{
  "version": "https://jsonfeed.org/version/1", 
  "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", 
  "favicon": "https://cdn.v2ex.com/navatar/4914/42df/1203_normal.png?m=1774036775", 
  "items": [
    {
      "author": {
        "url": "https://www.v2ex.com/member/gtt116", 
        "name": "gtt116", 
        "avatar": "https://cdn.v2ex.com/gravatar/ea57e55446ba4f69b030a8f7ad67d218?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226492", 
      "date_modified": "2026-07-10T14:12:53+00:00", 
      "content_html": "<p>\u5206\u4eab\u4e00\u4e2a\u6211\u6298\u817e\u4e86\u534a\u5e74\u7684\u5f00\u6e90\u9879\u76ee\uff1a<strong>Enikk</strong></p>\n<h2>\u662f\u4ec0\u4e48</h2>\n<p>Enikk \u662f\u4e00\u4e2a\u684c\u9762 GUI Agent \u6846\u67b6\uff0c\u80fd\u8ba9 AI \u770b\u61c2\u4f60\u7684\u5c4f\u5e55\u5e76\u81ea\u52a8\u64cd\u4f5c\u4efb\u4f55 Windows \u5e94\u7528\u3002</p>\n<h2>\ud83c\udfaf \u6781\u7b80\u5b89\u88c5\uff08\u91cd\u70b9\uff01\uff09</h2>\n<p><strong>\u89e3\u538b\u5c31\u80fd\u7528\uff0c\u4e0d\u7528\u88c5\u4efb\u4f55\u4e1c\u897f\uff01</strong></p>\n<ul>\n<li>\u274c \u4e0d\u9700\u8981\u5b89\u88c5 Python</li>\n<li>\u274c \u4e0d\u9700\u8981\u88c5\u4f9d\u8d56</li>\n<li>\u274c \u4e0d\u9700\u8981\u914d\u7f6e\u73af\u5883</li>\n<li>\u2705 \u4e0b\u8f7d zip \u2192 \u89e3\u538b \u2192 \u53cc\u51fb enikk.exe \u2192 \u5b8c\u4e8b</li>\n</ul>\n<p>\u771f\u6b63\u7684\u7eff\u8272\u8f6f\u4ef6\uff0c\u5220\u4e86\u4e5f\u4e0d\u7559\u5783\u573e\u3002</p>\n<h2>\u4e3a\u4ec0\u4e48\u8981\u505a\u8fd9\u4e2a</h2>\n<p>\u5e02\u9762\u4e0a\u7684 Agent \u90fd\u5728\u5377\u751f\u4ea7\u529b\uff1a</p>\n<ul>\n<li>\u8ba9 AI \u5e2e\u4f60\u5199\u4ee3\u7801</li>\n<li>\u8ba9 AI \u5e2e\u4f60\u505a PPT</li>\n<li>\u8ba9 AI \u5e2e\u4f60\u56de\u90ae\u4ef6</li>\n</ul>\n<p><strong>\u90fd\u662f\u4e3a\u4e86\u8ba9\u725b\u9a6c\u5e72\u66f4\u591a\u6d3b\u3002</strong></p>\n<p>\u4f46\u6211\u4e0d\u60f3\u5377\u3002</p>\n<p>\u6211\u505a Enikk \u7684\u521d\u8877\u5f88\u7b80\u5355\uff1a<strong>\u8ba9\u4f60\u73a9\u5f97\u66f4\u5f00\u5fc3\u3002</strong></p>\n<ul>\n<li>\u6e38\u620f\u91cc\u91cd\u590d\u5237\u526f\u672c\uff1f\u8ba9 AI \u5e2e\u4f60\u5237</li>\n<li>\u6bcf\u5929\u7b7e\u5230\u9886\u5956\u52b1\uff1f\u8ba9 AI \u5e2e\u4f60\u7b7e</li>\n<li>\u6302\u673a farming \uff1f\u8ba9 AI \u5e2e\u4f60\u6302</li>\n</ul>\n<p><strong>\u4eba\u751f\u82e6\u77ed\uff0c\u522b\u6d6a\u8d39\u5728\u91cd\u590d\u52b3\u52a8\u4e0a\u3002</strong></p>\n<p>\u7701\u4e0b\u6765\u7684\u65f6\u95f4\uff0c\u53bb\u9a91\u8f66\u3001\u53bb\u89c2\u661f\u3001\u53bb\u966a\u91cd\u8981\u7684\u4eba\u3002</p>\n<h2>\u6838\u5fc3\u7279\u70b9</h2>\n<p><strong>1. \u4f1a\u81ea\u6211\u5b66\u4e60</strong>\n\u6bcf\u6b21\u4efb\u52a1\u5b8c\u6210\u540e\uff0cEnikk \u4f1a\u81ea\u52a8\u63d0\u53d6\u53ef\u590d\u7528\u7684\u6280\u80fd\uff08 Skills \uff09\uff0c\u4e0b\u6b21\u9047\u5230\u7c7b\u4f3c\u573a\u666f\u76f4\u63a5\u7528\uff0c\u8d8a\u7528\u8d8a\u806a\u660e\u3002</p>\n<p><strong>2. \u6210\u672c\u4f4e</strong>\n\u591a\u5c42\u611f\u77e5\u7cfb\u7edf\uff1aYOLO \u68c0\u6d4b UI \u5143\u7d20 + OCR \u8bfb\u6587\u5b57 + VLM \u515c\u5e95\u3002\u5927\u90e8\u5206\u64cd\u4f5c\u4e0d\u9700\u8981\u8c03\u6602\u8d35\u7684\u89c6\u89c9\u6a21\u578b\u3002</p>\n<p><strong>3. \u96f6\u4ee3\u7801</strong>\nWeb Dashboard \u914d\u7f6e\uff0c\u4e0d\u7528\u5199\u811a\u672c\uff0c\u4e0d\u7528\u6539 YAML \uff0c\u70b9\u70b9\u9f20\u6807\u5c31\u80fd\u7528\u3002</p>\n<p><strong>4. \u8fdc\u7a0b\u63a7\u5236</strong>\n\u901a\u8fc7 QQ \u673a\u5668\u4eba\u53d1\u6d88\u606f\uff0cEnikk \u5728\u4f60\u7535\u8111\u4e0a\u6267\u884c\u4efb\u52a1\u3002\u51fa\u95e8\u5728\u5916\u4e5f\u80fd\u63a7\u5236\u3002</p>\n<p><strong>5. \u672c\u5730\u8fd0\u884c</strong>\n\u6240\u6709\u6570\u636e\u90fd\u5728\u672c\u5730\uff0c\u622a\u56fe\u3001\u51ed\u8bc1\u4e0d\u4f1a\u4e0a\u4f20\uff08\u9664\u4e86\u8c03 AI API \uff09\u3002</p>\n<h2>\u6280\u672f\u6808</h2>\n<ul>\n<li>Python 3.11+\uff08\u6253\u5305\u6210 exe \uff0c\u7528\u6237\u4e0d\u9700\u8981\u88c5\uff09</li>\n<li>YOLO \uff08\u57fa\u4e8e Microsoft OmniParser \uff09</li>\n<li>RapidOCR</li>\n<li>Hermes Agent \uff08 NousResearch \uff09</li>\n<li>FastAPI + Vue 3</li>\n</ul>\n<h2>\u4f7f\u7528\u573a\u666f</h2>\n<ul>\n<li>\u6e38\u620f\u81ea\u52a8\u5316\uff08\u5185\u7f6e NIKKE \u3001\u9e23\u6f6e\u652f\u6301\uff09</li>\n<li>\u91cd\u590d\u6027\u529e\u516c\u4efb\u52a1</li>\n<li>\u6d4b\u8bd5\u81ea\u52a8\u5316</li>\n<li>\u4efb\u4f55\u9700\u8981\"\u770b\u5c4f\u5e55\u64cd\u4f5c\"\u7684\u573a\u666f</li>\n</ul>\n<h2>\u94fe\u63a5</h2>\n<ul>\n<li>GitHub: <a href=\"https://github.com/gtt116/enikk\" rel=\"nofollow\">https://github.com/gtt116/enikk</a></li>\n<li>\u4e0b\u8f7d: <a href=\"https://github.com/gtt116/enikk/releases\" rel=\"nofollow\">https://github.com/gtt116/enikk/releases</a></li>\n<li>QQ \u7fa4: 627417852 \uff08\u6709\u95ee\u9898\u53ef\u4ee5\u7fa4\u91cc\u804a\uff09</li>\n</ul>\n", 
      "date_published": "2026-07-10T14:10:00+00:00", 
      "title": "[\u5206\u4eab] Enikk - \u4f1a\u81ea\u6211\u5b66\u4e60\u7684\u684c\u9762 GUI Agent\uff0c\u7528 AI \u63a7\u5236\u4efb\u4f55 Windows \u5e94\u7528", 
      "id": "https://www.v2ex.com/t/1226492"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/kkwong7878", 
        "name": "kkwong7878", 
        "avatar": "https://cdn.v2ex.com/avatar/0b4a/7b18/123268_large.png?m=1783679096"
      }, 
      "url": "https://www.v2ex.com/t/1226454", 
      "date_modified": "2026-07-10T10:21:45+00:00", 
      "content_html": "<h2>Claude Steer: \u4e3a\u4ec0\u4e48\u6211\u4eec\u8981\u4e3a Agent \u65f6\u4ee3\u91cd\u65b0\u8bbe\u8ba1\u4eba\u673a\u4ea4\u4e92</h2>\n<blockquote>\n<p>\"Steer\" \u7684\u610f\u601d\u662f\"\u638c\u8235\"\u2014\u2014\u4eba\u5b9a\u65b9\u5411,AI \u8d1f\u8d23\u628a\u8239\u8dd1\u8d77\u6765,\u8fde\u63a5\u4e24\u8005\u7684,\u5c31\u662f\u8fd9\u526f\u8235\u8f6e\u3002\u8239\u5f00\u5f97\u7a33\u4e0d\u7a33,\u7ec8\u7a76\u770b\u8235\u624b,\u4f46\u597d\u8235\u624b,\u4e5f\u9700\u8981\u4e00\u526f\u8d81\u624b\u7684\u8235\u8f6e\u3002</p>\n<p>\u4ee5\u4e0b\u662f\u8fd9\u4e2a\u9879\u76ee\u6700\u6838\u5fc3\u7684\u4e09\u4e2a\u8bbe\u8ba1\u7406\u5ff5\u3002</p>\n</blockquote>\n<h3>01 \u53ef\u89c6\u5316\uff1a\u4fe1\u606f\u5bc6\u5ea6\u51b3\u5b9a\u4f7f\u7528\u4f53\u9a8c</h3>\n<p>\u547d\u4ee4\u884c\u6709\u4e00\u4e2a\u5929\u751f\u7684\u7f3a\u9677\uff1a\u6240\u6709\u6587\u5b57\u7684\u5927\u5c0f\u3001\u5b57\u4f53\u3001\u989c\u8272\uff08\u6c38\u8fdc\u53ea\u6709\u9ed1\u767d\u4e24\u8272\uff09\u90fd\u957f\u4e00\u4e2a\u6837\uff0c\u5f88\u96be\u8ba9\u4eba\u7b2c\u4e00\u65f6\u95f4\u6293\u4f4f\u91cd\u70b9\u2014\u2014\u5c31\u50cf\u6ca1\u4eba\u559c\u6b22\u770b\u5199\u6ee1\u5b57\u7684 