{
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  "title": "AI Agent \u667a\u80fd\u4f53",
  "description": "\u5206\u4eab AI Agent / Skills / MCP / Tool Use / Workflow \u7684\u6280\u672f\u4e0e\u5e94\u7528\u3002",
  "home_page_url": "https://www.v2ex.com/go/agent",
  "feed_url": "https://www.v2ex.com/feed/agent.json",
  "icon": "https://cdn.v2ex.com/navatar/4914/42df/1203_large.png?m=1774036775",
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      "date_published": "2026-08-23T12:06:49+00:00",
      "id": "https://www.v2ex.com/t/1236612",
      "url": "https://www.v2ex.com/t/1236612",
      "author": {
        "name": "qk1999",
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        "avatar": "https://cdn.v2ex.com/gravatar/ca59edca312901cfec1e7ba5f2d5461b?s=73&d=retro"
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src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/39676135df8f4594a64315f3f86da2ca%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgcWthbmc=:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiMjE5NTU4MDU4NjY3NzIwIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1788091518&amp;x-orig-sign=nKVYl3oXnnvWmGGV3heF36RrYTc%3D\"/></p>\n<h3>\u66f4\u591a\u80fd\u529b</h3>\n<p>\u66f4\u591a\u80fd\u529b\u4e0d\u4e00\u4e00\u4ecb\u7ecd\uff0c\u603b\u4e4b\u4e00\u4e9b\u4e3b\u6d41 Agent \u8be5\u6709\u7684\u57fa\u7840\u80fd\u529b\u90fd\u6709\u63d0\u4f9b\u3002</p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/cbc352a4262c4cdbba24279817867e0c%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgcWthbmc=:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiMjE5NTU4MDU4NjY3NzIwIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1788091518&amp;x-orig-sign=bWi8Sza7QTegKjyxOCUniKLsJ%2BY%3D\"/></p>\n<h2>\u5b83\u4e0d\u80fd\u505a\u4ec0\u4e48</h2>\n<p><strong>1. \u6267\u884c\u672c\u5730\u547d\u4ee4</strong>\n\u5b83\u53ea\u8dd1\u5728\u6d4f\u89c8\u5668\uff0c\u6ca1\u6cd5\u6267\u884c CLI \u547d\u4ee4\u3002</p>\n<p><strong>2. \u8fdc\u7a0b\u63a7\u5236</strong>\n\u5b83\u6ca1\u529e\u6cd5\u8dd1\u5728\u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a\uff0c\u5168\u5929\u5019\u6267\u884c\u4efb\u52a1\u3002</p>\n<p><strong>3. \u5728\u7ebf\u540c\u6b65</strong>\n\u5b83\u6ca1\u6709\u670d\u52a1\u7aef\uff0c\u6240\u6709\u7684\u4fe1\u606f\u90fd\u4fdd\u5b58\u5728\u672c\u5730\u3002</p>\n<h2>\u5148\u5230\u8fd9\u91cc</h2>\n<p>\u867d\u7136\u53ea\u4ecb\u7ecd\u4e86\u5f88\u5c11\u4e00\u90e8\u5206\uff0c\u4f46\u662f\u5e94\u8be5\u8db3\u591f\u7ed9\u5404\u4f4d\u8bfb\u8005\u5efa\u7acb\u8d77\u5173\u4e8e Open Cottage \u7684\u57fa\u672c\u6982\u5ff5\u3002</p>\n<p>\u6709\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u81ea\u884c\u63a2\u7d22\uff0c\u672a\u6765\u6211\u5c06\u7ee7\u7eed\u8f93\u51fa\u66f4\u591a\u4ecb\u7ecd Open Cottage \u7684\u80fd\u529b\u548c\u67b6\u6784\u7684\u6587\u7ae0\u3002</p>\n<p>\u8be5\u9879\u76ee\u521a\u521a\u4e0a\u7ebf\u548c\u5f00\u6e90\uff0c\u5c1a\u6709\u5f88\u591a\u4e0d\u5b8c\u5584\u7684\u5730\u65b9\uff0c\u6b22\u8fce\u5927\u5bb6\u4f53\u9a8c\u5410\u69fd\uff0c\u6216\u8005\u5efa\u8a00\u732e\u7b56\u3002</p>\n"
    },
    {
      "title": "AI Agent \u5b66\u4e60\u8def\u7ebf",
      "date_published": "2026-08-21T05:21:06+00:00",
      "id": "https://www.v2ex.com/t/1236145",
      "url": "https://www.v2ex.com/t/1236145",
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    },
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      "date_published": "2026-08-21T04:58:42+00:00",
      "id": "https://www.v2ex.com/t/1236143",
      "url": "https://www.v2ex.com/t/1236143",
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      "id": "https://www.v2ex.com/t/1236072",
      "url": "https://www.v2ex.com/t/1236072",
      "author": {
        "name": "imxiaolong",
        "url": "https://www.v2ex.com/member/imxiaolong",
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      "title": "\u6413\u4e86\u4e00\u4e2a\u672c\u5730 MCP\uff1a\u7528 ChatGPT \u514d\u8d39\u989d\u5ea6\u7ed9\u672c\u5730\u9879\u76ee\u5199\u4ee3\u7801\uff0c\u652f\u6301\u6307\u5b9a\u76ee\u5f55/UI \u622a\u56fe\u5bf9\u6bd4/\u81ea\u52a8 Commit",
      "date_published": "2026-08-20T02:59:09+00:00",
      "date_modified": "2026-08-20T03:00:02+00:00",
      "id": "https://www.v2ex.com/t/1235810",
      "url": "https://www.v2ex.com/t/1235810",
      "author": {
        "name": "1377048533",
        "url": "https://www.v2ex.com/member/1377048533",
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        "name": "yibie",
        "url": "https://www.v2ex.com/member/yibie",
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      "title": "DeepSeek \u6700\u7cbe\u4e86, \u628a Harness \u7528\u5728\u81ea\u5df1\u4ea7\u54c1\u4e0a, \u8ba9\u5927\u5bb6\u4ee5\u4e3a harness \u662f\u4ed6\u5bb6\u6700\u5148\u63d0\u51fa\u6765\u7684.",
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      "url": "https://www.v2ex.com/t/1235245",
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        "name": "lyr021x",
        "url": "https://www.v2ex.com/member/lyr021x",
        "avatar": "https://cdn.v2ex.com/gravatar/acace65545c1019bc6ea3d508014413c?s=73&d=retro"
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      "content_html": "<p><strong><a href=\"https://OpenABCode.com\" rel=\"nofollow\">OpenABCode</a> , \u5c06\u4efb\u52a1\u81ea\u52a8\u8def\u7531\u5230\u6700\u64c5\u957f\u8fd9\u9879\u4efb\u52a1\u7684\u6a21\u578b\u7684 Coding Agent:</strong></p>\n<p>Claude \u5e76\u975e\u6240\u6709\u6280\u672f\u90fd\u64c5\u957f\uff0c\u5728\u5f00\u53d1 <strong>Chrome \u63d2\u4ef6</strong> \u7684\u65f6\u5019\u5bf9\u6bd4\u4e86 Claude \u548c Gemini \u7ed9\u51fa\u7684\u65b9\u6848\u548c\u5b9e\u73b0\u7684\u4ee3\u7801\uff0cGemini \u53ef\u4ee5\u7ed9\u51fa\u7684\u65b9\u6848\u53c8\u51c6\u53c8\u5feb\uff0ctoken \u4ef7\u683c\u8fd8\u4e0d\u5230 Claude \u7684\u4e00\u534a,\u5728 Code Review \u65b9\u9762\u5f88\u591a\u5f00\u53d1\u8005\u66f4\u52a0\u503e\u5411 ChatGPT \u800c\u4e0d\u662f Claude \u3002</p>\n<p><strong><a href=\"https://OpenABCode.com\" rel=\"nofollow\">OpenABCode</a> \u7684\u8def\u7531\u89c4\u5219\u5f88\u7b80\u5355:</strong></p>\n<ul>\n<li>\u548c Google \u751f\u6001\u76f8\u5173\u7684\u4efb\u52a1\u5206\u914d\u7ed9 Gemini</li>\n<li>Code Review \u548c\u6d4b\u8bd5\u4efb\u52a1\u5206\u914d\u7ed9 ChatGPT</li>\n<li>\u6240\u6709\u5176\u4ed6\u7f16\u7801\u4efb\u52a1\u90fd\u5206\u914d\u7ed9 Claude</li>\n</ul>\n<p><strong><a href=\"https://OpenABCode.com\" rel=\"nofollow\">OpenABCode</a></strong> \u57fa\u4e8e Pi Agent \u5f00\u53d1\uff0cPi \u7684\u529f\u80fd\u548c\u7528\u6cd5\u90fd\u4fdd\u7559\uff0c\u81ea\u52a8\u8def\u7531\u529f\u80fd\u53ef\u4ee5\u5f00\u542f\u548c\u5173\u95ed\uff0c\u4e5f\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u5b9a\u4e49\u8def\u7531\u89c4\u5219\u3002</p>\n<p>\u4ee3\u7801\u5df2\u5f00\u6e90\uff0c\u6b22\u8fce\u4f53\u9a8c\u548c\u53cd\u9988:</p>\n<p><a href=\"https://github.com/matrixmapai/openabcode\" rel=\"nofollow\">https://github.com/matrixmapai/openabcode</a></p>\n<p><strong><a href=\"https://OpenABCode.com\" rel=\"nofollow\">OpenABCode</a></strong> \u8fd8\u914d\u5907\u4e86 AI \u6a21\u578b\u7f51\u5173\uff0c\u53ef\u4ee5\u7a33\u5b9a\u4f7f\u7528 Claude,Gemini \u548c ChatGPT,\u6ca1\u6709\u624b\u7eed\u8d39\uff0c\u4ef7\u683c\u6bd4 OpenRouter \u4fbf\u5b9c\uff0c\u6ca1\u6709\u624b\u7eed\u8d39\u3002</p>\n"
