6bb5\u6d41\u7684\u589e\u91cf\u89e3\u6790\u5668\uff0c\u53ef\u4ee5\u5728\u5bf9\u8c61\u8fd8\u6ca1\u5b8c\u5168\u751f\u6210\u5b8c\u65f6\u5c31\u89e6\u53d1\u56de\u8c03\u5904\u7406\u3002

\n

\u987a\u624b\u5f00\u6e90\u4e86\u4e00\u4e0b\uff0c\u8bb0\u5f55\u4e00\u6b21\u5de5\u7a0b\u5b9e\u8df5\u3002

\n

https://github.com/codeforgee/stream

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Claude-Ally-Health \u662f\u4e00\u4e2a\u57fa\u4e8e Claude Code \u6784\u5efa\u7684\u5f00\u6e90\u4e2a\u4eba\u533b\u7597\u6570\u636e\u4e2d\u5fc3\u3002\u5b83\u6253\u7834\u4e86\u4f20\u7edf\u533b\u7597 App \u7684\u6a21\u5f0f\uff0c\u91c7\u7528\u7eaf\u672c\u5730\u6587\u4ef6\u7cfb\u7edf (FileSystem) \u5b58\u50a8\uff0c\u65e0\u9700\u6570\u636e\u5e93\uff0c\u6570\u636e\u5b8c\u5168\u79c1\u6709\u5316\u3002

\n

\u5b83\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u8bb0\u5f55\u5de5\u5177\uff0c\u66f4\u5229\u7528\u4e86 Claude \u5f3a\u5927\u7684 AI \u80fd\u529b\uff0c\u4e3a\u4f60\u63d0\u4f9b\u4ece\u201c\u770b\u4e0d\u61c2\u7684\u68c0\u67e5\u5355\u201d\u5230\u201c\u4e13\u4e1a\u7684\u4e13\u5bb6\u4f1a\u8bca\u201d\u7684\u4e00\u7ad9\u5f0f\u5065\u5eb7\u7ba1\u7406\u65b9\u6848\u3002

\n

** [\u6838\u5fc3\u9ed1\u79d1\u6280] **

\n
    \n
  1. \u6570\u636e\u7edd\u5bf9\u79c1\u6709 \ud83d\udd12\uff1a\u6240\u6709\u6570\u636e\u4ee5 JSON \u683c\u5f0f\u5b58\u50a8\u5728\u4f60\u7684\u672c\u5730\u786c\u76d8\uff0c\u7edd\u4e0d\u4e0a\u4f20\u4e91\u7aef\uff0c\u4f60\u7684\u5065\u5eb7\u79d8\u5bc6\u53ea\u6709\u4f60\u81ea\u5df1\u77e5\u9053\u3002
  2. \n
  3. AI \u8bfb\u56fe\u795e\u5668 \ud83d\uddbc\ufe0f\uff1a\u770b\u4e0d\u61c2\u7684\u751f\u5316\u68c0\u67e5\u5355\u3001\u590d\u6742\u7684 CT/MRI \u5f71\u50cf\uff0c\u4e00\u6761\u547d\u4ee4 /save-report\uff0cAI \u81ea\u52a8\u63d0\u53d6\u5173\u952e\u6307\u6807\u5e76\u7ed3\u6784\u5316\u5b58\u50a8\u3002
  4. \n
  5. \u836f\u7269\u5b89\u5168\u536b\u58eb \ud83d\udc8a\uff1a\u5185\u7f6e\u667a\u80fd\u836f\u7269\u76f8\u4e92\u4f5c\u7528\u68c0\u6d4b\u5e93\uff0c\u652f\u6301\u4e94\u7ea7\u9884\u8b66\uff08 A/B/C/D/X \uff09\uff0c\u81ea\u52a8\u8bc6\u522b\u836f\u7269\u51b2\u7a81\uff0c\u5b88\u62a4\u7528\u836f\u5b89\u5168\u3002
  6. \n
  7. \u79c1\u4eba\u4e13\u5bb6\u4f1a\u8bca (MDT) \ud83d\udc68\u200d\u2695\ufe0f\uff1a\u62e5\u6709\u5fc3\u5185\u3001\u5185\u5206\u6ccc\u3001\u80bf\u7624\u7b49 9 \u5927\u4e13\u79d1\u7684 AI \u4e13\u5bb6 Skill \uff0c\u4e00\u6761 /consult \u547d\u4ee4\u5373\u53ef\u542f\u52a8\u591a\u5b66\u79d1\u4e13\u5bb6\u4f1a\u8bca\uff0c\u7ed9\u51fa\u7efc\u5408\u5206\u6790\u5efa\u8bae\u3002
  8. \n
  9. \u6781\u5ba2\u8303\u513f\u64cd\u4f5c \ud83d\ude80\uff1a\u57fa\u4e8e Claude Code \u547d\u4ee4\u884c\u4ea4\u4e92\uff0c/surgery \u8bb0\u624b\u672f\u3001/radiation \u67e5\u8f90\u5c04\u5242\u91cf\uff0c\u64cd\u4f5c\u5982\u5199\u4ee3\u7801\u822c\u6d41\u7545\u9ad8\u6548\u3002
  10. \n
\n

** [\u9002\u7528\u4eba\u7fa4] **

\n\n

** [\u7acb\u5373\u4f53\u9a8c] **\n\ud83d\udc49 GitHub: https://github.com/huifer/Claude-Ally-Health\n\u8ba9 AI \u6210\u4e3a\u4f60\u6700\u5fe0\u5b9e\u7684\u5065\u5eb7\u76df\u53cb\uff01

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