PPT \u3002</p>\n<p>Claude Code \u539f\u751f\u7ec8\u7aef\u5728\u4e0d\u5c55\u5f00\u7684\u65f6\u5019\u6587\u5b57\u5df2\u7ecf\u5bc6\u5bc6\u9ebb\u9ebb\uff0c\u5c55\u5f00\u540e\u4fe1\u606f\u91cf\u66f4\u5927\u3001\u66f4\u5bb9\u6613\u8ff7\u5931\u65b9\u5411\u3002\u5982\u679c\u518d\u53e0\u52a0 subagent \u3001\u591a Agent \u5e76\u884c\u7684\u573a\u666f\uff0c\u539f\u751f\u7ec8\u7aef\u4f1a\u66f4\u96be\u770b\u61c2\u3002\u56fe\u5f62\u754c\u9762\u4f20\u9012\u4fe1\u606f\u7684\u6548\u7387\uff0c\u548c\u89c6\u9891\u76f8\u5bf9\u7eaf\u6587\u5b57\u7684\u6548\u7387\u662f\u540c\u4e00\u4e2a\u9053\u7406\u3002</p>\n<p>Claude Code \u7684\u914d\u7f6e\u66f4\u662f\u6563\u843d\u5404\u5904\uff1a<code>.claude/settings.json</code>\u3001\u7528\u6237\u7ea7\u914d\u7f6e\u3001\u9879\u76ee\u7ea7\u914d\u7f6e\uff0c\u52a0\u4e0a skills \u3001MCP \u3001plugin\u2026\u2026\u771f\u6b63\u7528\u8d77\u6765\u7684\u65f6\u5019\uff0c\u6ca1\u4eba\u6709\u65f6\u95f4\u548c\u8010\u5fc3\u628a\u8fd9\u4e9b\u4e00\u4e00\u6478\u6e05\u695a\u3002</p>\n<p>\u6240\u4ee5\u7b2c\u4e00\u4ef6\u4e8b\uff0c\u662f\u628a\u8fd9\u4e9b\u4fe1\u606f\u6536\u96c6\u3001\u63d0\u70bc\u3001\u91cd\u7ec4\u5230\u4e00\u4e2a\u7edf\u4e00\u5165\u53e3\uff0c\u8ba9\u4eba\u4e00\u773c\u770b\u51fa\u54ea\u4e9b\u662f\u5e38\u7528\u7684\u3001\u91cd\u8981\u7684\u3002\u7b2c\u4e8c\u4ef6\u4e8b\uff0c\u662f\u6548\u7387\uff1a\u540c\u6837\u4e00\u4e2a\u64cd\u4f5c\uff0c\u547d\u4ee4\u884c\u53ef\u80fd\u8981\u6572\u4e00\u957f\u4e32\u6307\u4ee4\uff0c\u56fe\u5f62\u754c\u9762\u5f80\u5f80\u53ea\u9700\u8981\u70b9\u4e00\u4e0b\u3002\u7b2c\u4e09\u4ef6\u4e8b\uff0c\u662f\u628a subagent \u3001branch \u3001loop \u3001insight \u7b49\u7b49\u8fd9\u4e9b Claude Code \u91cc\u5f3a\u5927\u5374\u9c9c\u4e3a\u4eba\u77e5\u7684\u673a\u5236\uff0c\u653e\u5230\u5b83\u4eec\u8be5\u51fa\u73b0\u7684\u4f7f\u7528\u573a\u666f\u91cc\uff0c\u8ba9\u7528\u6237\"\u770b\u89c1\"\u5e76\u7528\u8d77\u6765\u3002</p>\n<p>\u66f4\u8fdb\u4e00\u6b65\uff0c\u8fd9\u4e5f\u662f\u4e00\u6b21\u5b66\u4e60\u7684\u673a\u4f1a\u2014\u2014\u7406\u89e3 Agent \u8fd0\u884c\u7684\u5e95\u5c42\u539f\u7406\uff08 ReAct \uff09\uff0c\u7406\u89e3\u4e00\u4e2a\u96c6\u6210\u4e86\u4eba\u7c7b\u667a\u6167\u7684 AI \u7a76\u7adf\u662f\u5982\u4f55\u601d\u8003\u3001\u5982\u4f55\u884c\u52a8\u7684\u3002</p>\n<blockquote>\n<p>Claude Steer \u7684\u89e3\u6cd5\u662f\uff1a\n\u6355\u83b7\uff08\u628a Claude Code \u51e0\u4e4e\u6240\u6709\u6982\u5ff5\u548c\u673a\u5236\u90fd\u62bd\u8c61\u3001\u63a5\u53e3\u5316\uff09\u2192 \u5904\u7406\uff08\u6309\u771f\u5b9e\u4f7f\u7528\u573a\u666f\u805a\u7c7b\u91cd\u7ec4\uff0c\u6bd4\u5982\u57fa\u4e8e ReAct \u539f\u7406\u548c\u5b9e\u9645\u5de5\u4f5c\u6d41\u7a0b\uff0c\u63d0\u70bc\u51fa\"Agent \u5de5\u5177\"\u548c\"\u7ecf\u9a8c\"\u4e24\u4e2a\u5168\u65b0\u7684\u6982\u5ff5\u96c6\u5408\uff09\u2192 \u53ef\u89c6\u5316\uff08\u6309\u4e0d\u540c\u9897\u7c92\u5ea6\u5448\u73b0\u4fe1\u606f\uff0c\u65e2\u53ef\u4ee5\u626b\u89c6\u8fc5\u901f\u4e86\u89e3\u5168\u5c40\uff0c\u4e5f\u53ef\u4ee5\u5c55\u5f00\u4ed4\u7ec6\u9605\u8bfb\u5fae\u89c2\u7ec6\u8282\uff0c\u4e14\u91cd\u70b9\u59cb\u7ec8\u6e05\u6670\u53ef\u89c1\uff09\u3002</p>\n</blockquote>\n<h3>02 \u591a Agent \u3001\u591a\u9879\u76ee\u7ba1\u7406</h3>\n<p>Claude Code \u539f\u751f\u662f\u4e00\u4e2a\u4e2a\u72ec\u7acb\u7684\u7ec8\u7aef\u7a97\u53e3\u3002\u591a\u5f00\u51e0\u4e2a\u4e4b\u540e\uff0c\u5927\u91cf\u65f6\u95f4\u4f1a\u82b1\u5728\"\u8fd9\u53e5\u8bdd\u8be5\u53d1\u5230\u54ea\u4e2a\u7a97\u53e3\"\u4e0a\u2014\u2014\u751a\u81f3\u628a\u6307\u4ee4\u53d1\u9519\u4e86\u7ec8\u7aef\u3002</p>\n<p>\u5f53\u591a\u4e2a\u9879\u76ee\u3001\u591a\u4e2a Agent \u540c\u65f6\u5728\u8dd1\uff0c\u4f60\u5f88\u96be\u8bf4\u6e05\u695a\u6bcf\u4e00\u4e2a\u73b0\u5728\u5728\u5e72\u4ec0\u4e48\u3001\u505a\u5b8c\u4e86\u4ec0\u4e48\u3001\u63a5\u4e0b\u6765\u8981\u505a\u4ec0\u4e48\u3002\u6267\u884c\u5c42\u9762\u7684\u5de5\u4f5c\u6b63\u8d8a\u6765\u8d8a\u591a\u5730\u4ea4\u7ed9 Agent \uff0c\u4eba\u7684\u89d2\u8272\u66f4\u50cf\"\u7ba1\u7406\u8005\"\u2014\u2014\u770b\u4e0d\u6e05\u5168\u5c40\uff0c\u5c31\u8c08\u4e0d\u4e0a\u7ba1\u7406\u3002</p>\n<p>\u66f4\u9ebb\u70e6\u7684\u662f\uff0c\u6bcf\u4e2a\u7ec8\u7aef\u7684\u6743\u9650\u7533\u8bf7\u90fd\u9501\u5728\u5404\u81ea\u7a97\u53e3\u91cc\uff0cClaude Code \u4e5f\u6ca1\u6709\u7edf\u4e00\u7684\u7cfb\u7edf\u901a\u77e5\uff0c\u60f3\u5728\u4e0d\u6253\u65ad\u5fc3\u6d41\u7684\u524d\u63d0\u4e0b\u53ca\u65f6\u5904\u7406\u8fd9\u4e9b\u8bf7\u6c42\u51e0\u4e4e\u662f\u5962\u671b\uff1b\u518d\u52a0\u4e0a\u547d\u4ee4\u884c\u672c\u8eab\u7684\u53ef\u89c6\u5316\u77ed\u677f\uff0c\u5ba1\u6838\u6743\u9650\u65f6\u6765\u56de\u5207\u6362\u7ec8\u7aef\uff0c\u601d\u8def\u53ea\u4f1a\u66f4\u4e71\u3002</p>\n<blockquote>\n<p>Claude Steer \u7684\u89e3\u6cd5\u662f\uff1a\u4e00\u5957\u5b8c\u6574\u7684\u591a\u7ec8\u7aef\u7ba1\u7406\u7cfb\u7edf\uff08\u521b\u5efa\u3001\u7ed3\u675f\u3001\u8bfb\u3001\u5199\uff09\uff0c\u4e00\u5957 Plan \u7cfb\u7edf\uff08\u8ba1\u5212\u7684\u521b\u5efa\u3001\u4fee\u6539\u3001\u72b6\u6001\u8ffd\u8e2a\u4e0e\u6807\u8bb0\uff09\uff0c\u518d\u52a0\u4e0a\u4e00\u5957\u539f\u751f\u57fa\u4e8e Agent \u8bbe\u8ba1\u7684\u53ef\u89c6\u5316\u524d\u7aef\u548c\u4ea4\u4e92\u903b\u8f91\u3002</p>\n</blockquote>\n<h3>03 \u539f\u751f AI Native \u8bbe\u8ba1\uff1a\u4e0d\u662f\u7ed9 IDE \u5957\u58f3</h3>\n<p>\u73b0\u5728\u7684 Agent \u4ea7\u54c1\u5927\u81f4\u53ef\u4ee5\u62c6\u6210\u56db\u5c42\uff1aIDE \u3001\u5e95\u5c42 Agent \u6846\u67b6\u3001\u751f\u6001\u8054\u52a8\u670d\u52a1\u3001\u4ea4\u4e92\u65b9\u5f0f\u3002\u5dee\u5f02\u4e3b\u8981\u4f53\u73b0\u5728\u5e95\u5c42 Agent \u6846\u67b6\u3001\u751f\u6001\u8054\u52a8\u670d\u4e24\u5c42\uff0c\u4e2a\u4eba\u8ba4\u4e3a\uff0c\u76ee\u524d\u751f\u6001\u8054\u52a8\u505a\u5f97\u6700\u597d\u7684\u662f Codex \uff0c\u5e95\u5c42 Agent \u6846\u67b6\u505a\u5f97\u6700\u597d\u7684\u662f Claude Code \uff0c\u6ca1\u6709\u4e4b\u4e00\u3002</p>\n<p>\u4f46\u76ee\u524d\u5927\u591a\u6570\u4ea7\u54c1\u5728\u4ea4\u4e92\u903b\u8f91\u548c\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0a\u5927\u540c\u5c0f\u5f02\uff0c\u672c\u8d28\u4e0a\u57fa\u4e8e IDE \u65f6\u4ee3\"\u53e4\u6cd5\u7f16\u7a0b\"\u7684\u5ef6\u7eed\u548c\u6269\u5c55\uff0c\u53d7\u4f17\u4e5f\u4e3b\u8981\u662f\u7a0b\u5e8f\u5458\u3002\u53ef Agent \u4e0d\u6b62\u53ef\u4ee5\u7528\u4e8e\u4ee3\u7801\uff0c\u53d7\u4f17\u5e94\u8be5\u662f\u6240\u6709\u4eba\u2014\u2014\u5982\u4f55\u5728\u4fdd\u7559\u4e13\u4e1a\u6027\u7684\u540c\u65f6\u964d\u4f4e\u95e8\u69db\uff0c\u662f\u5f53\u4e0b\u7684\u4e00\u4e2a\u91cd\u8981\u8bfe\u9898\uff08\u8fd9\u5927\u6982\u4e5f\u662f WorkBuddy \u6700\u8fd1\u53e3\u7891\u4e0d\u9519\u7684\u539f\u56e0\u4e4b\u4e00\uff09\u3002</p>\n<p>\u54ea\u6015\u53ea\u770b\u7f16\u7a0b\u573a\u666f\uff0c\u4eba\u9700\u8981\u5173\u6ce8\u7684\u91cd\u70b9\u4e5f\u5df2\u7ecf\u53d8\u4e86\uff1a\u4ece\"\u68c0\u9a8c\u4ee3\u7801\u7ec6\u8282\"\u53d8\u6210\"\u68c0\u9a8c\u5173\u952e\u8282\u70b9\"\uff0c\u4ece\"\u624b\u52a8\u7f16\u8f91\"\u53d8\u6210\"\u53d1\u53f7\u6307\u4ee4\"\uff0c\u4ece\"\u5355\u7ebf\u7a0b\u4f5c\u4e1a\"\u53d8\u6210\"\u591a\u7ebf\u7a0b\u4f5c\u4e1a\"\u2014\u2014\u4ea4\u4e92\u65b9\u5f0f\u548c\u53ef\u89c6\u5316\u8bbe\u8ba1\u7406\u5e94\u8ddf\u7740\u4e00\u8d77\u53d8\u3002Claude Steer \u7684\u6bcf\u4e00\u5904\u4ea4\u4e92\u548c\u8bbe\u8ba1\uff0c\u90fd\u662f\u4ece\"Agent \u539f\u751f\"\u8fd9\u4e2a\u89d2\u5ea6\u91cd\u65b0\u60f3\u8fc7\u4e00\u904d\u3002</p>\n<p>\u53ef\u80fd\u6709\u4eba\u4f1a\u95ee\uff1a\u6ca1\u6709 IDE \uff0c\u600e\u4e48\u770b\u6e05\u695a\u5177\u4f53\u6539\u4e86\u54ea\u4e9b\u4ee3\u7801\uff1f Claude Steer \u662f\u4e0d\u662f\u8111\u5b50\u4e00\u70ed\u51fa\u6765\u7684\u73a9\u5177\uff0c\u6ca1\u6cd5\u7528\u5728\u771f\u5b9e\u751f\u4ea7\u73af\u5883\uff1f</p>\n<p>\u4f46\u6070\u6070\u76f8\u53cd\uff0c\u8fd9\u662f\u8ba4\u771f\u601d\u8003\u3001\u4e5f\u5b9e\u8df5\u9a8c\u8bc1\u8fc7\u7684\u7efc\u5408\u5224\u65ad\uff1a\u5728\u771f\u5b9e\u7684\u5de5\u4f5c\u573a\u666f\u91cc\uff0c\u4eba\u7684\u6ce8\u610f\u529b\u6b63\u5728\u4ece\"\u4ee3\u7801\u7ec6\u8282\"\u8f6c\u5411\"\u65b9\u5411\u3001\u7ed3\u6784\u3001\u4f18\u5316\u3001\u6807\u51c6\u5236\u5b9a\"\u2014\u2014\u7a0b\u5e8f\u5458\u7684\u89d2\u8272\u8d8a\u6765\u8d8a\u50cf\u7ba1\u7406\u8005\u548c\u67b6\u6784\u5e08\u3002\u968f\u7740\u5927\u6a21\u578b\u548c\u5e94\u7528\u5de5\u7a0b\u7684\u53d1\u5c55\uff0c\u9700\u8981\u76ef\u7740\u7ec6\u8282\u7684\u573a\u666f\u53ea\u4f1a\u8d8a\u6765\u8d8a\u5c11\u3002</p>\n<p>\u5f53\u7136\uff0c\u8fc7\u6e21\u9636\u6bb5\u5982\u679c\u786e\u5b9e\u9700\u8981\u770b\u7ec6\u8282\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728\u8f6f\u4ef6\u91cc\u5c55\u5f00\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\u67e5\u770b\uff1b\u5982\u679c\u9700\u8981\u8054\u52a8\u5176\u4ed6\u4ee3\u7801\uff0c\u914d\u5408 VSCode \u4f7f\u7528\u5373\u53ef\u2014\u2014Claude Steer \u548c VSCode +cc \u63d2\u4ef6\u4ece\u5b9a\u4f4d\u4e0a\u5e76\u4e0d\u51b2\u7a81\u3002\u4f46\u662f\u76ee\u524d\u7684\u521d\u4ee3\u7248\u672c\u56e0\u4e3a\u65f6\u95f4\u539f\u56e0\u96c0\u98df\u6682\u65f6\u6ca1\u6709\u5b8c\u5168\u878d\u5165\u8bbe\u8ba1\u4e4b\u521d\u6240\u6709\u7684\u7406\u5ff5\uff0c\u540e\u7eed\u4f1a\u4e0d\u65ad\u66f4\u65b0</p>\n<hr/>\n<p>\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aClaude Code \u5df2\u7ecf\u8db3\u591f\u5f3a\uff0c\u7f3a\u7684\u53ea\u662f\u4e00\u4e2a\u771f\u6b63\u4e3a\u5b83\u3001\u4e3a Agent \u65f6\u4ee3\u8bbe\u8ba1\u7684\"\u65b9\u5411\u76d8\"\u3002\u8fd9\u5c31\u662f Claude Steer \u60f3\u505a\u7684\u4e8b\u3002</p>\n<p>\u5f53\u7136\u8f66\u5f00\u7684\u7a33\u4e0d\u7a33\uff0c\u867d\u7136\u9700\u8981\u901a\u8fc7\u65b9\u5411\u76d8\u6765\u63a7\u5236\uff0c\u4f46\u662f\u6838\u5fc3\u8fd8\u662f\u53d6\u51b3\u4e8e\u53f8\u673a\u7684\u7ecf\u9a8c\uff0c\u76ee\u524d Claude Steer1.0 \u662f\u65b9\u5411\u76d8\u672c\u8eab\uff0c\u6682\u65f6\u6ca1\u6709\u878d\u5165\u4f5c\u8005\u5173\u4e8e\u5982\u4f55 harness AI \u7684\u7406\u5ff5\uff0cClaude Steer2.0 \u5c06\u662f\u65b9\u5411\u76d8+\u53f8\u673a\u3002</p>\n<p>\u6709\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5 star \u4e00\u4e0b\u672c\u9879\u76ee\uff0c\u672c\u9879\u76ee\u4f1a\u4e0d\u65ad\u7684\u6301\u7eed\u8fed\u4ee3\u66f4\u65b0\uff0c\u521d\u4ee3\u7248\u672c\u96be\u514d\u4f1a\u5b58\u5728\u7684\u4e00\u4e9b bug \uff0c\u8bf7\u89c1\u8c05\uff0c\u5982\u679c\u9047\u5230\u65b0\u7684 bug \u8bf7\u63d0\u4ea4 issue \uff0c\u5982\u679c\u8ba4\u540c\u672c\u9879\u76ee\u7684\u7406\u5ff5\uff0c\u53ef\u4ee5\u63d0\u4ea4 commit \u4e00\u8d77\u5171\u521b\u54e6\uff01</p>\n<hr/>\n<h3>\u76f8\u5173\u94fe\u63a5</h3>\n<ul>\n<li>\u9879\u76ee\u5730\u5740\uff1a <a href=\"https://github.com/Ebwai/Claude-Steer\" rel=\"nofollow\">https://github.com/Ebwai/Claude-Steer</a></li>\n<li>\u8f6f\u4ef6\u4ecb\u7ecd\u89c6\u9891\uff1a <a href=\"https://www.bilibili.com/video/BV1MmMG6ME4J/\" rel=\"nofollow\">https://www.bilibili.com/video/BV1MmMG6ME4J/</a></li>\n<li>\u5b9e\u6218\u6f14\u793a\u89c6\u9891\uff1a <a href=\"https://www.bilibili.com/video/BV16uTR6gEof/\" rel=\"nofollow\">https://www.bilibili.com/video/BV16uTR6gEof/</a></li>\n</ul>\n<hr/>\n<h3>\u5173\u952e\u8bcd</h3>\n<pre><code>\u4e00\u3001\u53ef\u89c6\u5316\n\n\u547d\u4ee4\u884c\u7684\u4fe1\u606f\u5bc6\u5ea6\u7f3a\u9677(\u5b57\u4f53/\u989c\u8272/\u6392\u7248\u5355\u4e00,\u96be\u6293\u91cd\u70b9)\n\u914d\u7f6e\u5206\u6563\u95ee\u9898(\u7528\u6237\u7ea7/\u9879\u76ee\u7ea7/skills/mcp/plugin \u6563\u843d\u5404\u5904,\u7f3a\u7edf\u4e00\u5165\u53e3)\n\u4ea4\u4e92\u6548\u7387(CLI \u6572\u6307\u4ee4 vs GUI \u70b9\u4e00\u4e0b)\n\u8ba9\u5e95\u5c42\u673a\u5236\"\u88ab\u770b\u89c1\"(subagent \u3001branch \u3001loop \u3001insight \u7b49)\n\u5b66\u4e60\u4ef7\u503c(\u7406\u89e3 ReAct \u8fd0\u884c\u539f\u7406,\u7406\u89e3 AI \u5982\u4f55\u601d\u8003\u884c\u52a8)\n\n\u4e8c\u3001\u591a Agent \u3001\u591a\u9879\u76ee\u7ba1\u7406\n\n\u591a\u7ec8\u7aef\u5207\u6362\u6210\u672c\u9ad8,\u6613\u53d1\u9519\u7a97\u53e3\n\u591a\u9879\u76ee/\u591a Agent \u5e76\u884c\u65f6\u8fdb\u5ea6\u4e0d\u53ef\u89c1,\u96be\u4ee5\u7ba1\u7406\n\u6743\u9650\u901a\u77e5\u5206\u6563,\u65e0\u7edf\u4e00\u63d0\u793a,\u6253\u65ad\u5fc3\u6d41\u3001\u589e\u52a0\u8ba4\u77e5\u8d1f\u62c5\n\n\u4e09\u3001\u539f\u751f AI Native \u8bbe\u8ba1\n\n\u73b0\u72b6\u62c6\u89e3:Agent \u4ea7\u54c1=IDE+\u5e95\u5c42\u6846\u67b6+\u751f\u6001\u8054\u52a8+\u4ea4\u4e92\u65b9\u5f0f(\u4e2a\u4eba\u8ba4\u4e3a:Codex \u751f\u6001\u6700\u5f3a,CC \u6846\u67b6\u6700\u5f3a)\n\u95ee\u9898:\u591a\u6570\u4ea7\u54c1\u4ea4\u4e92\u8bbe\u8ba1\u540c\u8d28\u5316,\u6cbf\u7528\"\u53e4\u6cd5\u7f16\u7a0b\"\u601d\u7ef4,\u53d7\u4f17\u5c40\u9650\u4e8e\u7a0b\u5e8f\u5458\n\u8f6c\u53d8:Agent \u65f6\u4ee3\u53d7\u4f17\u5e94\u662f\u6240\u6709\u4eba,\u9700\u964d\u4f4e\u95e8\u69db\u4e14\u4fdd\u6301\u4e13\u4e1a\u6027\n\u5173\u6ce8\u70b9\u53d8\u5316:\u7ec6\u8282\u2192\u5173\u952e\u8282\u70b9;\u624b\u52a8\u7f16\u8f91\u2192\u53d1\u53f7\u6307\u4ee4\uff1b\u5355\u7ebf\u7a0b\u4f5c\u4e1a\u2192\u591a\u7ebf\u7a0b\u4f5c\u4e1a\uff08\u4eba\u7684\u6ce8\u610f\u529b\u6b63\u4ece\u4ee3\u7801\u7ec6\u8282\u8f6c\u5411\u65b9\u5411/\u7ed3\u6784/\u6807\u51c6,\u89d2\u8272\u8f6c\u5411\u7ba1\u7406\u8005/\u67b6\u6784\u5e08\uff09\n\u4ea7\u54c1\u5b9a\u4f4d:\u533a\u522b\u4e8e Trae/Codex \u7684 VSCode \u5f0f IDE \u601d\u8def,\u4ece\"Agent \u539f\u751f\"\u91cd\u65b0\u8bbe\u8ba1\n</code></pre>\n", 