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        "name": "DingJZ",
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    },
    {
      "title": "\u5144\u5f1f\u4eec\uff0c deepseek \u6da8\u4ef7\u4e86\uff0c\u8fd8\u80fd\u7528\u4ec0\u4e48\u5462",
      "date_published": "2026-08-17T01:07:20+00:00",
      "id": "https://www.v2ex.com/t/1234847",
      "url": "https://www.v2ex.com/t/1234847",
      "author": {
        "name": "6581",
        "url": "https://www.v2ex.com/member/6581",
        "avatar": "https://cdn.v2ex.com/avatar/cc1d/9600/656439_large.png?m=1744254258"
      },
      "content_html": "1. \u4ee5\u524d deepseek \u6ca1\u6da8\u4ef7\u524d\uff0c\u4e00\u5929 10 \u5757\uff0c\u662f\u80fd\u63a5\u53d7\u7684<br />2. \u540e\u6765\u9ad8\u5cf0\u671f\u7ffb\u500d\uff0c\u8f6c\u5230 cursor pro<br />3. cursor \u8d8a\u7528\u8d8a\u6162\uff0c\u6709\u6765\u5230 deepseek <br />4. deepseek flash \u964d\u4ef7\u5230\u539f\u6765\u7684 1.5 \uff0c\u8fd8\u80fd\u63a5\u53d7<br />5. \u73b0\u5728\u76f4\u63a5\u6da8\u4ef7 4 \u500d\uff0c\u7528\u4e0d\u8d77\u4e86<br /><br />\u5144\u5f1f\u4eec\uff0c\u6709\u5565\u503c\u5f97\u63a8\u8350\u7684\uff0c\u53c2\u8003\u4ef7\u683c\uff1a\u6bcf\u5929 10 \u5757\uff0c\u5c3d\u91cf\u4e0d\u9650\u6d41"
    },
    {
      "title": "\u6211\u7684 opencode go \u7528\u4e0d\u4e86 luna",
      "date_published": "2026-08-17T00:42:47+00:00",
      "id": "https://www.v2ex.com/t/1234843",
      "url": "https://www.v2ex.com/t/1234843",
      "author": {
        "name": "zhiqiang",
        "url": "https://www.v2ex.com/member/zhiqiang",
        "avatar": "https://cdn.v2ex.com/avatar/85fa/59ac/27868_large.png?m=1510203004"
      },
      "content_html": "<p>deepseek flash \u6da8\u4ef7\uff0c\u73b0\u5728 luna \u8fd8\u66f4\u4fbf\u5b9c\u3002\u4e0d\u8fc7\u6211\u7528 hermes \u63a5\u5165 opencode go \u91cc\u7684 luna \uff0c\u603b\u662f\u9759\u9ed8\u5931\u8d25\u3002</p>\n<p>\u6c42\u95ee opencode go \u91cc\u5982\u4f55\u7528 luna \uff1f\u662f\u9700\u8981\u7ffb\u5899\u624d\u884c\u5417\uff1f</p>\n<p>\u641c\u4e86\u4e00\u4e0b\u6709\u8fd9\u4e2a <a href=\"https://github.com/anomalyco/opencode/issues/40621\" rel=\"nofollow\">https://github.com/anomalyco/opencode/issues/40621</a> \uff0c\u8bf4\u6309\u533a\u57df\u62d2\u7edd\u3002</p>\n<p>\u53ef\u4ee5\u901a\u8fc7\u4fee\u6539\u81ea\u5df1\u7684\u533a\u57df\u89e3\u51b3\u5417\uff1f</p>\n"
    },
    {
      "title": "\u5404\u4f4d Pi \u9009\u624b\u8f6c dsh \u4e86\u5417",
      "date_published": "2026-08-16T02:05:39+00:00",
      "id": "https://www.v2ex.com/t/1234716",
      "url": "https://www.v2ex.com/t/1234716",
      "author": {
        "name": "DiKaErJi",
        "url": "https://www.v2ex.com/member/DiKaErJi",
        "avatar": "https://cdn.v2ex.com/gravatar/ff8cb7a5e774249e9ddb5fa524361c42?s=73&d=retro"
      },
      "content_html": "<p>\u5404\u4f4d\u7528 Pi \u7684\u5927\u4f6c\u90fd\u8f6c DSH \u4e86\u5417\uff1f\u6700\u8fd1\u8282\u594f\u6709\u70b9\u5feb\uff0c\u6211\u53c8\u5728\u5fd9\u522b\u7684\u4e8b\u60c5\uff0c\u6709\u70b9\u8ddf\u4e0d\u4e0a\u3002\u636e\u8bf4 DSH \u662f\u6bd4 Pi \u66f4\u5b9a\u5236\u5316\u7684\u6846\u67b6\uff0c\u4f46\u8bf4\u5b9e\u8bdd\uff0c\u6211\u73b0\u5728\u7528 Pi \u4e5f\u633a\u987a\u624b\uff0c\u4e0d\u592a\u60f3\u8f6c\u6765\u8f6c\u53bb\u3002\u5927\u5bb6\u7528 Pi \u7684\u90fd\u8f6c\u4e86\u5417\uff1f</p>\n"
    },
    {
      "title": "local.ai \u9080\u8bf7\uff0c\u7ee7\u7eed",
      "date_published": "2026-08-14T06:40:48+00:00",
      "id": "https://www.v2ex.com/t/1234383",
      "url": "https://www.v2ex.com/t/1234383",
      "author": {
        "name": "BNNINAD",
        "url": "https://www.v2ex.com/member/BNNINAD",
        "avatar": "https://cdn.v2ex.com/avatar/3c76/4f6a/804993_large.png?m=1786689609"
      },
      "content_html": "<p>\u9080\u8bf7\u94fe\u63a5\uff0c\u5927\u5bb6\u6765\u5427<a href=\"https://local.ai/zaynlee/invite\" rel=\"nofollow\">local.ai</a></p>\n"
    },
    {
      "title": "local.ai \u63a5\u529b\u4e86",
      "date_published": "2026-08-14T06:17:26+00:00",
      "id": "https://www.v2ex.com/t/1234373",
      "url": "https://www.v2ex.com/t/1234373",
      "author": {
        "name": "RichardX2023",
        "url": "https://www.v2ex.com/member/RichardX2023",
        "avatar": "https://cdn.v2ex.com/avatar/91b2/a7eb/635883_large.png?m=1753408268"
      },
      "content_html": "<p><a href=\"https://local.ai/richardxzq/invite\" rel=\"nofollow\">https://local.ai/richardxzq/invite</a></p>\n"
    },
    {
      "title": "deepseek harness \u7684 everything is a plugin \u7684\u8bbe\u8ba1\u4e0d\u4f1a\u89e6\u53d1 API \u8c03\u7528\u7684 Tools \u6570\u91cf\u9650\u5236\u5417\uff1f",
      "date_published": "2026-08-14T03:42:26+00:00",
      "id": "https://www.v2ex.com/t/1234320",
      "url": "https://www.v2ex.com/t/1234320",
      "author": {
        "name": "AdamMaggie",
        "url": "https://www.v2ex.com/member/AdamMaggie",
        "avatar": "https://cdn.v2ex.com/avatar/9488/71c9/90862_large.png?m=1715387950"
      },
      "content_html": "<p>\u6211\u4e4b\u524d\u5728\u5c1d\u8bd5\u4f7f\u7528<code>VS Code Agent</code>\u65f6\u5019\uff0c\u4ed6\u7684\u8fd9\u4e2a\u667a\u80fd\u4f53\u6709\u4e2a\u5f88\u795e\u5947\u7684\u8bbe\u8ba1\uff0c\u628a\u6240\u6709 Tool flatten \u540e\u4e00\u8d77\u585e\u7ed9\u6a21\u578b\u3002\u6211\u5728\u5e02\u573a\u88c5\u4e86\u51e0\u4e2a skills \u540e\uff0c\u63a5\u5165 deepseek api \u7684 \u65f6\u5019\u5c31\u89e6\u53d1\u4e86\u5de5\u5177\u6570\u91cf\u4e0a\u9650\u4e86\u3002</p>\n<p>\u6211\u770b<code>deepseek harness</code> \u7528<code>everything is a plugin</code>\u8fd9\u79cd\u67b6\u6784\u8bbe\u8ba1\uff0c\u4f7f\u7528\u4e86 scope \u6765\u5206\u5272\u51cf\u5c11\u4e00\u6b21\u4e22\u7ed9 LLM \u7684 tools \u6570\u91cf+\u6bcf\u4e2a Step \u91cd\u65b0 assemble tool schemas \u3002</p>\n<p>\u4f46\u662f\u4f46\u662f\uff0c\u4e07\u4e00\u54ea\u4e00\u5929\uff0c\u771f\u7684\u628a\u5355\u4e2a scope \u79cd\u4e22\u8fdb\u53bb\u8d85\u8fc7 API \u6570\u91cf\u9650\u5236\u7684 Plugin/Tools \u3002\n\u6216\u8005\u8bf4\uff0c\u54ea\u4e00\u5929\uff0c\u4e00\u4e2a\u628a deepseek harness \u4f5c\u4e3a\u4e00\u4e2a\u4e2d\u5fc3\u5316\u7684 agent,\u63a5\u5165\u4e86\u4e1a\u52a1\u7cfb\u7edf\u66b4\u9732\u7684 tools \uff0c\u7a81\u7136\u4e00\u6b21\u6027\u5f80\u5355\u4e2a scope \u79cd\u6ce8\u518c\u8fdb\u53bb\u53bb\u8d85\u8fc7 API \u6570\u91cf\u9650\u5236\u7684 Plugin/Tools \u3002</p>\n<p>\u597d\u5947\u4ed6\u4eec\u4f1a\u600e\u4e48\u8fd9\u79cd\u95ee\u9898\u4f1a\u600e\u4e48\u5904\u7406\uff1f\u4f1a\u53bb\u4e2d\u95f4\u518d\u52a0\u4e2a\u6cbb\u7406\u5c42\u5417\uff1f</p>\n"
    },
    {
      "title": "\u5e73\u5fc3\u800c\u8bba",
      "date_published": "2026-08-14T02:28:03+00:00",
      "id": "https://www.v2ex.com/t/1234280",
      "url": "https://www.v2ex.com/t/1234280",
      "author": {
        "name": "wcwcxiaobin",
        "url": "https://www.v2ex.com/member/wcwcxiaobin",
        "avatar": "https://cdn.v2ex.com/gravatar/69c5b4ff374ebd97303fd714f24f1a9c?s=73&d=retro"
      },
      "content_html": "<p>deepseek \u8fd9\u6ce2\u6da8\u4ef7\uff0c\u5e94\u8be5\u662f\u8981\u51fa token plan \u4e86\u628a</p>\n"
    },
    {
      "title": "AI \u667a\u80fd\u4f53\u957f\u65f6\u95f4\u81ea\u52a8\u8fd0\u884c\uff0c\u662f\u5b89\u88c5\u5728\u670d\u52a1\u5668\u8fd8\u662f\u8fdc\u7a0b\u8fde\u63a5\u7b14\u8bb0\u672c\u65b9\u4fbf",
      "date_published": "2026-08-14T01:11:34+00:00",
      "id": "https://www.v2ex.com/t/1234258",
      "url": "https://www.v2ex.com/t/1234258",
      "author": {
        "name": "flyever",
        "url": "https://www.v2ex.com/member/flyever",
        "avatar": "https://cdn.v2ex.com/avatar/7520/bb50/57974_large.png?m=1786669809"
      },
      "content_html": "<p>\u5982\u9898\uff0cAI \u667a\u80fd\u4f53\u957f\u65f6\u95f4\u81ea\u52a8\u8fd0\u884c\uff0c\u8bf7\u95ee\u662f\u4e70\u4e2a\u670d\u52a1\u5668\u5b89\u88c5\uff0c\u7f51\u9875\u767b\u5f55\u7f16\u8f91\uff0c\u8fd8\u662f\u5b89\u88c5\u5728\u7b14\u8bb0\u672c\u8fdc\u7a0b\u8fde\u63a5\u597d\uff1f</p>\n"
    },
    {
      "title": "\u5b8c\u4e86\uff0c deepseek \u6b63\u5f0f\u5927\u5e45\u6da8\u4ef7\u4e86\uff0c\u65e5\u671f\u548c\u4ef7\u683c\u90fd\u51fa\u6765\u4e86",
      "date_published": "2026-08-13T11:22:05+00:00",
      "id": "https://www.v2ex.com/t/1234192",
      "url": "https://www.v2ex.com/t/1234192",
      "author": {
        "name": "xuhengjs",
        "url": "https://www.v2ex.com/member/xuhengjs",
        "avatar": "https://cdn.v2ex.com/gravatar/e8a96f08d2bdf7498d1f272e30c109c9?s=73&d=retro"
      },
      "content_html": "<p>\u6a21\u578b\t\u767e\u4e07 tokens \u8f93\u5165\uff08\u7f13\u5b58\u547d\u4e2d\uff09\t\u767e\u4e07 tokens \u8f93\u5165\uff08\u7f13\u5b58\u672a\u547d\u4e2d\uff09\t\u767e\u4e07 tokens \u8f93\u51fa\ndeepseek-v4-flash\t\u7a7a\u95f2\u65f6\u6bb5\t0.05 \u5143\t1.5 \u5143\t4.5 \u5143\n\u9ad8\u5cf0\u65f6\u6bb5\t0.10 \u5143\t3.0 \u5143\t9.0 \u5143\ndeepseek-v4-pro\t\u7a7a\u95f2\u65f6\u6bb5\t0.15 \u5143\t4.5 \u5143\t13.5 \u5143\n\u9ad8\u5cf0\u65f6\u6bb5\t0.30 \u5143\t9.0 \u5143\t27.0 \u5143</p>\n<hr/>\n<p>\u5bf9\u6bd4\u4e4b\u524d\u7684\u4ef7\u683c\u662f\n\u4ef7\u683c(1)\t\u767e\u4e07 tokens \u8f93\u5165\uff08\u7f13\u5b58\u547d\u4e2d\uff09\t0.02 \u5143\t0.025 \u5143\n\u767e\u4e07 tokens \u8f93\u5165\uff08\u7f13\u5b58\u672a\u547d\u4e2d\uff09\t1 \u5143\t3 \u5143\n\u767e\u4e07 tokens \u8f93\u51fa\t2 \u5143\t6 \u5143</p>\n<p>\u679c\u7136\u662f\u5927\u5e45\u6da8\u4ef7\u4e86\u554a</p>\n"
    },
    {
      "title": "\u63a2\u7d22 AI\u3001NLP \u4e0e\u4e0a\u4e0b\u6587\u5339\u914d\u6280\u672f",
      "date_published": "2026-08-13T09:52:17+00:00",
      "id": "https://www.v2ex.com/t/1234177",
      "url": "https://www.v2ex.com/t/1234177",
      "author": {
        "name": "cuishunbiao",
        "url": "https://www.v2ex.com/member/cuishunbiao",
        "avatar": "https://cdn.v2ex.com/avatar/8f38/7261/595748_large.png?m=1750071530"
      },
      "content_html": "<p><a href=\"https://contextmosaic.com/\" rel=\"nofollow\">Context Match</a>\uff0c\u4e5f\u5c31\u662f\u201c\u4e0a\u4e0b\u6587\u5339\u914d\u201d\uff0c\u6307\u7684\u662f\u5728\u5224\u65ad\u4e24\u4e2a\u5185\u5bb9\u662f\u5426\u5339\u914d\u65f6\uff0c\u4e0d\u4ec5\u6bd4\u8f83\u5185\u5bb9\u672c\u8eab\uff0c\u8fd8\u4f1a\u8fdb\u4e00\u6b65\u6bd4\u8f83\u5b83\u5468\u56f4\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u76f8\u540c\u7684\u6587\u5b57\uff0c\u5982\u679c\u51fa\u73b0\u5728\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u73af\u5883\u4e2d\uff0c\u53ef\u80fd\u5f97\u5230\u4e0d\u540c\u7684\u5339\u914d\u7ed3\u679c\uff1b\u800c\u5f53\u6587\u5b57\u672c\u8eab\u548c\u5b83\u5468\u56f4\u7684\u4fe1\u606f\u90fd\u80fd\u591f\u5bf9\u5e94\u65f6\uff0c\u8fd9\u4e2a\u5339\u914d\u901a\u5e38\u4f1a\u83b7\u5f97\u66f4\u5f3a\u7684\u53ef\u4fe1\u5ea6\u3002</p>\n<p>\u6700\u5178\u578b\u7684\u5e94\u7528\u573a\u666f\u662f\u7ffb\u8bd1\u8bb0\u5fc6\uff08 Translation Memory \uff09\u3002\u4f20\u7edf\u7684\u6587\u672c\u5339\u914d\u4e3b\u8981\u5173\u6ce8\u5f53\u524d\u53e5\u5b50\u662f\u5426\u4e0e\u8fc7\u53bb\u4fdd\u5b58\u7684\u53e5\u5b50\u76f8\u540c\u3002\u4f8b\u5982\u7cfb\u7edf\u66fe\u7ecf\u7ffb\u8bd1\u8fc7\u201cSelect Continue\u201d\uff0c\u5f53\u65b0\u7684\u6587\u6863\u4e2d\u518d\u6b21\u51fa\u73b0\u5b8c\u5168\u76f8\u540c\u7684\u53e5\u5b50\u65f6\uff0c\u5b83\u53ef\u80fd\u5f97\u5230\u4e00\u4e2a 100% Exact Match \uff0c\u4e5f\u5c31\u662f\u5b8c\u5168\u5339\u914d\u3002\u4f46\u6587\u5b57\u5b8c\u5168\u76f8\u540c\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u5b83\u4eec\u4e00\u5b9a\u5904\u4e8e\u76f8\u540c\u7684\u4f7f\u7528\u73af\u5883\u4e2d\u3002</p>\n<p>Context Match \u4f1a\u8fdb\u4e00\u6b65\u8003\u8651\u8fd9\u4e2a\u53e5\u5b50\u5468\u56f4\u53d1\u751f\u4e86\u4ec0\u4e48\u3002\u6bd4\u5982\u5b83\u524d\u9762\u662f\u201cYour changes are saved\u201d\uff0c\u540e\u9762\u662f\u201cReview the summary\u201d\u3002\u5982\u679c\u5f53\u524d\u6587\u6863\u4e2d\u7684\u53e5\u5b50\u4ee5\u53ca\u524d\u540e\u987a\u5e8f\u90fd\u4e0e\u4e4b\u524d\u4fdd\u5b58\u7684\u7ffb\u8bd1\u8bb0\u5f55\u4e00\u81f4\uff0c\u90a3\u4e48\u7cfb\u7edf\u5c31\u83b7\u5f97\u4e86\u66f4\u591a\u8bc1\u636e\uff0c\u53ef\u4ee5\u8ba4\u4e3a\u8fd9\u6b21\u5339\u914d\u6bd4\u5355\u7eaf\u7684\u6587\u5b57\u5b8c\u5168\u76f8\u540c\u66f4\u52a0\u53ef\u9760\u3002</p>\n<p>\u5982\u679c\u628a\u524d\u4e00\u53e5\u4fee\u6539\u6210\u201cYour progress will be lost\u201d\uff0c\u867d\u7136\u5f53\u524d\u7684\u201cSelect Continue\u201d\u4ecd\u7136\u4e0e\u5386\u53f2\u8bb0\u5f55\u5b8c\u5168\u76f8\u540c\uff0c\u4f46\u5b83\u5468\u56f4\u7684\u73af\u5883\u5df2\u7ecf\u53d1\u751f\u4e86\u53d8\u5316\u3002\u6b64\u65f6\u7cfb\u7edf\u53ef\u80fd\u4ecd\u7136\u8ba4\u4e3a\u5b83\u662f\u4e00\u4e2a 100% Exact Match \uff0c\u5374\u4e0d\u518d\u7ed9\u4e88\u66f4\u9ad8\u7b49\u7ea7\u7684 Context Match \u3002\u8fd9\u4e2a\u4f8b\u5b50\u8bf4\u660e\u4e86\u4e0a\u4e0b\u6587\u7684\u4ef7\u503c\uff1a\u76f8\u540c\u7684\u6587\u5b57\u53ea\u662f\u5339\u914d\u7684\u4e00\u90e8\u5206\uff0c\u6587\u5b57\u51fa\u73b0\u5728\u54ea\u91cc\u3001\u524d\u540e\u662f\u4ec0\u4e48\uff0c\u540c\u6837\u80fd\u591f\u5f71\u54cd\u7cfb\u7edf\u5bf9\u7ed3\u679c\u7684\u5224\u65ad\u3002</p>\n<p>\u4e0d\u8fc7\uff0cContext