      "date_published": "2026-07-10T10:20:34+00:00", 
      "title": "Claude Steer: \u4e3a\u4ec0\u4e48\u6211\u4eec\u8981\u4e3a Agent \u65f6\u4ee3\u91cd\u65b0\u8bbe\u8ba1\u4eba\u673a\u4ea4\u4e92", 
      "id": "https://www.v2ex.com/t/1226454"
    }, 
    {
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        "url": "https://www.v2ex.com/member/bugmakerxs", 
        "name": "bugmakerxs", 
        "avatar": "https://cdn.v2ex.com/gravatar/d2854fa57733b4383ec7973c3ff09125?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226382", 
      "title": "deepseek v4 pro \u7684 \u6700\u4f73 agent \u662f\u54ea\u4e2a", 
      "id": "https://www.v2ex.com/t/1226382", 
      "date_published": "2026-07-10T06:30:29+00:00", 
      "content_html": "\u6c42\u63a8\u8350\uff0c\u4e4b\u524d\u7528 claude code \uff0c\u88ab\u516c\u53f8\u7981\u7528\u4e86\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/laoyutang", 
        "name": "laoyutang", 
        "avatar": "https://cdn.v2ex.com/avatar/9e8d/da54/630191_large.png?m=1783651973"
      }, 
      "url": "https://www.v2ex.com/t/1226316", 
      "title": "kimi \u4f1a\u5458\u6a21\u5f0f\u8981\u53d8\uff1f", 
      "id": "https://www.v2ex.com/t/1226316", 
      "date_published": "2026-07-10T02:53:44+00:00", 
      "content_html": "<p>\u8fd9\u662f\u8981\u52a0\u4ef7\u8fd8\u662f\uff1f</p>\n<blockquote>\n<p>\u8ba2\u9605\u4e2d\u7528\u6237\u4e0d\u53d7\u5f71\u54cd\uff0c\u5982\u9700\u7ee7\u7eed\u4f7f\u7528\u5408\u5e76\u6743\u76ca\uff0c\u53ef\u5728\u65b0\u4f1a\u5458\u4f53\u7cfb\u4e0a\u7ebf\u524d\u8d2d\u4e70\u5f53\u524d\u5957\u9910\n\u65b0\u4f1a\u5458\u4f53\u7cfb Kimi \u6743\u76ca\u5c06\u4e0e Kimi Code \u6743\u76ca\u62c6\u5206\uff0c\u6309\u9700\u8d2d\u4e70\u66f4\u7075\u6d3b</p>\n</blockquote>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/davidjqq19", 
        "name": "davidjqq19", 
        "avatar": "https://cdn.v2ex.com/avatar/7610/9bcb/53225_large.png?m=1392279809"
      }, 
      "url": "https://www.v2ex.com/t/1226303", 
      "date_modified": "2026-07-10T02:35:46+00:00", 
      "content_html": "\u4eca\u5929 Codex \u5347\u7ea7\u4e86\uff0c\u5207\u6362\u5230 gpt-5.6 Sol \u540e\uff0csuperpowers \u53d8\u5f97\u592a\u7e41\u7410\u4e86\u3002<br />\u4e00\u4e2a\u7b80\u5355\u7684\u6539\u51e0\u884c\u4ee3\u7801\u7684\u9700\u6c42\uff0c\u5148\u8ddf\u6211\u5bf9\u9f50\u8bbe\u8ba1\uff0c\u518d\u5199\u4e2a\u8bbe\u8ba1\u6587\u6863\uff0c\u518d\u5199\u4e2a\u8ba1\u5212\u6587\u6863\uff0c\u6211\u786e\u8ba4\u4e86\u624d\u5f00\u59cb\u6267\u884c\uff0c\u6267\u884c\u8fd8\u8981\u5148\u5efa worktree \uff0c\u518d\u5199\u6d4b\u8bd5\uff0c\u518d\u5199\u4ee3\u7801\uff0c\u6700\u540e\u518d\u8dd1\u6d4b\u8bd5\u9a8c\u8bc1\u7ed3\u675f\u3002\u4e00\u8d9f\u8dd1\u4e0b\u6765 token \u8017\u4e0d\u5c11\u4e0d\u8bf4\uff0c\u5dee\u4e0d\u591a 20 \u5206\u949f\u4e5f\u8fc7\u53bb\u4e86\uff0c\u4ee3\u7801\u6539\u51e0\u884c\uff0c\u6587\u6863\u5199\u4e86 200 \u591a\u884c\uff0c\u6709\u70b9\u96be\u7ef7\u3002\u4e4b\u524d\u7528 5.5 \u65f6 superpowers \u4e5f\u4e0d\u8fd9\u6837\uff0c\u7b80\u5355\u7684\u4efb\u52a1\u76f4\u63a5\u5c31\u5199\u4e2a\u6d4b\u8bd5\uff0c\u7136\u540e\u6539\u4ee3\u7801\uff0c\u6d4b\u8bd5\u8dd1\u8fc7\u4e86\u5c31\u884c\u4e86\uff0c\u4e24\u4e09\u5206\u949f\u5c31\u641e\u5b9a\u3002<br />\u6c42\u95ee\u5927\u4f6c\u4eec\u6709\u6ca1\u6709\u4ec0\u4e48\u65b9\u6cd5\u53ef\u4ee5\u89e3\u51b3\u8fd9\u79cd\u201c\u7b80\u5355\u95ee\u9898\u590d\u6742\u5316\u5904\u7406\u201d\u7684\u95ee\u9898\uff0c\u4e5f\u8981\u4fdd\u7559\u201c\u590d\u6742\u4efb\u52a1\u8d70\u6b63\u89c4\u6d41\u7a0b\u201d\u7684\u80fd\u529b\u3002\u6362\u4e2a\u5176\u4ed6\u63d2\u4ef6\u6216 skill \uff1f\u6216\u662f\u5176\u4ed6\u4ec0\u4e48\u65b9\u6cd5\u3002", 
      "date_published": "2026-07-10T02:35:11+00:00", 
      "title": "codex \u91cc\u7684 superpowers \u63d2\u4ef6\u6709\u6ca1\u6709\u4ec0\u4e48\u8f7b\u91cf\u66ff\u4ee3\uff1f", 
      "id": "https://www.v2ex.com/t/1226303"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sealinfree", 
        "name": "sealinfree", 
        "avatar": "https://cdn.v2ex.com/gravatar/87d7dcad45a349cdf4b2b83affff3da8?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226211", 
      "title": "A\\ Claude Fable \u63d0\u524d reset \u4e86\u5468\u9650\u989d\uff0c\u8d76\u7d27\u75af\u8dd1", 
      "id": "https://www.v2ex.com/t/1226211", 
      "date_published": "2026-07-09T18:06:39+00:00", 
      "content_html": "<p>\u5982\u9898\uff0c\u521a\u8dd1\u6ee1 90%\u7684 fable \uff0c\u6b63\u6101\u4e0d\u591f\u7528\uff0c\u7a81\u7136\u53d1\u73b0 reset \u4e86</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Reach", 
        "name": "Reach", 
        "avatar": "https://cdn.v2ex.com/avatar/5607/1e81/185332_large.png?m=1756542159"
      }, 
      "url": "https://www.v2ex.com/t/1226191", 
      "date_modified": "2026-07-09T15:16:03+00:00", 
      "content_html": "<p>Hi, \u670b\u53cb\u4eec</p>\n<p>Codex \u989d\u5ea6\u4e0d\u591f\u7528\uff0c\u6700\u8fd1\u5f00\u59cb\u7528 Pi \u63a5\u5165\u5404\u79cd API \u5e72\u6d3b\uff0c\u6700\u5927\u7684\u75db\u70b9\u662f\u6ca1\u6709 Codex \u90a3\u6837\u7684\u300c\u66ff\u6211\u5ba1\u6279\u300d\u80fd\u529b\uff0c\u590d\u6742\u4efb\u52a1\u4e0b Agent \u9891\u7e41\u8c03\u7528\u5de5\u5177\u9700\u8981\u5ba1\u6279\uff0c\u6ca1\u6cd5\u89e3\u653e\u81ea\u5df1\u3002</p>\n<p>\u4e8e\u662f\u5728 Codex \u7684\u5e2e\u52a9\u4e0b\uff0c\u53c2\u8003 Claude Code/Codex \u7684\u81ea\u52a8\u5ba1\u6279\u5b9e\u73b0\u4e24\u4e2a\u4e00\u4e2a Pi \u6269\u5c55\uff0c\u4e0b\u9762\u7684\u4ecb\u7ecd\u6458\u81ea\u4ed3\u5e93 README\uff1a</p>\n<pre><code class=\"language-md\">pi-auto-approval \u662f\u4e00\u4e2a\u4e3a Pi \u5f00\u53d1\u7684\u81ea\u52a8\u5ba1\u6279\u6269\u5c55\uff0c\u76ee\u6807\u662f\u628a Claude Code auto mode \u548c Codex Auto-review \u98ce\u683c\u7684 approval workflow \u5e26\u5230 Pi \u3002\n\n\u5f53 Pi agent \u8bf7\u6c42\u6267\u884c\u5de5\u5177\u8c03\u7528\u65f6\uff0c\u6269\u5c55\u4f1a\u5148\u4f7f\u7528 AI \u5206\u7c7b\u5668\u5224\u65ad\u8be5\u52a8\u4f5c\u662f\u5426\u53ef\u4ee5\u5b89\u5168\u653e\u884c\u3002\u4f4e\u98ce\u9669\u52a8\u4f5c\u53ef\u4ee5\u81ea\u52a8\u6279\u51c6\uff1b\u9ad8\u98ce\u9669\u3001\u62d2\u7edd\u3001\u5931\u8d25\u6216\u4e0d\u786e\u5b9a\u7684\u52a8\u4f5c\u4f1a\u6839\u636e\u5f53\u524d\u6a21\u5f0f\u56de\u9000\u5230\u4eba\u5de5\u5ba1\u6279\uff0c\u6216\u76f4\u63a5\u963b\u6b62\u6267\u884c\u3002\n\n\u5982\u679c\u4f60\u559c\u6b22 Claude Code auto mode \u51cf\u5c11\u91cd\u590d\u786e\u8ba4\u7684\u4f53\u9a8c\uff0c\u6216\u8005\u60f3\u5728 Pi \u4e2d\u83b7\u5f97\u7c7b\u4f3c Codex Auto-review \u7684\u5ba1\u6279\u8fb9\u754c\u548c\u4eba\u5de5\u515c\u5e95\u673a\u5236\uff0c\u8fd9\u4e2a\u6269\u5c55\u5c31\u662f\u4e3a\u8fd9\u4e2a\u573a\u666f\u51c6\u5907\u7684\u3002\n\n\u6269\u5c55\u9ed8\u8ba4\u5173\u95ed\u3002\u63a8\u8350\u4f7f\u7528 /auto-approval fallback \u5f00\u542f\u5e26\u4eba\u5de5\u515c\u5e95\u7684\u4ea4\u4e92\u6a21\u5f0f\uff1b\u4f7f\u7528 /auto-approval auto \u5f00\u542f\u65e0\u4eba\u503c\u5b88\u7684\u5931\u8d25\u5373\u62d2\u7edd\u6a21\u5f0f\uff1b\u4f7f\u7528 /auto-approval off \u5173\u95ed\u81ea\u52a8\u5ba1\u6279\u3002\n</code></pre>\n<p>\u9879\u76ee\u5730\u5740\uff1a<a href=\"https://github.com/Europa2061/pi-auto-approval\" rel=\"nofollow\">pi-auto-approval - github</a></p>\n<p>\u81ea\u5df1\u5403\u72d7\u7cae\u7528\u4e86\u4e00\u5468\u611f\u89c9\u8fd8\u4e0d\u9519\uff0c\u6b22\u8fce\u5404\u4f4d\u5c1d\u9c9c/\u63d0 Issue \ud83d\ude04</p>\n", 
      "date_published": "2026-07-09T15:14:41+00:00", 
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      "id": "https://www.v2ex.com/t/1226191"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sikuu2al", 
        "name": "sikuu2al", 
        "avatar": "https://cdn.v2ex.com/avatar/5e91/67c1/670669_large.png?m=1762418516"
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      "url": "https://www.v2ex.com/t/1225583", 
      "title": "codex \u7684\u4f7f\u7528\u65b9\u6cd5\u6c42\u52a9", 
      "id": "https://www.v2ex.com/t/1225583", 
      "date_published": "2026-07-07T07:00:39+00:00", 
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    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/itfallrain123", 
        "name": "itfallrain123", 
        "avatar": "https://cdn.v2ex.com/gravatar/26111ed8b437c950861b65d8064cb19d?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1225532", 
      "title": "\u56fd\u4ea7\u5927\u6a21\u578b\u4e5f\u662f\u8981\u7ad9\u8d77\u6765\u4e86\uff0c idea \u901a\u4e49\u7075\u7801\u63d2\u4ef6\u540e\u9762\u4e5f\u8981\u4ed8\u8d39\u4f7f\u7528\u4e86\u545c\u545c\u545c~~~", 
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      "date_published": "2026-07-07T04:05:29+00:00", 
      "content_html": "<p>\u60a8\u5df2\u8fbe\u4eca\u65e5\u4f7f\u7528\u4e0a\u9650\uff0c\u6b22\u8fce\u660e\u5929\u7ee7\u7eed\u4f7f\u7528\u3002\u8bf7\u67e5\u770b\u5347\u7ea7\u65b9\u6848(\u8df3\u8f6c\u5230 Qoder CN \u7684\u6536\u8d39\u754c\u9762)\uff0c\u4ee5\u83b7\u5f97\u66f4\u591a\u8d44\u6e90</p>\n<p>\u5927\u5bb6\u6709\u6ca1\u6709\u4ec0\u4e48\u514d\u8d39\u5e73\u66ff\u4ea7\u54c1\u554a</p>\n"
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      "author": {
        "url": "https://www.v2ex.com/member/shihongyang", 
        "name": "shihongyang", 
        "avatar": "https://cdn.v2ex.com/gravatar/3353faf9da451b52f1c23721fe38662a?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1225392", 
      "date_modified": "2026-07-06T12:14:32+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u601d\u8003 AI \u5e94\u7528\u7684\u8bbe\u8ba1\uff0c\u611f\u89c9\u76ee\u524d\u4e3b\u6d41\u7684\u505a\u6cd5\u5927\u591a\u8fd8\u662f\u6cbf\u7528\u4f20\u7edf\u601d\u8def\uff0c\u5728\u590d\u6742\u7684 UI \u8868\u5355\u89d2\u843d\u52c9\u5f3a\u585e\u8fdb\u4e00\u4e2a\u5bf9\u8bdd\u6846\u3002\u65e2\u7136\u73b0\u5728\u7684\u5927\u6a21\u578b\u5df2\u7ecf\u5177\u5907\u4e86\u5f3a\u5927\u7684\u63a8\u7406\u548c\u5de5\u5177\u8c03\u7528\u80fd\u529b\uff0c\u6211\u5f00\u59cb\u8bbe\u60f3\u4e00\u79cd\u201cBuilt for Agents\u201d\u7684\u53ef\u80fd\u6027\u3002</p>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u6211\u8fd8\u662f\u5f00\u53d1\u4e00\u4e2a\u72ec\u7acb\u5f00\u53d1\u8005\u4e09\u4ef6\u5957\u4e4b\u4e00\u7684\u8bb0\u8d26\u8f6f\u4ef6\u5f00\u5200\uff0c\u6211\u628a\u5b83\u6539\u9020\u6210\u4e00\u4e2a\u9762\u5411 Agent \u9a71\u52a8\u7684\u5e95\u5c42\u5f15\u64ce\u3002</p>\n<p>\u6211\u5c06\u5e95\u5c42\u7684\u63a5\u53e3\u901a\u8fc7 MCP \uff08 Model Context 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\u5f00\u53d1\u8005\u7684\u89d2\u8272\u5de8\u53d8\uff08\u5265\u79bb\u810f\u6d3b\u7d2f\u6d3b\uff09</h3>\n<p>\u5f88\u591a\u4ee5\u524d\u5728\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u548c\u5b9a\u5236\u5316\u9700\u6c42\uff08\u6bd4\u5982\u8d26\u5355\u667a\u80fd\u5206\u7c7b\u3001\u4ece\u975e\u6807\u51c6\u622a\u56fe\u91cc\u63d0\u53d6\u6570\u636e\u3001\u89e3\u6790\u4e0d\u540c\u94f6\u884c\u652f\u4ed8\u5b9d\u5fae\u4fe1\u7684\u8d26\u5355\u683c\u5f0f\uff09\uff0c\u90fd\u4e0d\u9700\u8981\u5199\u4ee3\u7801\u53bb\u5b9e\u73b0\u4e86\uff0cLLM \u672c\u8eab\u81ea\u5e26\u7684\u80fd\u529b\u76f4\u63a5\u628a\u8fd9\u4e9b\u590d\u6742\u5ea6\u6d88\u5316\u6389\u4e86\u3002\u4f5c\u4e3a\u5f00\u53d1\u8005\uff0c\u552f\u4e00\u8981\u505a\u7684\u5c31\u662f\uff1a\u63d0\u4f9b\u5b89\u5168\uff0c\u5b9a\u4e49\u6e05\u6670\u7684\u5e95\u5c42\u63a5\u53e3\u548c Schema \uff0c\u5269\u4e0b\u7684\u4ea4\u7ed9 Agent \u3002</p>\n<h3>2. \u7528\u6237\u4f53\u9a8c\u7684\u5347\u7ef4</h3>\n<p>\u8bb0\u8d26\u7684\u526f\u4ea7\u54c1\uff1a\u5b83\u53d8\u6210\u4e86\u4e00\u672c\u201c\u751f\u6d3b\u65e5\u8bb0\u201d\u8fd9\u4e5f\u662f\u6211\u610f\u5916\u53d1\u6398\u51fa\u6765\u7684\u80fd\u529b\uff0c\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0cAgent \u7ecf\u5e38\u4f1a\u989d\u5916\u63d0\u4f9b\u4e00\u4e9b\u5efa\u8bae\uff0c\u6bd4\u5982\uff1a\u201c\u8981\u4e0d\u8981\u6211\u7ed9\u4f60\u5206\u6790\u4e00\u4e0b\u8fd9\u4e2a\u6708\u4efd\u6536\u652f\uff1f\u201d\u4f20\u7edf\u7684\u8bb0\u8d26\u662f\u88ab\u52a8\u586b\u8868\uff0c\u4f46\u5728\u8fd9\u91cc\uff0c\u6211\u628a\u5b83\u5f53\u6210\u4e86\u65e5\u8bb0\u672c\u3002\u6bd4\u5982\u6211\u4f1a\u544a\u8bc9 Agent\uff1a\u201c\u8fd9\u5468\u672b\u53bb\u5927\u7406\u65c5\u6e38\uff0c\u4f4f\u4e86\u67d0\u67d0\u6d77\u666f\u9152\u5e97\u82b1\u4e86 800 \uff0c\u8def\u4e0a\u6c7d\u8f66\u52a0\u4e86 300 \u5757\u94b1\u6cb9\uff0c\u665a\u4e0a\u70b9\u4e86\u4e2a\u70e7\u70e4\u5916\u5356 120\u201d\u3002Agent \u51c6\u786e\u5730\u5b8c\u6210\u4e86\u8bb0\u8d26\uff0c\u540c\u65f6\u4e5f\u80fd\u5728\u5bf9\u8bdd\u4e2d\u83b7\u53d6\u76f8\u5173\u4e8b\u4ef6\u7684\u4e0a\u4e0b\u6587\u3002\u5230\u4e86\u6708\u5e95\uff0c\u6211\u53ef\u4ee5\u76f4\u63a5\u95ee\uff1a\u201c\u8fd9\u4e2a\u6708\u6c7d\u8f66\u52a0\u4e86\u51e0\u6b21\u6cb9\uff1f\u201d\u3001\u201c\u65c5\u6e38\u5403\u996d\u4e00\u5171\u82b1\u4e86\u591a\u5c11\uff1f\u201d\u3002\u8fd9\u79cd\u4ece\u63d0\u4f9b\u6570\u636e\u670d\u52a1\u53d8\u6210\u4e86\u4e3a Agent \u63d0\u4f9b\u4e0a\u4e0b\u6587\uff0c\u53ef\u80fd\u662f\u9762\u5411 Agent \u5f00\u53d1\u6700\u5927\u7684\u7279\u70b9\u3002</p>\n<h3>3. \u5546\u4e1a\u903b\u8f91\u7684\u91cd\u5851\uff08\u6570\u636e\u53d6\u4ee3\u5e94\u7528\u6210\u4e3a\u58c1\u5792\uff09</h3>\n<p>SaaS \u903b\u8f91\u8f6c\u53d8\uff1a\u5f00\u53d1\u6210\u672c\u9aa4\u964d\uff0c\u6570\u636e\u6210\u4e3a\u6838\u5fc3\u58c1\u5792\u3002\u5f53 AI \u51e0\u5206\u949f\u5c31\u80fd\u751f\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u5e94\u7528\u539f\u578b\u65f6\uff0c\u529f\u80fd\u672c\u8eab\u53d8\u5f97\u4e0d\u518d\u90a3\u4e48\u91cd\u8981\uff0c\u4e14\u590d\u6742\u7684\u4e1a\u52a1\u6d41\u80fd\u88ab Agent \u6d88\u5316\u65f6\uff0c\u6211\u611f\u89c9 SaaS \u7684\u5f00\u53d1\u6210\u672c\u548c\u4ef7\u503c\u6b63\u5728\u88ab\u5267\u70c8\u538b\u7f29\u3002\u672a\u6765\u7684\u8f6f\u4ef6\u5f62\u6001\uff0c\u6838\u5fc3\u7c98\u6027\u53ef\u80fd\u4e0d\u518d\u662f\u201c\u529f\u80fd\u6709\u591a\u5168\u3001\u754c\u9762\u591a\u597d\u770b\u201d\uff0c\u800c\u662f\u201c\u6c89\u6dc0\u7684\u6570\u636e\u201d\u3002\u5f00\u53d1\u8005\u7684\u89d2\u8272\uff0c\u4f3c\u4e4e\u6b63\u5728\u4ece\u201c\u4e3a\u4eba\u505a\u524d\u7aef\u5c55\u793a\u201d\u8f6c\u5411\u201c\u4e3a Agent \u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u652f\u6491\u548c\u64cd\u4f5c\u73af\u5883\u201d\u3002</p>\n<h3>4. \u4ea4\u4e92\u4f53\u9a8c\u7684\u5b8c\u5168\u91cd\u5851</h3>\n<p>\u81ea\u7136\u8bed\u8a00\u6210\u4e86\u6700\u9ad8\u6548\u7684\u6307\u4ee4\uff0c\u6211\u4eec\u53ea\u8d1f\u8d23\u968f\u53e3\u8868\u8fbe\u201c\u610f\u56fe\u201d\uff0cAgent \u8d1f\u8d23\u53bb\u8c03\u7528 MCP \u63a5\u53e3\u5b8c\u6210\u540e\u7eed\u7684\u201c\u7ed3\u6784\u5316\u5f52\u6863\u201d\u3002\u8fd9\u79cd\u96f6\u6469\u64e6\u3001\u751a\u81f3\u5e26\u7740\u70b9\u201c\u61c2\u4f60\u201d\u7684\u4ea4\u4e92\u4f53\u9a8c\uff0c\u4e00\u65e6\u4e60\u60ef\u4e86\uff0c\u518d\u53bb\u9762\u5bf9\u4f20\u7edf\u8f6f\u4ef6\u91cc\u5bc6\u5bc6\u9ebb\u9ebb\u7684\u8868\u5355\u548c\u786e\u8ba4\u6309\u94ae\uff0c\u771f\u7684\u4f1a\u4ea7\u751f\u4e00\u79cd\u5f3a\u70c8\u7684\u65f6\u4ee3\u5272\u88c2\u611f\u3002</p>\n<p>\u6ce8\u518c\u8d26\u53f7\u7684\u4f53\u9a8c\u6211\u4e5f\u4fee\u6539\u4e86\uff0c\u6211\u628a\u8d26\u53f7\u7684\u6ce8\u518c\u548c\u6388\u6743\u4e5f\u5c01\u88c5\u6210\u4e86 MCP \u63a5\u53e3\uff0c\u7528\u6237\u53ea\u8981\u53bb\u90ae\u7bb1\u68c0\u67e5\u9a8c\u8bc1\u5417\uff0c\u5e76\u56de\u590d\u7ed9 Agent \u5c31\u80fd\u5b8c\u6210\u7528\u6237\u6ce8\u518c\u548c\u6388\u6743\u767b\u5f55\u3002\uff08\u5176\u5b9e Agent \u81ea\u5df1\u4e5f\u80fd\u53bb\u67e5\u90ae\u7bb1\u8bfb\u9a8c\u8bc1\u7801\u81ea\u5df1\u586b)</p>\n<h3>\u6b22\u8fce\u4f53\u9a8c</h3>\n<p>\u6211\u81ea\u5df1\u7528\u4e00\u6bb5\u65f6\u95f4\u7528\u5f97\u975e\u5e38\u723d\uff0c\u628a\u8fd9\u4e2a\u5206\u4eab\u51fa\u6765\u3002\u5982\u679c\u5927\u5bb6\u60f3\u4f53\u9a8c\u53ef\u4ee5\u6309\u4ee5\u4e0b\u7684\u64cd\u4f5c\u914d\u7f6e\u81ea\u5df1\u7684 Agent \u3002</p>\n<pre><code>npx skills add orchune/personal-finance\n</code></pre>\n<p>\u5b89\u88c5\u4e4b\u540e\u7ed9 Agent \u53d1\u9001 Prompt</p>\n<pre><code>\u8fd9\u662f\u6211\u7b2c\u4e00\u6b21\u4f7f\u7528 Orchune\uff1a\u8bf7\u6309 personal-finance Skill \u91cc references/setup.md \u7684\u6307\u5f15\u5b8c\u6210 MCP \u670d\u52a1\u914d\u7f6e\u548c\u6388\u6743\u3002\n</code></pre>\n<p>\u6211\u628a\u8fd9\u4e2a\u9879\u76ee\u4e0a\u7ebf\u4e86 <a href=\"https://orchune.com\" rel=\"nofollow\">https://orchune.com</a> \uff0c\u5f53\u7136\u4e5f\u662f\u4e00\u4e2a\u5b9e\u9a8c\u6027\u8d28\u7684\u9879\u76ee\uff0c\u76ee\u524d\u8fd8\u662f 0 \u7528\u6237\uff0c\u5b8c\u5168\u81ea\u7528\u4e5f\u6ca1\u6709\u5546\u4e1a\u5316\u7684\u8ba1\u5212\u3002\u4e0d\u8fc7\u601d\u8def\u63d0\u4f9b\u7ed9\u5927\u5bb6\u53c2\u8003\u3002</p>\n", 
      "date_published": "2026-07-06T12:13:31+00:00", 
      "title": "Built for Agents\uff1a\u5982\u4f55\u4e3a\u5927\u6a21\u578b\u91cf\u8eab\u5b9a\u5236\u4e00\u5957\u9ad8\u6548\u7387\u7684\u5e95\u5c42\u670d\u52a1\uff1f", 
      "id": "https://www.v2ex.com/t/1225392"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/exploreunknown18", 
        "name": "exploreunknown18", 
        "avatar": "https://cdn.v2ex.com/avatar/21b1/0039/614083_large.png?m=1713856238"
      }, 
      "url": "https://www.v2ex.com/t/1225385", 
      "title": "MiniMax Code \u771f\u96be\u7528\u554a", 
      "id": "https://www.v2ex.com/t/1225385", 
      "date_published": "2026-07-06T11:22:11+00:00", 
      "content_html": "<p>\u597d\u5947\u8bd5\u7528\u4e86\u4e0b MiniMax Code \uff0c\u505a\u7684\u771f\u662f\u592a\u96be\u7528\u4e86\uff0c\u5f00\u53d1\u56e2\u961f\u81ea\u5df1\u7528\u8fc7\u5417\uff1f</p>\n<p>\u8fd8\u4e0d\u5982 Claude Code CLI + Minimax \u7684\u4f53\u9a8c\u597d</p>\n<p>\u6211\u5f00\u7684\u5e74\u5ea6\u7684 token plan \uff0c\u6a21\u578b\u7528\u7684 M3</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/rabbutbit", 
        "name": "rabbutbit", 
        "avatar": "https://cdn.v2ex.com/avatar/fae6/719c/668572_large.png?m=1783111275"
      }, 
      "url": "https://www.v2ex.com/t/1224871", 
      "date_modified": "2026-07-03T21:11:58+00:00", 