Match \u5e76\u4e0d\u662f\u4e00\u4e2a\u5728\u6240\u6709\u884c\u4e1a\u548c\u4ea7\u54c1\u4e2d\u90fd\u6709\u7edf\u4e00\u5b9a\u4e49\u7684\u6807\u51c6\u3002\u7406\u89e3\u8fd9\u4e2a\u6982\u5ff5\u65f6\uff0c\u9996\u5148\u9700\u8981\u786e\u5b9a\u8ba8\u8bba\u7684\u662f\u54ea\u4e00\u79cd\u7cfb\u7edf\u3002</p>\n<p>\u5728\u7ffb\u8bd1\u8bb0\u5fc6\u7cfb\u7edf\u4e2d\uff0cContext Match \u901a\u5e38\u610f\u5473\u7740\u6e90\u6587\u672c\u5b8c\u5168\u4e00\u81f4\uff0c\u540c\u65f6\u6587\u672c\u987a\u5e8f\u3001\u7ed3\u6784 ID \u6216\u5176\u4ed6\u4e0e\u7ffb\u8bd1\u8bb0\u5fc6\u6761\u76ee\u4e00\u8d77\u4fdd\u5b58\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e5f\u80fd\u591f\u5bf9\u5e94\u3002\u5728 CAT \uff08\u8ba1\u7b97\u673a\u8f85\u52a9\u7ffb\u8bd1\uff09\u5de5\u5177\u4e2d\uff0c\u4e0d\u540c\u4ea7\u54c1\u53c8\u62e5\u6709\u81ea\u5df1\u7684\u89c4\u5219\u548c\u8bc4\u5206\u65b9\u5f0f\u3002\u4f8b\u5982 Trados \u4f7f\u7528 CM \u7b49\u76f8\u5173\u6982\u5ff5\uff0c\u800c memoQ \u4f1a\u901a\u8fc7 101% \u548c 102% \u7b49\u5206\u6570\u8868\u793a\u4e0d\u540c\u7a0b\u5ea6\u7684\u4e0a\u4e0b\u6587\u5339\u914d\u3002</p>\n<p>\u5176\u4e2d\uff0c100% Exact Match \u8868\u793a\u6e90\u6587\u672c\u672c\u8eab\u5339\u914d\uff0c\u4f46\u5468\u56f4\u73af\u5883\u4e0d\u4e00\u5b9a\u76f8\u540c\uff1b Context Match \u8868\u793a\u6587\u672c\u4ee5\u53ca\u4fdd\u5b58\u7684\u4e0a\u4e0b\u6587\u90fd\u4e0e\u5f53\u524d\u6587\u6863\u5339\u914d\uff1b memoQ \u7684 101% \u53ef\u4ee5\u8868\u793a\u6587\u672c\u6d41\u6216\u8005\u57fa\u4e8e ID \u7684\u4e0a\u4e0b\u6587\u5339\u914d\uff0c\u800c 102% Double Context \u5219\u8868\u793a\u6587\u672c\u6d41\u548c ID \u4e0a\u4e0b\u6587\u540c\u65f6\u5339\u914d\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u5339\u914d\u5206\u6570\u5b9e\u9645\u4e0a\u53ef\u4ee5\u7406\u89e3\u4e3a\u7cfb\u7edf\u5bf9\u201c\u4e3a\u4ec0\u4e48\u8ba4\u4e3a\u8fd9\u4e2a\u7ed3\u679c\u53ef\u9760\u201d\u7684\u4e00\u79cd\u7b80\u5316\u8868\u8fbe\u3002</p>\n<p>Context Match \u7684\u6982\u5ff5\u4e5f\u4e0d\u4ec5\u5b58\u5728\u4e8e\u7ffb\u8bd1\u9886\u57df\u3002</p>\n<p>\u5728 NLP \u548c\u641c\u7d22\u7cfb\u7edf\u4e2d\uff0c\u7cfb\u7edf\u53ef\u80fd\u7ed3\u5408\u6587\u5b57\u5468\u56f4\u7684\u8bed\u8a00\u3001\u7528\u6237\u610f\u56fe\u3001\u5b9e\u4f53\u3001\u5143\u6570\u636e\u4ee5\u53ca\u7528\u6237\u6b63\u5728\u5b8c\u6210\u7684\u4efb\u52a1\u6765\u5224\u65ad\u5185\u5bb9\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u4e24\u4e2a\u5b8c\u5168\u76f8\u540c\u7684\u5173\u952e\u8bcd\uff0c\u5728\u4e0d\u540c\u641c\u7d22\u610f\u56fe\u548c\u8bed\u8a00\u73af\u5883\u4e0b\uff0c\u53ef\u80fd\u4ee3\u8868\u5b8c\u5168\u4e0d\u540c\u7684\u542b\u4e49\uff0c\u56e0\u6b64\u7cfb\u7edf\u4e0d\u80fd\u53ea\u4f9d\u9760\u6587\u5b57\u8868\u9762\u8fdb\u884c\u5339\u914d\u3002</p>\n<p>\u5728\u4e0a\u4e0b\u6587\u5e7f\u544a\u4e2d\uff0c\u8fd9\u4e2a\u6982\u5ff5\u53c8\u6709\u6240\u4e0d\u540c\u3002\u7cfb\u7edf\u5173\u6ce8\u7684\u662f\u5e7f\u544a\u6216\u63a8\u8350\u5185\u5bb9\u4e0e\u5f53\u524d\u9875\u9762\u4e3b\u9898\u4ee5\u53ca\u5185\u5bb9\u73af\u5883\u662f\u5426\u9002\u5408\u3002\u4f8b\u5982\uff0c\u540c\u4e00\u4e2a\u5e7f\u544a\u653e\u5728\u4e0d\u540c\u4e3b\u9898\u7684\u6587\u7ae0\u4e2d\uff0c\u5176\u76f8\u5173\u6027\u548c\u9002\u7528\u7a0b\u5ea6\u53ef\u80fd\u5b8c\u5168\u4e0d\u540c\uff0c\u56e0\u6b64\u5185\u5bb9\u6240\u5904\u7684\u73af\u5883\u672c\u8eab\u4e5f\u6210\u4e3a\u5339\u914d\u4f9d\u636e\u7684\u4e00\u90e8\u5206\u3002</p>\n<p>\u9700\u8981\u7279\u522b\u6ce8\u610f\u7684\u662f\uff0c\u66f4\u5f3a\u7684 Context Match \u5e76\u4e0d\u4ee3\u8868\u6700\u7ec8\u7ed3\u679c\u4e00\u5b9a\u6b63\u786e\u3002\u5373\u4f7f\u5386\u53f2\u6587\u672c\u3001\u524d\u540e\u987a\u5e8f\u548c\u7ed3\u6784\u4fe1\u606f\u5168\u90e8\u5339\u914d\uff0c\u539f\u6765\u7684\u7ffb\u8bd1\u4e5f\u53ef\u80fd\u5df2\u7ecf\u8fc7\u65f6\u3002\u672f\u8bed\u53ef\u80fd\u53d1\u751f\u53d8\u5316\uff0c\u4ea7\u54c1\u540d\u79f0\u3001\u6570\u5b57\u3001\u53d8\u91cf\u6216\u8005\u6cd5\u5f8b\u6587\u672c\u4e5f\u53ef\u80fd\u5df2\u7ecf\u66f4\u65b0\uff0c\u56e0\u6b64\u4ecd\u7136\u9700\u8981\u6839\u636e\u5f53\u524d\u60c5\u51b5\u8fdb\u884c\u5ba1\u6838\u3002</p>\n<p>Context Match \u771f\u6b63\u8868\u8fbe\u7684\u662f\u201c\u7cfb\u7edf\u4e3a\u4ec0\u4e48\u8ba4\u4e3a\u8fd9\u4e2a\u7ed3\u679c\u5177\u6709\u66f4\u5f3a\u7684\u5339\u914d\u4f9d\u636e\u201d\uff0c\u800c\u4e0d\u662f\u66ff\u7528\u6237\u4fdd\u8bc1\u6700\u7ec8\u7ed3\u679c\u4e00\u5b9a\u6b63\u786e\u3002</p>\n<p>\u4ece\u7ffb\u8bd1\u8bb0\u5fc6\u548c CAT \u5de5\u5177\uff0c\u5230 NLP \u3001\u641c\u7d22\u548c\u4e0a\u4e0b\u6587\u5e7f\u544a\uff0cContext Match \u80cc\u540e\u7684\u6838\u5fc3\u601d\u60f3\u5176\u5b9e\u975e\u5e38\u7b80\u5355\uff1a<strong>\u5224\u65ad\u4e24\u4e2a\u5185\u5bb9\u662f\u5426\u771f\u6b63\u5339\u914d\uff0c\u4e0d\u80fd\u6c38\u8fdc\u53ea\u770b\u5185\u5bb9\u672c\u8eab\uff0c\u8fd8\u9700\u8981\u7406\u89e3\u5b83\u4eec\u6240\u5904\u7684\u4e0a\u4e0b\u6587\u3002</strong> \u5f53\u7cfb\u7edf\u80fd\u591f\u540c\u65f6\u7406\u89e3\u201c\u5185\u5bb9\u662f\u4ec0\u4e48\u201d\u548c\u201c\u5185\u5bb9\u51fa\u73b0\u5728\u54ea\u91cc\u201d\u65f6\uff0c\u5339\u914d\u7ed3\u679c\u624d\u80fd\u83b7\u5f97\u66f4\u591a\u6709\u4ef7\u503c\u7684\u4f9d\u636e\u3002</p>\n<p>\u5185\u5bb9\u6765\u6e90\u4e8e\uff1a <a href=\"https://contextmosaic.com/\" rel=\"nofollow\">https://contextmosaic.com/</a></p>\n"
    },
    {
      "title": "Hermes Agent \u5728\u5f88\u591a provider \u91cc TTFT \u9ad8\u8fbe 1-2 \u5206\u949f\uff0c\u6ca1\u6cd5\u7528\u4e86",
      "date_published": "2026-08-12T02:11:48+00:00",
      "id": "https://www.v2ex.com/t/1233746",
      "url": "https://www.v2ex.com/t/1233746",
      "author": {
        "name": "ingramyang",
        "url": "https://www.v2ex.com/member/ingramyang",
        "avatar": "https://cdn.v2ex.com/avatar/0fae/6adc/465822_large.png?m=1786500644"
      },
      "content_html": "<p>Hermes Agent \u6ca1\u6cd5\u73a9\u4e86\u3002\u4e0d\u77e5\u9053\u662f\u6bcf\u6b21\u90fd\u52a8\u6001\u62fc\u524d\u7f00\u7684\u539f\u56e0\uff0c\u8fd8\u662f\u5927\u6a21\u578b provider \u6ca1\u6709\u8def\u7531\u5230\u540c\u4e00\u7f13\u5b58 provider \u7684\u539f\u56e0\uff0cprefill \u524d\u7f00\u7591\u4f3c\u6bcf\u6b21\u90fd\u8981\u91cd\u65b0\u8ba1\u7b97\uff0c\u5bfc\u81f4\u5728 Hermes \u666e\u904d\u9996\u8f6e\u5bf9\u8bdd\u8981\u6ce8\u5165 23K \u5de6\u53f3\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u4e0b\uff0cOpenCode Go / \u5343\u95ee\u4e91 / OpenRouter \u6bcf\u4e00\u8f6e\u7684 TTFT \u90fd\u9ad8\u8fbe 60-100s \uff0c\u53ea\u6709\u706b\u5c71\u5f15\u64ce\u4e0d\u77e5\u9053\u901a\u8fc7\u4ec0\u4e48\u9b54\u6cd5\uff08\u53ef\u80fd\u662f\u9884\u70ed\u751a\u81f3\u591a\u79df\u6237\u9694\u79bb\uff1f\uff09\u4f18\u5316\u5230\u4e86 10s \u751a\u81f3 5s \u5185\u3002\u6ca1\u529e\u6cd5\uff0c\u5378\u4e86\u4e0d\u73a9\u4e86\u3002\n\u5f00\u6e90\u7684\u4e1c\u897f\u518d\u597d\uff0c\u7ec8\u7a76\u6bd4\u4e0d\u8fc7\u5546\u4e1a\u5316\u548c\u4e2d\u5fc3\u5316\u7684\u73a9\u6cd5\uff0c\u5509\u3002\n<img alt=\"\u65e5\u5fd7\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pic1.imgdb.cn/i/0345cOhfXFUiC43Yhryp4f.png\"/></p>\n"
    },
    {
      "title": "\u5c1d\u8bd5\u4e86 Sol Plan + Luna Worker \u7684\u65b9\u6848\uff0c\u6548\u679c\u4e0d\u9519",
      "date_published": "2026-08-11T07:46:40+00:00",
      "id": "https://www.v2ex.com/t/1233579",
      "url": "https://www.v2ex.com/t/1233579",
      "author": {
        "name": "andie",
        "url": "https://www.v2ex.com/member/andie",
        "avatar": "https://cdn.v2ex.com/avatar/659f/4561/619885_large.png?m=1786465584"
      },
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        "avatar": "https://cdn.v2ex.com/avatar/e6aa/a2dc/128098_large.png?m=1553740719"
      },
      "content_html": "<p>\u6700\u8fd1 codex \u684c\u9762\u8001\u5347\u7ea7\uff0c\u8d8a\u6765\u8d8a\u6162\uff0c\u4e0d\u77e5\u9053\u5728 claude code \u91cc\u7528\u6548\u679c\u600e\u4e48\u6837</p>\n"
    },
    {
      "title": "\u4f60\u4eec\u90fd\u662f\u600e\u4e48\u5b9e\u73b0\u4e24\u4e2a\u4e0d\u540c\u7684\u5927\u6a21\u578b\u4e92\u76f8\u534f\u4f5c coding \u5462\uff1f",
      "date_published": "2026-08-01T07:11:33+00:00",
      "id": "https://www.v2ex.com/t/1231430",
      "url": "https://www.v2ex.com/t/1231430",
      "author": {
        "name": "longmeier90",
        "url": "https://www.v2ex.com/member/longmeier90",
        "avatar": "https://cdn.v2ex.com/gravatar/8dbc4123e8644a41d1409ad8dd0d0b35?s=73&d=retro"
      },
      "content_html": "```<br />\u6bd4\u5982 \u4e24\u4e2a\u5927\u6a21\u578b Claude code  \u548c Codex; Claude \u8d1f\u8d23\u89c4\u5212\u3001\u5ba1\u6838\u3001\u4e0b\u4efb\u52a1\uff0cCodex \u8d1f\u8d23\u6267\u884c\u3002<br />\u6709\u6ca1\u6709\u6bd4\u8f83\u597d\u7684\u5de5\u5177\u63a8\u8350\u4e00\u6ce2<br />```"
    },
    {
      "title": "\u7528 deepseek v4 flash \u548c Chatgpt 5.6 sol \u5206\u522b\u505a\u4e86\u4e00\u4e2a\u7f51\u9875",
      "date_published": "2026-07-31T14:50:41+00:00",
      "id": "https://www.v2ex.com/t/1231348",
      "url": "https://www.v2ex.com/t/1231348",
      "author": {
        "name": "momofa",
        "url": "https://www.v2ex.com/member/momofa",
        "avatar": "https://cdn.v2ex.com/avatar/a25e/0e62/12365_large.png?m=1318215361"
      },
      "content_html": "<p>\u5728 codex \u91cc\u9762 \u5206\u522b\u7528 deepseek v4 flash \u548c Chatgpt 5.6 sol \u5404\u505a\u4e86\u4e00\u4e2a\u7f51\u9875\u3002\u63d0\u793a\u8bcd\u90fd\u4e00\u6837\uff0c\u4f60\u4eec\u89c9\u5f97\u54ea\u4e00\u4e2a\u6c34\u5e73\u66f4\u9ad8\uff1f</p>\n<p>\u63d0\u793a\u8bcd\uff1a\u505a\u4e00\u4e2a RSS \u6e90\u7684\u5bfc\u822a\u7ad9</p>\n<p>Deepseek \u5b8c\u6210\u65f6\u95f4\u7684 13 \u5206\u949f Chatgpt \u5b8c\u6210\u65f6\u95f4 16 \u5206\u949f\uff0cchatgpt \u81ea\u5df1\u53bb\u53d1\u5e03\u4e86\uff0c\u4f46\u53d1\u5e03\u7684\u7f51\u5740\u65e0\u6cd5\u8bbf\u95ee\u3002\u3002</p>\n<p>\u540e\u6765\u90fd\u90fd\u7edf\u4e00\u53d1\u5e03\u5230 nishare \u4e86\uff0cdeepseek \u53d1\u5e03\u7528\u4e86 1 \u5206\u949f\uff0cchagpt \u53d1\u5e03\u7528\u4e86\u4e24\u5206\u534a\uff08\u56e0\u4e3a\u8981\u6539\u4e3a\u5355 html \u53d1\u5e03\uff0c\u53ef\u80fd\u65f6\u95f4\u591a\u4e86\u70b9\uff09\u3002</p>\n<p>chagpt \u505a\u7684\uff1a\n<a href=\"https://nishare.com/p/2601def1e9ec44dc\" rel=\"nofollow\">https://nishare.com/p/2601def1e9ec44dc</a></p>\n<p>deepseek \u505a\u7684\uff1a\n<a href=\"https://nishare.com/p/6bc6a7106b4c4399\" rel=\"nofollow\">https://nishare.com/p/6bc6a7106b4c4399</a></p>\n"
    },
    {
      "title": "\u6211\u7684 Agent \u4f7f\u7528\u5fc3\u8def\u5386\u7a0b",
      "date_published": "2026-07-29T12:45:44+00:00",
      "id": "https://www.v2ex.com/t/1230827",
      "url": "https://www.v2ex.com/t/1230827",
      "author": {
        "name": "sumtsui",
        "url": "https://www.v2ex.com/member/sumtsui",
        "avatar": "https://cdn.v2ex.com/avatar/a3d8/c0ae/358265_large.png?m=1785320130"
      },
      "content_html": "<p>\u5c0f\u9f99\u867e\u706b\u4e86\u4e4b\u540e\u6211\u5f00\u59cb\u7528 agent \uff0c\u4f46\u6ca1\u771f\u6b63\u7528\u8fc7\u5c0f\u9f99\u867e\u548c Hermes \u3002\u7b2c\u4e00\u4e2a\u4e0a\u624b\u7684\u662f <a href=\"https://github.com/nanocoai/nanoclaw/\" rel=\"nofollow\">NanoClaw</a>\uff0c\u5b83\u7684\u7279\u8272\u662f\u4ee3\u7801\u91cf\u5c11\u3001\u4e3b\u8981\u903b\u8f91\u8bfb\u5f97\u61c2\uff0c\u6211\u7528\u8d77\u6765\u5b89\u5fc3\u4e9b\u3002\u540e\u6765\u5f03\u7528\u4e86\uff0c\u5b83\u7684\u591a\u901a\u9053\u548c\u5bb9\u5668\u5316\u5bf9\u6211\u6ca1\u5fc5\u8981\uff0c\u53ea\u589e\u52a0\u590d\u6742\u5ea6\u3002</p>\n<p>NanoClaw \u8dd1\u5728 claude-agent-sdk \u4e0a\u3002\u7136\u540e\u6211\u77e5\u9053\u4e86 Claude Code \u8ddf Claude Desktop \u4e5f\u8dd1\u5728\u540c\u4e00\u5957\u4e1c\u897f\u4e0a\u3002\u540e\u6765\u53c8\u77e5\u9053 Codex \u548c OpenCode \u4e5f\u5404\u6709\u81ea\u5df1\u7684 agent SDK \u3002\u5404\u5bb6\u7ec6\u8282\u4e0d\u540c\uff0c\u4f46\u8d1f\u8d23\u7684\u4e1c\u897f\u662f\u540c\u4e00\u6279\uff1a</p>\n<pre><code>Agent SDK\n    \u251c\u2500\u2500 Session \u7ba1\u7406\n    \u251c\u2500\u2500 \u6a21\u578b\u8c03\u7528\n    \u251c\u2500\u2500 Agent Loop\n    \u251c\u2500\u2500 \u5de5\u5177\u8c03\u7528\n    \u251c\u2500\u2500 \u6587\u4ef6\u548c Shell\n    \u251c\u2500\u2500 \u6743\u9650\u5ba1\u6279\n    \u251c\u2500\u2500 \u6d41\u5f0f\u4e8b\u4ef6\n    \u2514\u2500\u2500 \u4e0a\u4e0b\u6587\u7ba1\u7406\n</code></pre>\n<p>OpenClaw \u548c Hermes \u4e5f\u662f\u5404\u81ea\u9020\u4e86\u4e00\u4e2a\u7c7b\u4f3c\u7684\u4e1c\u897f\u3002\u770b\u660e\u767d\u8fd9\u4e00\u5c42\u4e4b\u540e\uff0c\u6211\u5bf9\u300c\u6362\u4e00\u4e2a agent \u5ba2\u6237\u7aef\u300d\u8fd9\u4ef6\u4e8b\u5c31\u6ca1\u4ec0\u4e48\u6267\u5ff5\u4e86\uff0c\u4e0b\u9762\u90a3\u5c42\u5927\u540c\u5c0f\u5f02\uff0c\u533a\u522b\u5728\u4e8e\u5916\u9762\u90a3\u5c42\u600e\u4e48\u7ed9\u4f60\u7528\u3002</p>\n<h2>\u4e00\u3001\u4ece TUI \u5f00\u59cb</h2>\n<p>\u653e\u5f03 NanoClaw \u4e4b\u540e\u6211\u5c31\u76f4\u63a5\u7528 Claude Code \u548c OpenCode \u3002\u4e00\u5f00\u59cb\u5f88\u6734\u7d20\uff1a\u5728\u67d0\u4e2a\u9879\u76ee\u76ee\u5f55\u4e0b\u6572 <code>claude</code> \u6216 <code>opencode</code>\uff0c\u8d77\u4e2a TUI \u5c31\u5f00\u59cb\u5e72\u6d3b\u3002</p>\n<p>\u7136\u540e\u6211\u5199\u4e86\u4e00\u4e9b skills \uff0c\u7ed9\u5b83\u8c03\u7528\u6211\u8fd9\u53f0\u7535\u8111\u7684\u80fd\u529b\uff1a\u7528\u6211\u7684\u6d4f\u89c8\u5668\u3001\u7528 ffmpeg \u526a\u89c6\u9891\u3001\u628a markdown \u8f6c\u6210 PDF \u3002\u5230\u8fd9\u4e00\u6b65\u5b83\u5df2\u7ecf\u4e0d\u53ea\u662f\u4e2a\u5199\u4ee3\u7801\u7684\u4e1c\u897f\u4e86\u3002</p>\n<h2>\u4e8c\u3001\u628a agent \u672c\u8eab\u53d8\u6210\u4e00\u4e2a\u9879\u76ee</h2>\n<p>\u63a5\u7740\u4e3a\u4e86\u65b9\u4fbf\u7ba1\u7406\uff0c\u6211\u628a <code><a href=\"http://AGENTS.md\" rel=\"nofollow\">AGENTS.md</a></code>\u3001<code><a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a></code>\u3001<code>.opencode/</code>\u3001<code>.claude/</code>\u3001skills \u5168\u90e8\u6536\u8fdb\u4e00\u4e2a\u56fa\u5b9a\u7684\u6587\u4ef6\u5939\uff0c\u6211\u53eb\u5b83 <strong>agent-workspace</strong>\u3002\u4ee5\u540e\u6211\u5728\u8fd9\u4e2a workspace \u91cc\u8dd1 <code>claude</code> \u6216 <code>opencode</code>\u3002</p>\n<p>\u7136\u540e\u6211\u5728 workspace \u91cc\u653e\u4e86\u4e00\u4e2a <code>./notes</code> \u6587\u4ef6\u5939\u3002\u6bcf\u8f6e\u5bf9\u8bdd\u4e2d\u6709\u9700\u8981\u7684\u65f6\u5019\uff0c\u5c31\u8ba9\u5b83\u628a\u4e1c\u897f\u5199\u8fdb\u53bb \u2014\u2014 \u4e00\u6b21\u8c03\u7814\u7684\u7ed3\u679c\u3001\u4e00\u6b21\u8ba8\u8bba\u7684\u7ed3\u8bba\u3002</p>\n<p>\u6162\u6162\u5730\u6211\u5927\u90e8\u5206\u5de5\u4f5c\u90fd\u4ece\u8fd9\u4e2a workspace \u51fa\u53d1\u3002\u54ea\u6015\u8981\u5f00\u53d1\u7ef4\u62a4\u6211\u81ea\u5df1\u7684\u4e2a\u4eba\u9879\u76ee\uff0c\u6211\u4e5f\u662f\u5728\u8fd9\u91cc\u8bf4\u4e00\u53e5\u300c\u53bb <code>../xxx</code> \u628a\u4ec0\u4e48\u4ec0\u4e48\u505a\u4e86\u300d\u3002</p>\n<p>\u5de5\u4f5c\u76ee\u5f55\u4ece\u300c\u9879\u76ee\u300d\u632a\u5230\u4e86\u300c\u6211\u300d\u3002\u9879\u76ee\u53d8\u6210\u4e86\u5b83\u53bb\u8bbf\u95ee\u7684\u5bf9\u8c61\u3002</p>\n<h2>\u4e09\u3001\u628a agent \u4ece\u7535\u8111\u91cc\u653e\u51fa\u6765</h2>\n<p>\u540e\u6765\u6211\u77e5\u9053\uff0c\u672c\u5730\u8dd1 <code>opencode</code> \u65f6\u9664\u4e86 TUI \uff0c\u5b83\u540c\u65f6\u4f1a\u62c9\u8d77\u4e00\u4e2a server \uff0c\u4e5f\u5c31\u662f\u4e00\u4e2a headless \u7684 agent runtime \u3002\u7136\u540e\u6211\u53d1\u73b0\u4e86 <a href=\"https://github.com/grinev/opencode-telegram-bot\" rel=\"nofollow\">opencode-telegram-bot</a>\u3002</p>\n<p>\u4e8e\u662f\u6211\u5728 workspace \u4e0a\u8dd1 <code>opencode serve</code>\uff0c\u628a\u8fd9\u4e2a bot \u6307\u5411\u90a3\u4e2a server \uff0c\u5c31\u80fd\u5728\u624b\u673a\u4e0a\u7528 Telegram \u63a7\u5236\u6211\u7684 agent \u4e86\u3002session \u662f\u4e92\u901a\u7684\uff1a\u6211\u5728\u7535\u8111\u524d\u5e72\u5230\u4e00\u534a\u7684\u6d3b\uff0c\u79bb\u5f00\u7535\u8111\u540e\u53ef\u4ee5\u5728 Telegram \u4e0a\u63a5\u7740\u5e72\u3002</p>\n<h2>\u56db\u3001\u7b14\u8bb0\u672c</h2>\n<p>\u518d\u540e\u6765\u6211\u5f00\u59cb\u8ba9\u5b83\u8bb0\u5f55\u6211\u7684\u60f3\u6cd5\u3001\u7ba1\u7406\u6211\u7684\u5f85\u529e\u3002\u7f51\u4e0a\u770b\u5230\u4e00\u7bc7\u6587\u7ae0\u60f3\u5b58\u4e0b\u6765\uff0c\u4e5f\u76f4\u63a5\u8ba9 agent \u5b58\u8fdb\u90a3\u4e2a\u7b14\u8bb0\u6587\u4ef6\u5939\u3002</p>\n<p>\u4e3a\u4e86\u8ba9\u5b83\u7ba1\u597d\u8fd9\u4e2a\u7b14\u8bb0\u672c\uff0c\u6211\u5b9a\u4e86\u51e0\u6761\u89c4\u5219\u548c\u51e0\u4e2a skill \u3002\u6bd4\u5982\u6211\u8bf4\u300c\u8bb0\u4e0b\u6765 xxx \u300d\uff1a</p>\n<ul>\n<li>\u5185\u5bb9\u662f\u7ed9\u6211\u4ee5\u540e\u770b\u7684 \u2192 <code>notes/brain-dump/</code>\uff0c\u9010\u5b57\u4fdd\u5b58\uff0c\u4e0d\u505a\u6458\u8981</li>\n<li>\u5185\u5bb9\u662f\u7ed9 agent \u770b\u7684\u8de8 session \u64cd\u4f5c\u6027\u4e8b\u5b9e \u2192 <code>notes/memory/</code>\uff0c\u4e00\u4e2a\u4e3b\u9898\u4e00\u4e2a\u6587\u4ef6</li>\n</ul>\n<p>\u6211\u4e5f\u7528\u4e86 Andrej Karpathy \u90a3\u5957 LLM wiki \u7684\u65b9\u6cd5\u8bba\uff1a\u6211\u8bf4\u300c ingest \u67d0\u4e2a\u94fe\u63a5\u300d\uff0c\u5b83\u4f1a\u8bfb\u5b8c\uff0c\u7136\u540e\u8d70\u4e00\u904d\u5f52\u7eb3\u603b\u7ed3\u7684\u6d41\u7a0b\uff0c\u843d\u5230 <code>notes/knowledge/</code> \u91cc\u3002</p>\n<p>\u518d\u540e\u6765\u6211\u628a <code>notes</code> \u632a\u8fdb\u4e86\u4e00\u4e2a GitHub \u79c1\u6709\u5e93\uff0c\u4f5c\u4e3a\u72ec\u7acb\u7684 repo checkout \u5728 workspace \u91cc\u3002Agent \u6bcf\u6b21\u6539\u5b8c\u7b14\u8bb0\uff0c\u5c31 commit \u3002</p>\n<h2>\u4e94\u3001<code><a href=\"http://user.md\" rel=\"nofollow\">user.md</a></code> \u548c <code><a href=\"http://todos.md\" rel=\"nofollow\">todos.md</a></code></h2>\n<p>\u53c8\u540e\u6765\u6211\u52a0\u4e86 <code><a href=\"http://user.md\" rel=\"nofollow\">user.md</a></code> \u548c <code><a href=\"http://todos.md\" rel=\"nofollow\">todos.md</a></code>\u3002</p>\n<p><strong><code><a href=\"http://user.md\" rel=\"nofollow\">user.md</a></code></strong> \u662f agent \u5bf9\u6211\u7684\u8ba4\u8bc6\uff0c\u6211\u81ea\u5df1\u7ef4\u62a4\uff0c\u4e0d\u8ba9\u5b83\u6539\u3002\u5206\u51e0\u8282\uff1a</p>\n<ul>\n<li><strong>goals</strong> \u2014\u2014 \u51e0\u6761\u6211\u7684\u5927\u76ee\u6807\uff0c\u4e00\u5e74\u5185\u4e0d\u592a\u4f1a\u53d8\u7684\u90a3\u79cd\u76ee\u6807</li>\n<li><strong>shortcomings</strong> \u2014\u2014 \u6211\u81ea\u5df1\u627f\u8ba4\u7684\u6bdb\u75c5\uff0c\u4f8b\u5982\u601d\u7ef4\u5206\u6563\u4e0d\u95ed\u73af</li>\n<li><strong>don't let me</strong> \u2014\u2014 \u4e00\u5f20\u53cd\u6e05\u5355\uff0c\u5199\u6e05\u695a\u54ea\u4e9b\u884c\u4e3a\u662f\u9003\u907f\uff0c\u4f8b\u5982\u6363\u9f13\u67d0\u4e2a\u6837\u5f0f\u6363\u9f13\u4e00\u5c0f\u65f6\uff0c\u800c\u4e0d\u662f\u53bb\u63a8\u5e7f\u9879\u76ee</li>\n</ul>\n<p><strong><code><a href=\"http://todos.md\" rel=\"nofollow\">todos.md</a></code></strong> \u8bb0\u5f55\u4e86\u6211\u7684\u5f85\u529e\u4e8b\u9879\uff0c\u7531 agent \u7ef4\u62a4\u3002\u6bcf\u6761\u5e26 <code>[\u4f18\u5148\u7ea7][\u4e3b\u9898]</code> \u6807\u7b7e\u548c <code>added</code> / <code>touched</code> \u65e5\u671f\uff0c\u5206 active / backlog / done \u3002\u6211\u53e3\u5934\u8bf4\u7684\u8fdb\u5c55\u5b83\u5199\u8fdb\u53bb\uff0c\u6211\u95ee\u300c\u6628\u5929\u54ea\u4e9b\u6ca1\u505a\u5b8c\u300d\u5b83\u6309\u65e5\u671f\u5757\u56de\u7b54\u3002</p>\n<p>\u6709\u4e86\u8fd9\u4e24\u4e2a\u6587\u4ef6\uff0c\u52a0\u4e0a\u5b83\u5b9e\u65f6\u77e5\u9053\u6211\u5728\u5e72\u561b\uff0c\u5b83\u5c31\u80fd\u5e72\u4e00\u4ef6\u6211\u89c9\u5f97\u5f88\u4e0d\u9519\u7684\u4e8b - \u5145\u5f53\u6211\u7684\u5bfc\u5e08\u8ddf\u4f19\u4f34\uff0c\u5728\u6211\u505a\u7684\u4e8b\u60c5\u4e0d\u670d\u52a1\u4e8e\u6211\u7684\u4e3b\u8981\u76ee\u6807\u65f6\uff0c\u7ed9\u6211\u63d0\u9192\u3002\u4e5f\u80fd\u7ed9\u6211\u7ba1\u7406\u5f85\u529e\uff0c\u6211\u89c9\u5f97\u81ea\u5df1\u6709\u70b9 ADHD \u503e\u5411\uff0c\u8111\u5b50\u60f3\u6cd5\u5f88\u591a\uff0c\u7ecf\u5e38\u5f00\u65b0\u7ebf\u8def\uff0c\u5b83\u80fd\u5e2e\u6211\u6293\u4e3b\u7ebf\uff0c\u7406\u601d\u8def\u3002</p>\n<p>\u540e\u6765\u6211\u628a\u8fd9\u5957\u4e1c\u897f\u6cdb\u5316\u6210\u4e86\u4e00\u4e2a Agent \u63d2\u4ef6\uff1a<a