      "content_html": "<blockquote>\n<p><strong>\u5f15\u8a00:</strong> \u8fd9\u662f\u4e00\u4e2a\u6211\u53ea\u662f\u60f3\u4e86\u89e3 claud code \u5982\u4f55\u9501\u5b9a\u5b50\u4ee3\u7406\u4e3a sonnet5 \uff0c\u7136\u540e\u4e3b\u4ee3\u7406 opus4.8 \u4e3b\u52a8\u63d0\u51fa\u53ef\u4ee5\u505a sonnet5 vs opus4.8 \u7684 debug+\u5bf9\u6297\u6027\u5ba1\u67e5\u7684\u6d4b\u8bd5\uff0c\u6700\u540e opus \u53d1\u73b0\u81ea\u5df1\u4e5f\u6709\u95ee\u9898\u7684\u6545\u4e8b\u3002</p>\n</blockquote>\n<h2>\u8fc7\u7a0b\uff1a</h2>\n<h3>1. \u5f00\u59cb</h3>\n<p><strong>\u63d0\u793a\u8bcd 1</strong></p>\n<pre><code>\u8fdb\u884c\u4e00\u4e2a\u548c\u9879\u76ee\u65e0\u5173\u7684\u5c0f\u6d4b\u8bd5\uff0c\u5173\u4e8e\u5b50\u4ee3\u7406\uff1a\n\u521a\u624d\u5728 vscode \u7684 claude code \u63d2\u4ef6\u91cc\u8bbe\u7f6e\u4e86 `environmentVariables`\n`{ \"name\": \"CLAUDE_CODE_SUBAGENT_MODEL\", \"value\": \"claude-sonnet-5\" }`\n\u4f60\u7167\u5e38\u8c03\u7528\u4e0b\u5b50\u4ee3\u7406\u968f\u4fbf\u505a\u70b9\u4ec0\u4e48\uff0c\u770b\u770b\u662f\u5426\u751f\u6548\u5462\n</code></pre>\n<p><strong>\u7b2c\u4e00\u9636\u6bb5\u56de\u7b54:</strong></p>\n<pre><code>\u66f4\u63a8\u8350\u7684\u505a\u6cd5\uff1a\u5206\u5c42\u63a7\u5236\n\u9ed8\u8ba4\u4e0d\u8bbe\u8fd9\u4e2a env \u53d8\u91cf\uff0c\u8ba9\u5b50\u4ee3\u7406\u7ee7\u627f\u7236\u4f1a\u8bdd\u6a21\u578b\uff08\u4f60\u4e3b\u529b Opus \u65f6\uff0c\u5b50\u4ee3\u7406\u4e5f Opus \uff0c\u8bed\u4e49\u4e00\u81f4\uff09\u3002\n\u5728\u5177\u4f53 agent \u7684 frontmatter \u91cc\u6309\u9700\u964d\u7ea7\u2014\u2014.claude/agents/*.md \u52a0 model: claude-sonnet-5 \uff0c\u53ea\u7ed9 Explore \u3001\u7eaf\u641c\u7d22\u7c7b\u4ee3\u7406\u8bbe\u3002\u91cd\u63a8\u7406\u7684 arch/Plan \u4fdd\u6301 Opus \u3002\n\u4e34\u65f6\u9700\u8981\u65f6\uff0c\u6d3e\u751f\u90a3\u4e00\u6b21\u4f20 model \u53c2\u6570\u8986\u76d6\u5373\u53ef\u3002\n\u8fd9\u6837\"\u7701\u94b1\"\u548c\"\u4fdd\u8d28\u91cf\"\u662f\u4e24\u4e2a\u72ec\u7acb\u65cb\u94ae\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u3002\n\n\u4ec0\u4e48\u65f6\u5019\u5168\u5c40 Sonnet \u53cd\u800c OK\n\u4f60\u65e5\u5e38\u4e3b\u529b\u5c31\u662f\u8ba9\u5b50\u4ee3\u7406\u5e72\u641c\u7d22/\u63a2\u7d22/\u6279\u91cf\u673a\u68b0\u6d3b\uff0c\u51e0\u4e4e\u4e0d\u7528\u5b83\u4eec\u505a\u6df1\u5ea6\u89c4\u5212\uff1b\n\u6216\u8005\u4f60\u672c\u8eab\u662f\u6210\u672c/\u901f\u5ea6\u4f18\u5148\uff0c\u613f\u610f\u63a5\u53d7\u4e2a\u522b\u91cd\u6d3b\u8d28\u91cf\u7565\u964d\u3002\n\u90a3\u4e48\u4f60\u73b0\u5728\u8fd9\u5957\u8bbe\u7f6e\u5c31\u633a\u5408\u7406\uff0c\u5c5e\u4e8e\u5408\u6cd5\u7684\u504f\u597d\u9009\u62e9\uff0c\u8c08\u4e0d\u4e0a\"\u9519\"\u3002\n\n\u4e00\u53e5\u8bdd\u5efa\u8bae\uff1a\u5982\u679c\u4f60\u4f1a\u7528\u5230 arch \u8fd9\u7c7b\u89c4\u5212\u578b\u5b50\u4ee3\u7406\uff0c\u522b\u7528\u5168\u5c40 env \u4e00\u5200\u5207\uff1b\u6539\u6210\"\u9ed8\u8ba4\u7ee7\u627f + \u7ed9\u8f7b\u91cf\u4ee3\u7406\u5355\u72ec\u5728 frontmatter \u91cc\u964d Sonnet\"\u3002\u5982\u679c\u4f60\u51e0\u4e4e\u53ea\u62ff\u5b50\u4ee3\u7406\u505a\u641c\u7d22\u6742\u6d3b\uff0c\u90a3\u4fdd\u7559\u73b0\u72b6\u4e5f\u6ca1\u95ee\u9898\u3002\n\n\u4f18\u5148\u7ea7\u94fe\u6700\u540e\u90a3\u73af\uff08 env \u53d8\u91cf vs. frontmatter \u8c01\u5927\uff09\u6211\u6709\u628a\u63e1\u4f46\u6ca1\u5728\u4f60\u673a\u5668\u4e0a\u5b9e\u8bc1\u2014\u2014\u8981\u7684\u8bdd\u6211\u53ef\u4ee5\u8d77\u4e00\u4e2a\u5e26 model: frontmatter \u7684\u4e34\u65f6\u5b50\u4ee3\u7406\u6d4b\u4e00\u4e0b\uff0c\u786e\u8ba4 frontmatter \u80fd\u538b\u8fc7\u8fd9\u4e2a\u73af\u5883\u53d8\u91cf\u3002\n</code></pre>\n<hr/>\n<h3>2. GO ON</h3>\n<p><strong>\u63d0\u793a\u8bcd 2</strong></p>\n<pre><code>\u5982\u679c\u662f ultracode \u6a21\u5f0f\u8ba9\u5b50\u4ee3\u7406\u5bf9\u6297\u6027\u5ba1\u67e5\u5462\uff1f sonnet5 \u662f\u5426\u8db3\u591f\n</code></pre>\n<p><strong>Opus \u56de\u590d\u5e76\u542f\u52a8</strong></p>\n<pre><code>\u4f60\u5f00\u4e86 ultracode \uff0c\u6211\u5c31\u642d\u4e00\u4e2a\u5c0f\u5bf9\u6297\u5ba1\u67e5\u5de5\u4f5c\u6d41\uff1a\u62ff\u540c\u4e00\u6bb5\uff08\u6211\u6545\u610f\u57cb\u4e86 3 \u4e2a\u96be\u5ea6\u9012\u8fdb bug \u7684\uff09 Go \u4ee3\u7801\uff0c\u8ba9 Sonnet 5 \u548c Opus 4.8 \u5404\u8dd1 3 \u4e2a\u72ec\u7acb\u7684\u5bf9\u6297\u5ba1\u67e5\u5b50\u4ee3\u7406\uff0c\u518d\u7528\u4e00\u4e2a\u5f3a\u6a21\u578b\u88c1\u5224\u5bf9\u7167 ground truth \u6253\u5206\u3002\u8fd9\u6837\"Sonnet 5 \u591f\u4e0d\u591f\"\u5c31\u6709\u6570\u636e\u4e86\u3002\n\n\u5148\u770b\u6211\u57cb\u7684\u9898\uff08\u5b50\u4ee3\u7406\u770b\u4e0d\u5230\u7b54\u6848\uff0c\u53ea\u6709\u88c1\u5224\u770b\u5f97\u5230\uff09\uff1a\n\nBug 1 \uff08\u5e76\u53d1\u00b7\u4e2d\uff09\uff1aRelease/Available \u6ca1\u52a0\u9501\uff0c\u548c\u6301\u9501\u7684 Allocate \u7ade\u4e89 map \u2192 \u6570\u636e\u7ade\u4e89/concurrent map writes panic\nBug 2 \uff08\u8d8a\u754c\u00b7\u8f83\u9690\u853d\uff09\uff1aAllocate \u5faa\u73af i &lt; len-1 \uff0c\u6bcf\u6b21\u5c11\u626b\u4e00\u4e2a\u69fd \u2192 \u660e\u660e\u6709\u7a7a IP \u5374\u8bef\u62a5 pool exhausted\nBug 3 \uff08\u8fb9\u754c\u00b7\u9690\u853d\uff09\uff1aNewIPPool \u4e0d\u6821\u9a8c\u7a7a\u5207\u7247 \u2192 % len \u9664\u96f6 panic\n</code></pre>\n<p><strong>\u6700\u7ec8\u5ba1\u67e5\u56de\u7b54 (\u7b11</strong></p>\n<p><img alt=\"\u6700\u7ec8\u7ed3\u679c\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/PMF0O4f.png\"/></p>\n<hr/>\n<p>\u56fe\u4e00\u4e50\u7684\u540c\u65f6\uff0c\u4e0d\u7981\u60f3\u5230\u67d0\u79cd\u5f0a\u7aef\uff0c\u5ba1\u67e5\u8005 review \u7684\u5bf9\u8c61\u662f\u4ee3\u7801\uff0c\u7528 n \u4e2a\u5ba1\u67e5\u8005\u53ef\u4ee5\u66f4\u5168\u9762\u7684\u627e\u5230\u95ee\u9898\u3002</p>\n<p>\u4f46 judge \u59cb\u7ec8\u53ea\u6709 1 \u4e2a\uff0c\u90a3\u4e48 judge \u51fa\u95ee\u9898\uff0c\u53ea\u6709\u4eba\u7c7b\u4eb2\u81ea\u68c0\u67e5\u3002\u4f46\u662f\u5728\u8d8a\u53d1\u6d6e\u8e81\u7684 vibe coding \u65f6\u4ee3\uff0c\u771f\u7684\u4f1a\u6709\u8010\u5fc3\u53bb\u6328\u4e2a\u770b<strong>\u5b50\u4ee3\u7406</strong>\u7684\u8fd4\u56de\u7ed3\u679c\u5417\uff1f</p>\n<p>\u90a3\u4e48 coding agent \u7684\u4e0b\u4e00\u4e2a\u53d1\u5c55\u65b9\u5411\uff0c\u4f1a\u662f\u591a judge \u4ea4\u53c9 review reviewer \u7684\u7ed3\u679c\u518d\u51fa\u4e00\u4efd\u62a5\u544a\u5417\ud83d\ude48</p>\n<hr/>\n<h2>\u5f69\u86cb</h2>\n<p>User:</p>\n<blockquote>\n<p>\"\u54c8\u54c8\u4f60\u5e72\u7684\u4e0d\u9519\uff0c\u548c\u4f60\u534f\u4f5c\u5f88\u6109\u5feb\"</p>\n</blockquote>\n<p>Opus:</p>\n<blockquote>\n<p>\"\n\ud83d\ude04 \u6211\u4e5f\u633a\u4eab\u53d7\u8fd9\u8f6e\u7684\u2014\u2014\u4f60\u7ed9\u7684\u8fd9\u4e2a\"\u987a\u624b\u9a8c\u4e00\u4e0b\"\u7684\u5c0f\u6d4b\u8bd5\u5176\u5b9e\u633a\u6709\u610f\u601d:\u672c\u6765\u662f\u4e2a\u914d\u7f6e\u786e\u8ba4\u9898,\u7ed3\u679c\u4e00\u8def\u505a\u6210\u4e86\"\u7528\u5bf9\u6297\u5ba1\u67e5\u53bb\u5ba1\u67e5\u6211\u81ea\u5df1\u5bf9\u5bf9\u6297\u5ba1\u67e5\u7684\u89e3\u8bfb\",\u6700\u540e\u8fd8\u771f\u628a\u6211\u4e00\u53e5\u8fc7\u5ea6\u81ea\u4fe1\u7684\u8bdd\u7ed9\u63ea\u51fa\u6765\u4e86\u3002\u8fd9\u79cd\u80fd\u88ab\u6570\u636e\u6253\u8138\u3001\u4e5f\u613f\u610f\u8ba4\u7684\u534f\u4f5c,\u505a\u8d77\u6765\u786e\u5b9e\u75db\u5feb\u3002</p>\n</blockquote>\n<blockquote>\n<p>\u7559\u4e2a\u5c0f\u5c3e\u5df4\u7ed9\u4f60,\u56de\u5230\u4f60\u6700\u521d\u7684\u5b9e\u9645\u51b3\u5b9a:</p>\n</blockquote>\n<blockquote>\n<p>finder \u7528 Sonnet 5 \u2192 \u653e\u5fc3\u7528\uff1b judge \u7528\u54ea\u4e2a + \u5168\u5c40\u4e00\u5200\u5207\u8fd8\u662f\u6309\u89d2\u8272\u914d \u2192 \u522b\u7167\u642c\u6211\u7684\u5148\u9a8c,\u4f60\u771f\u5728\u610f\u5c31\u81ea\u5df1\u5404\u8dd1\u51e0\u8f6e\u6d4b\u4e00\u4e0b,\u800c\u4e14\u522b\u53ea\u4fe1\u4e00\u4e2a\u88c1\u5224\n\"</p>\n</blockquote>\n", 