href=\"https://github.com/hcsum/dont-let-me\" rel=\"nofollow\">dont-let-me</a>\u3002</p>\n<h2>\u516d\u3001\u6363\u9f13\u81ea\u52a8\u8bb0\u5fc6</h2>\n<p>\u7b14\u8bb0\u672c\u4e3b\u8981\u662f\u6211\u8ba9\u5b83\u5199\u3001\u5b83\u624d\u5199\u3002\u6211\u60f3\u8ba9\u5b83\u4e0d\u7528\u6211\u5f00\u53e3\uff0c\u5b83\u81ea\u52a8\u628a\u5173\u4e8e\u6211\u7684\u8010\u4e45\u4e8b\u5b9e\u5b58\u4e0b\u6765\uff0c\u4e0b\u6b21\u81ea\u52a8\u7528\u4e0a\u3002</p>\n<p>\u6211\u8bd5\u8fc7\u4e24\u4e2a\u65b9\u6848\uff0c</p>\n<p>\u4e00\u4e2a\u662f<strong>\u6587\u4ef6\u5f0f\u3002</strong> \u6284 Claude Code \u90a3\u5957\uff1a\u4e00\u6761\u4e8b\u5b9e\u4e00\u4e2a markdown \uff0c<code><a href=\"http://MEMORY.md\" rel=\"nofollow\">MEMORY.md</a></code> \u5f53\u7d22\u5f15\uff0c\u6bcf\u4e2a\u4f1a\u8bdd eager \u6ce8\u5165\u3002\u597d\u5904\u662f\u9690\u5f0f\u53ec\u56de\u5929\u751f\u5c31\u5728\uff0c\u6a21\u578b\u4e0d\u7528\u610f\u8bc6\u5230\u300c\u8fd9\u513f\u53ef\u80fd\u6709\u8bb0\u5fc6\u300d\uff0c\u5b83\u5df2\u7ecf\u770b\u89c1\u4e86\u3002\u574f\u5904\u662f\u7d22\u5f15\u5e38\u9a7b\u4e0a\u4e0b\u6587\u3002\u8fd8\u6709\u8bb0\u5fc6\u6211\u662f\u9760 skill \u89e6\u53d1\u7684\uff0c\u8bb0\u4e0d\u8bb0\u770b agent \u5fc3\u60c5\u3002</p>\n<p>\u53e6\u4e00\u4e2a\u662f<strong>\u63a5 <a href=\"https://github.com/mem0ai/mem0\" rel=\"nofollow\">mem0</a>\u3002</strong> \u8bb0\u5fc6\u89e6\u53d1\u653e\u5728\u4e86 OpenCode \u7684\u94a9\u5b50\u4e0a\uff0c\u4fdd\u8bc1\u4e86\u6bcf\u8f6e session \u7ed3\u675f\u5fc5\u7136\u4f1a\u8bb0\u3002\u4f46\u53ec\u56de\u53c8\u662f pull-based \u7684\uff0cAgent \u5f97\u5148\u60f3\u5230\u53bb\u8c03\u7528 MCP \u5de5\u5177\uff0c\u624d\u641c\u5f97\u5230\u3002\u8fd9\u4e2a\u95ee\u9898\u4e0d\u5927\uff0c\u4f46 mem0 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    {
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      "id": "https://www.v2ex.com/t/1230801",
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        "name": "shihongyang",
        "url": "https://www.v2ex.com/member/shihongyang",
        "avatar": "https://cdn.v2ex.com/gravatar/3353faf9da451b52f1c23721fe38662a?s=73&d=retro"
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    {
      "title": "Kimi \u4ec0\u4e48\u65f6\u5019\u80fd\u50cf OpenAI \u90a3\u6837\u9891\u7e41\u7ed9\u91cd\u7f6e\uff0c\u6839\u672c\u4e0d\u591f\u7528\u554a",
      "date_published": "2026-07-29T05:44:54+00:00",
      "id": "https://www.v2ex.com/t/1230703",
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        "url": "https://www.v2ex.com/member/hubianluanma",
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    {
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      "url": "https://www.v2ex.com/t/1229715",
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        "avatar": "https://cdn.v2ex.com/avatar/0cc2/492a/821917_large.png?m=1781398799"
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    {
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      "url": "https://www.v2ex.com/t/1229713",
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        "avatar": "https://cdn.v2ex.com/avatar/c6de/07d4/276489_large.png?m=1733460072"
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      "content_html": "<p>1 \u3001\u56fd\u9645\u7248 cli \u63d0\u4f9b\u4e86\u5378\u8f7d\uff0c\u56fd\u5185\u7684\u4e0d\u63d0\u4f9b\n2 \u3001\u56fd\u9645\u7248\u5904\u7406\u901f\u5ea6\u540a\u6253\u56fd\u5185</p>\n<p>\u5efa\u8bae\u5982\u679c\u8981\u4f7f\u7528\u7684\u8bdd\u4e5f\u4e0d\u8981\u4f7f\u7528 qoderclicn \u8981\u4f7f\u7528 qodercli</p>\n"
    },
    {
      "title": "\u6709\u4eba win \u7684 gpt \u5d29\u4e86\u5417 \u8fd8\u5728\u63d0\u95ee\u7684\u65f6\u5019 \u5c31\u81ea\u52a8\u5347\u7ea7 \u7136\u540e\u5d29\u4e86 \u8fdb\u4e0d\u53bb\u4e86",
      "date_published": "2026-07-24T07:20:27+00:00",
      "id": "https://www.v2ex.com/t/1229572",
      "url": "https://www.v2ex.com/t/1229572",
      "author": {
        "name": "Gaychou",
        "url": "https://www.v2ex.com/member/Gaychou",
        "avatar": "https://cdn.v2ex.com/gravatar/8a363011773d350392839a3a34b21d9b?s=73&d=retro"
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    {
      "title": "\u6211\u4eec\u6700\u8fd1\u53d1\u4e86\u4e00\u4e2a\u80fd\u591f\u5171\u4eab\u8bb0\u5fc6\u4e14\u8bb0\u5fc6\u589e\u5f3a\u7684\u672c\u5730 agent runtime\uff0c\u6b63\u5728\u5185\u6d4b\uff01\u9080\u8bf7\u5927\u5bb6\u4e00\u8d77\u4f53\u9a8c\u53cd\u9988\ud83d\ude4b",
      "date_published": "2026-07-23T06:55:23+00:00",
      "id": "https://www.v2ex.com/t/1229288",
      "url": "https://www.v2ex.com/t/1229288",
      "author": {
        "name": "itschenyun",
        "url": "https://www.v2ex.com/member/itschenyun",
        "avatar": "https://cdn.v2ex.com/avatar/75e8/afe2/827651_large.png?m=1784789830"
      },
      "content_html": "<p>\u7b80\u5355\u8bf4\u6211\u4eec\u4e4b\u524d\u4e00\u76f4\u505a\u7684 MemOS \u8fd9\u4e2a ai memory \u4ea7\u54c1\uff0c\u57fa\u4e8e\u6b64\u6700\u8fd1\u641e\u4e86\u4e2a\u8bb0\u5fc6\u589e\u5f3a\u7684\u672c\u5730 agent \uff0c\u4e0d\u4ec5\u5728\u4f60\u6388\u6743\u4e4b\u540e\uff0c\u80fd\u591f\u5e2e\u4f60\u5171\u4eab\u6240\u6709\u672c\u5730 agent/ai \u7684\u8bb0\u5fc6\u8fd8\u80fd\u505a\u5230\u8bb0\u5fc6\u5728\u540e\u53f0\u7684\u5b9e\u65f6\u65e0\u611f\u77e5\u6ce8\u5165\u3002</p>\n<p>\u4e3a\u5565\u505a\u8fd9\u4e2a\uff1f\u56e0\u4e3a\u6211\u672c\u4eba\u5c31\u4e70\u4e86\u65e0\u6570\u4e2a Claude \u548c ChatGPT \u7684\u6210\u54c1\u53f7\uff0c\u7528\u5b8c\u62a5\u5e9f\u4e4b\u540e\u4e0a\u4e0b\u6587\u53c8\u90fd\u6ca1\u6709\u4e86\u3002\u5f53\u65f6\u5c31\u5728\u60f3\uff0c\u5e94\u8be5\u628a\u8fd9\u4e9b\u4e1c\u897f\u90fd\u5171\u4eab\uff0c\u8fd9\u6837\u6211\u4e70 100 \u4e2a\u8d26\u53f7\u4e5f\u4e0d\u803d\u8bef\u4e8b\u513f\u3002</p>\n<p>and \u8fd9\u4e2a\u4ea7\u54c1\u975e\u5e38\u53ef\u7231\uff01\u53eb Memmy \uff01\u5168\u5f00\u6e90\u7684\uff01\u652f\u6301\u672c\u5730\u73ed\u548c gui \u7b49\u3002</p>\n<p>\u73b0\u5728\u6ce8\u518c\u9001 200w token \uff0c\u4e4b\u540e\u53ef\u4ee5\u540e\u53f0\u81ea\u5df1\u914d\u7f6e\uff0c\u6211\u672c\u5730\u7684\u8bb0\u5fc6\u5b8c\u6210\u5171\u4eab\u5dee\u4e0d\u591a\u82b1\u4e86 0.9m \u3002\u8bb0\u5fc6\u5168\u90e8\u5012\u5165\u4e4b\u540e\u8fd8\u4f1a\u751f\u6210\u4e00\u4e2a\u5bf9\u4f60\u7684\u521d\u89c1\u62a5\u544a\uff01</p>\n<p>\u5185\uff1a <a href=\"https://memmy.cn/\" rel=\"nofollow\">https://memmy.cn/</a>\n\u5916\uff1a <a href=\"https://memmy.bot/\" rel=\"nofollow\">https://memmy.bot/</a></p>\n<p>\uff08\u5916\u8282\u70b9\u9001\u7684 ChatGPT 5.6 luna \uff01</p>\n<p>\ud83d\ude47 \u73b0\u5728\u6b63\u5728\u5185\u6d4b\uff0c\u5e0c\u671b\u6536\u5230\u5927\u5bb6\u731b\u70c8\u7684\u6279\u8bc4\u5efa\u8bae\uff0c\u6211\u4eec\u4e0d\u4f1a\u73bb\u7483\u5fc3\u7684\uff01</p>\n"
    },
    {
      "title": "VibeCoding \u5904\u5973\u4f5c\u5de5\u5177\u7ad9",
      "date_published": "2026-07-23T03:15:28+00:00",
      "id": "https://www.v2ex.com/t/1229230",
      "url": "https://www.v2ex.com/t/1229230",
      "author": {
        "name": "hanxiaobanbudian",
        "url": "https://www.v2ex.com/member/hanxiaobanbudian",
        "avatar": "https://cdn.v2ex.com/avatar/fdee/1d72/407806_large.png?m=1784186453"
      },
      "content_html": "<p>\u8fd9\u4e2a\u7f51\u7ad9\u7684\u8d77\u56e0\u5176\u5b9e\u662f\u7ed9\u81ea\u5df1\u4f7f\u7528\u7684\u5c0f\u5de5\u5177\uff0c\u8fd9\u5de5\u5177\u4f5c\u7528\u5c31\u662f\u5e2e\u6211\u5728\u6df7\u4e71\u9009\u62e9\u4e2d\u6e05\u6670\u65b9\u5411\uff0c\u8f85\u52a9\u6211\u505a\u597d\u4eba\u751f\u4e2d\u7684\u5224\u65ad\u3002\u6700\u8fd1\u51e0\u4e2a\u6708\u4e00\u76f4\u5728\u7814\u7a76\u6613\u7ecf\uff0c\u63a5\u89e6\u5230\u4e86\u516d\u723b\u8303\u56f4\u7684\u4e00\u4e2a\u5206\u652f\u9ad8\u5c9b\u6613\u65ad\uff0c\u4f5c\u8005\u901a\u8fc7\u7b80\u6d01\u7684\u65b9\u6cd5\u5b9e\u73b0\u4e86\u8d77\u5366\uff0c\u4f46\u662f\u89e3\u5366\u7684\u8fc7\u7a0b\u8fd8\u8981\u7ffb\u9605\u53e4\u7c4d\u548c\u7406\u89e3\u5185\u5bb9\u5c31\u5f88\u9ebb\u70e6\uff0c\u6240\u4ee5\u6211\u5c31\u627e\u5230\u4e86\u539f\u6587\u53e4\u7c4d\u52a0\u4e0a\u53f0\u6e7e\u4e00\u4e2a\u6743\u5a01\u8bd1\u6587\u7248\u84b8\u998f\u4e86\u4f5c\u8005\uff0c\u5236\u4f5c\u4e86\u8fd9\u4e2a\u9ad8\u5c9b\u6613\u65ad\u5de5\u5177\u7ad9\u3002\n<a href=\"https://gaodaoyiduan.art/?lang=zh-Hans\" rel=\"nofollow\">https://gaodaoyiduan.art/?lang=zh-Hans</a></p>\n"
    },
    {
      "title": "\u5728 pi \u7684\u57fa\u7840\u4e0a\uff0c\u5199\u4e86\u4e00\u4e2a\u91cf\u5316\u8f85\u52a9 Agent",
      "date_published": "2026-07-22T11:13:38+00:00",
      "date_modified": "2026-07-22T11:14:54+00:00",
      "id": "https://www.v2ex.com/t/1229134",
      "url": "https://www.v2ex.com/t/1229134",
      "author": {
        "name": "way2explore2",
        "url": "https://www.v2ex.com/member/way2explore2",
        "avatar": "https://cdn.v2ex.com/avatar/c553/80d6/127712_large.png?m=1784806876"
      },
      "content_html": "<p>\u4e00\u952e\u5b89\u88c5 bun install -g @<a href=\"/member/tradeinsight-info\">tradeinsight-info</a>/ti</p>\n<ul>\n<li>\u652f\u6301\u5e76\u884c\u56de\u6d4b</li>\n<li>\u53c2\u6570\u4f18\u5316</li>\n<li>\u7b56\u7565\u8ba8\u8bba</li>\n<li>\u91cf\u5316\u56e0\u5b50\u8ba8\u8bba</li>\n<li>\u9ad8\u8d28\u91cf\u6570\u636e\u6e90 \u5305\u62ec\u5386\u53f2\u6570\u636e\u548c\u5185\u90e8\u4ea4\u6613\u6570\u636e</li>\n<li>\u4e0d\u94fe\u63a5 broker \uff0c\u8fd9\u4e2a agent harness \u5b9a\u4f4d\u662f\u91cf\u5316\u5206\u6790 Agent</li>\n<li>more</li>\n</ul>\n<hr/>\n<blockquote>\n<p>BYOS/BYOK\npi agent from <a href=\"http://TradeInsight.info\" rel=\"nofollow\">TradeInsight.info</a></p>\n</blockquote>\n<ul>\n<li>discord \u8ba8\u8bba\u533a\uff0c\u652f\u6301\u4e2d\u6587 <a href=\"https://discord.gg/DxpW5hqgk\" rel=\"nofollow\">https://discord.gg/DxpW5hqgk</a></li>\n<li>\u4ea7\u54c1\u94fe\u63a5 <a href=\"https://tradeinsight.info/ti-agent\" rel=\"nofollow\">https://tradeinsight.info/ti-agent</a></li>\n<li>\u6587\u6863 <a href=\"https://tradeinsight.info/docs/ti-agent\" rel=\"nofollow\">https://tradeinsight.info/docs/ti-agent</a></li>\n<li>\u4e00\u4e2a\u5b9e\u4f8b demo <a href=\"https://tradeinsight.info/ti-agent/demo/hedge\" rel=\"nofollow\">https://tradeinsight.info/ti-agent/demo/hedge</a></li>\n</ul>\n"
    },
    {
      "title": "\u5927\u5bb6\u65e5\u5e38\u5de5\u4f5c\u3001\u751f\u6d3b\u90fd\u662f\u4f7f\u7528\u54ea\u4e9b AI \u5de5\u5177\u8fdb\u884c\u914d\u5408\uff0c\u5f62\u6210\u5f3a\u5927\u7684\u95ed\u73af\u5462\uff1f",
      "date_published": "2026-07-22T05:45:13+00:00",
      "id": "https://www.v2ex.com/t/1229045",
      "url": "https://www.v2ex.com/t/1229045",
      "author": {
        "name": "xqqiu137a1220",
        "url": "https://www.v2ex.com/member/xqqiu137a1220",
        "avatar": "https://cdn.v2ex.com/avatar/d65d/209b/619620_large.png?m=1782812746"
      },
      "content_html": "<p>\u6211\u65e5\u5e38\u5de5\u4f5c\u4f7f\u7528 Claude Code \u548c Codex\n\u4e2a\u4eba\u77e5\u8bc6\u5e93\u4f7f\u7528 github \u4fdd\u5b58 Obsidian \uff0c\u914d\u5408 Claudian \u4e09\u65b9\u63d2\u4ef6\nClaude \u7684 Runtines \u529f\u80fd\u8fdb\u884c\u5b9a\u65f6\u4efb\u52a1\u540c\u6b65\uff0c\u5c06\u5404\u4e2a\u9879\u76ee\u4e2d\u6c89\u6dc0\u7684 memory \u8fdb\u884c\u8fc7\u6ee4\u6574\u5408\uff0c\u518d\u56de\u5f52\u5230\u4e2a\u4eba\u77e5\u8bc6\u5e93\u4e2d</p>\n<p>\u60f3\u77e5\u9053\u5404\u8def\u5927\u795e\u662f\u5982\u4f55\u4f7f\u7528\u7684\uff1f</p>\n"
    },
    {
      "title": "Kimi \u4f1a\u5458\u4e5f\u505c\u552e\u4e86",
      "date_published": "2026-07-19T15:40:55+00:00",
      "date_modified": "2026-07-19T15:42:01+00:00",
      "id": "https://www.v2ex.com/t/1228417",
      "url": "https://www.v2ex.com/t/1228417",
      "author": {
        "name": "micean",
        "url": "https://www.v2ex.com/member/micean",
        "avatar": "https://cdn.v2ex.com/gravatar/ea7362de93a477f9b7caf113aa560e8b?s=73&d=retro"
      },
      "content_html": "\u540c\u65f6\u65b0\u7684 kimi code \u4f1a\u5458\u8ba1\u5212\u516c\u5e03<br />Starter  99/\u6708<br />Explorer 299/\u6708 4 \u500d Starter \u6863\u4f4d\u989d\u5ea6 1M \u4e0a\u4e0b\u6587<br />Expert 699/\u6708 10 \u500d Starter \u6863\u4f4d\u989d\u5ea6 1M \u4e0a\u4e0b\u6587<br />Master 1,399/\u6708 25 \u500d Starter \u6863\u4f4d\u989d\u5ea6 1M \u4e0a\u4e0b\u6587 \u66f4\u9ad8\u7684\u5e76\u53d1\u4e0a\u9650<br /><br />\u8fd9\u4ef7\u683c\u7ed3\u5408 K3 \u7528\u91cf\uff0c\u6beb\u65e0\u6027\u4ef7\u6bd4\u53ef\u8a00\uff0c\u4e0d\u5982\u8001\u7684 199"
    },
    {
      "title": "\u5982\u4f55\u7528 AI \u5728\u7f51\u4e0a\u641c\u65b0\u95fb\u6574\u7406\u6210\u5468\u62a5\uff0c\u675c\u7edd\u5e7b\u89c9\u5462\uff1f",
      "date_published": "2026-07-19T01:47:12+00:00",
      "id": "https://www.v2ex.com/t/1228306",
      "url": "https://www.v2ex.com/t/1228306",
      "author": {
        "name": "firsthym",
        "url": "https://www.v2ex.com/member/firsthym",
        "avatar": "https://cdn.v2ex.com/avatar/9eb3/9f49/13682_large.png?m=1693106819"
      },
      "content_html": "<p>\u6211\u4e3b\u8981\u60f3\u6536\u96c6\u4e00\u4e9b\u56fd\u5185\u5916\u5b98\u65b9\u67d0\u4e2a\u9886\u57df\u7684\u7acb\u6cd5\u3001\u6280\u672f\u6807\u51c6\u7684\u65b0\u95fb\u52a8\u6001\u3002\u7528\u4e86 kimi\\\u8c46\u5305\uff0c\u5e7b\u89c9\u4e25\u91cd\u554a\uff0c\u90fd\u4e0d\u592a\u597d\u4f7f\u3002\u521a\u642d\u4e86\u4e00\u4e2a hermes \u51c6\u5907\u8bd5\u8bd5\u3002\u8981\u5199\u5ba2\u89c2\u4e25\u8c28\u7684\u5468\u62a5\u5927\u5bb6\u6709\u597d\u7684\u529e\u6cd5\u5417\uff1f\u4f7f\u7528\u641c\u7d22 API \u6216\u8005 MCP?\u6709\u514d\u8d39\u7684\u4e48\uff1f\u6216\u8005\u6709\u9760\u8c31\u7684\u56fd\u5185\u65b0\u95fb\u52a8\u6001 RSS \u6e90\u4e4b\u7c7b\u7684\u5417\uff08\u4f38\u624b\uff09\uff1f\n\u8c22\u8c22\uff01</p>\n"
    }
  ]
}