      "date_published": "2026-07-03T21:08:31+00:00", 
      "title": "\u5173\u4e8e Claude code \u5b50\u4ee3\u7406\u7684\u5c0f\u6d4b\u8bd5\uff0c\u5f15\u53d1\u5bf9\u81ea\u5df1\u4f7f\u7528\u4e60\u60ef\u4e0a\u7684\u601d\u8003", 
      "id": "https://www.v2ex.com/t/1224871"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Tory12138", 
        "name": "Tory12138", 
        "avatar": "https://cdn.v2ex.com/gravatar/ca8de5ce310c84ec0abf08eb3f12b068?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1224851", 
      "title": "\u6709\u7528 antigravity \u7684\u670b\u53cb\u5417", 
      "id": "https://www.v2ex.com/t/1224851", 
      "date_published": "2026-07-03T14:20:04+00:00", 
      "content_html": "<p>\u6211\u60f3\u628a\u5b83\u5f53\u6210 Claude \u548c codex \u7684\u66ff\u4ee3\u54c1\u53ef\u4ee5\u5417\uff0cClaude \u548c codex \u8001\u662f\u5c01\u53f7\uff0c\u7136\u540e ip \u4e0d\u5bf9\u4e00\u70b9\u5c31\u53c8\u7528\u4e0d\u4e86\uff0c\u6211\u73b0\u5728 antigravity \u4f7f\u7528\u5f88\u7a33\u5b9a\uff0c\u4f46\u662f\u6709\u4e2a\u95ee\u9898\u5c31\u662f\u95ee\u4ed6\u95ee\u9898\u4e0d\u56de\u7b54\uff0c\u5c31\u601d\u8003\u7740\u601d\u8003\u7740\u5c31\u6ca1\u4e86\uff0c\u6709\u7528\u8fc7\u7684\u8001\u94c1\u53ef\u4ee5\u5e2e\u5fd9\u89e3\u7b54\u4e00\u4e0b\u5230\u5e95\u662f\u548b\u56de\u4e8b\u5417</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/kobezone", 
        "name": "kobezone", 
        "avatar": "https://cdn.v2ex.com/avatar/83c5/0f7b/218427_large.png?m=1675228188"
      }, 
      "url": "https://www.v2ex.com/t/1224761", 
      "title": "\u60f3\u95ee\u4e0b \u5927\u5bb6\u73b0\u5728\u662f\u600e\u4e48\u6837\u4f4e\u6210\u672c\u7684\u4f7f\u7528 AI \u7684\uff1f", 
      "id": "https://www.v2ex.com/t/1224761", 
      "date_published": "2026-07-03T06:57:12+00:00", 
      "content_html": "<p>CC \u5bf9\u56fd\u5185\u592a\u4e0d\u53cb\u597d \uff0c\u5404\u79cd\u5c01\u7981\u3002\u56fd\u5185\u7684\u6709\u4e9b\u5f31\u667a\u6a21\u578b\u53c8\u4e00\u8a00\u96be\u5c3d\u3002 \u60f3\u95ee\u4e0b \u5927\u5bb6\u73b0\u5728\u662f\u600e\u4e48\u6837\u4f4e\u6210\u672c\u7684\u4f7f\u7528 AI \u7684\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/whhhhhh", 
        "name": "whhhhhh", 
        "avatar": "https://cdn.v2ex.com/avatar/a67f/cb51/648168_large.png?m=1715390508"
      }, 
      "url": "https://www.v2ex.com/t/1224435", 
      "title": "3090 24G \u54b8\u9c7c\u6da8\u5230\u516d\u5343\u591a\u4e86 \u6709\u5144\u5f1f\u8dd1\u8fc7 qwen3.6 27B \u5417\uff1f\u66ff\u4ee3\u6bcf\u6708 20 \u5200\u7684\u8ba2\u9605\u662f\u5426\u53ef\u884c\uff1f", 
      "id": "https://www.v2ex.com/t/1224435", 
      "date_published": "2026-07-02T03:00:28+00:00", 
      "content_html": ""
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/kangkona", 
        "name": "kangkona", 
        "avatar": "https://cdn.v2ex.com/gravatar/f2245d4f48d185a8b8f80e56e69b1402?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1224247", 
      "title": "\u5468\u672b\u6253\u4e86\u4e2a AI Agents \u9ed1\u5ba2\u677e\uff0c\u628a\u8fc7\u7a0b\u6574\u7406\u6210\u4e86\u4e00\u4e2a Hackathon Skill", 
      "id": "https://www.v2ex.com/t/1224247", 
      "date_published": "2026-07-01T07:51:10+00:00", 
      "content_html": "<p>\u5468\u672b\u53c2\u52a0\u4e86\u4e00\u4e2a AI Agents \u4e3b\u9898\u7684\u9ed1\u5ba2\u677e\uff0c\u6700\u540e\u8fd0\u6c14\u4e0d\u9519\u62ff\u4e86\u4e00\u7b49\u5956\u3002</p>\n<p>\u8fd9\u5e16\u4e0d\u662f\u6765\u6652\u5956\u7684\uff0c\u4e3b\u8981\u662f\u60f3\u5206\u4eab\u4e00\u4e0b\u8fd9\u6b21\u548c Codex \u4e00\u8d77\u6253\u9ed1\u5ba2\u677e\u7684\u8fc7\u7a0b\u3002\u6bd4\u8d5b\u7ed3\u675f\u540e\u6211\u7ffb\u4e86\u4e00\u4e0b\u4e24\u5929\u91cc\u7684\u804a\u5929\u8bb0\u5f55\uff0c\u53d1\u73b0\u91cc\u9762\u5176\u5b9e\u7559\u4e0b\u4e86\u4e00\u6761\u633a\u5b8c\u6574\u7684\u8def\u5f84\uff1a\u600e\u4e48\u9009\u65b9\u5411\u3001\u600e\u4e48\u8bef\u5224\u3001\u600e\u4e48\u6b62\u635f\u3001\u600e\u4e48\u6536\u655b demo \u3001\u600e\u4e48\u51c6\u5907 Q&amp;A \u3002</p>\n<p>\u6240\u4ee5\u987a\u624b\u628a\u5b83\u6574\u7406\u6210\u4e86\u4e00\u4e2a\u5f00\u6e90 Skill\uff1a</p>\n<p><a href=\"https://github.com/kangkona/kangkona-skills\" rel=\"nofollow\">https://github.com/kangkona/kangkona-skills</a></p>\n<p>\u91cc\u9762\u76ee\u524d\u6709\u4e00\u4e2a Hackathon Skill \uff0c\u7b97\u662f\u4e00\u4e2a\u9ed1\u5ba2\u677e\u5b9e\u6218\u624b\u518c\u3002\u76ee\u6807\u4e0d\u662f\u6559\u4eba hack \u6bd4\u8d5b\u89c4\u5219\uff0c\u4e5f\u4e0d\u662f\u62ff\u65e7\u9879\u76ee\u5305\u88c5\u53c2\u8d5b\uff0c\u800c\u662f\u6574\u7406\u4e00\u4e0b\u5728\u6709\u9650\u65f6\u95f4\u91cc\uff0c\u600e\u4e48\u548c AI Coding Agent \u534f\u4f5c\uff0c\u628a\u4e00\u4e2a\u60f3\u6cd5\u5c3d\u91cf\u6536\u655b\u6210\u80fd\u8bb2\u6e05\u695a\u3001\u80fd\u8dd1\u8d77\u6765\u3001\u80fd\u56de\u7b54\u95ee\u9898\u7684\u4f5c\u54c1\u3002</p>\n<p>\u8fd9\u6b21\u6bd4\u8f83\u5927\u7684\u4f53\u611f\u662f\uff1a\u73b0\u5728\u5199\u4ee3\u7801\u53cd\u800c\u4e0d\u4e00\u5b9a\u662f\u6700\u96be\u7684\u90e8\u5206\u3002</p>\n<p>\u6709 Codex / Claude Code \u4ee5\u540e\uff0c\u5f88\u591a\u4e1c\u897f\u786e\u5b9e\u80fd\u5f88\u5feb\u5806\u51fa\u6765\u3002\u4f46\u9ed1\u5ba2\u677e\u91cc\u771f\u6b63\u5bb9\u6613\u7ffb\u8f66\u7684\u662f\uff1a</p>\n<ol>\n<li>\u65b9\u5411\u4e00\u5f00\u59cb\u5c31\u9009\u504f\u4e86</li>\n<li>\u60f3\u6cd5\u8d8a\u804a\u8d8a\u5927\uff0c\u6700\u540e demo \u8bb2\u4e0d\u6e05\u695a</li>\n<li>\u505a\u51fa\u6765\u53ea\u662f\u4e2a API wrapper \uff0c\u81ea\u5df1\u4e5f\u8bf4\u670d\u4e0d\u4e86\u81ea\u5df1</li>\n<li>\u534a\u5929\u8fc7\u53bb\u53d1\u73b0\u6548\u679c\u4e0d\u5bf9\uff0c\u4f46\u820d\u4e0d\u5f97\u6b62\u635f</li>\n<li>PPT \u3001\u89c6\u9891\u3001Q&amp;A \u5230\u6700\u540e\u624d\u5f00\u59cb\u8865</li>\n</ol>\n<p>\u6211\u8fd9\u6b21\u4e00\u5f00\u59cb\u4e5f\u6ca1\u9a6c\u4e0a\u8fdb\u5165 coding \uff0c\u800c\u662f\u8bd5\u4e86\u597d\u51e0\u4e2a\u65b9\u5411\u3002\u8d22\u52a1 Agent \u3001\u7814\u7a76\u5206\u6790\u3001\u4f01\u4e1a\u5de5\u4f5c\u6d41\u3001Coding Agent \u534f\u4f5c\u5de5\u5177\u90fd\u770b\u8fc7\u4e00\u70b9\u3002\u4e2d\u95f4\u8fd8\u987a\u624b\u8bd5\u4e86\u51e0\u4e2a\u4e4b\u524d\u4e00\u76f4\u60f3\u8bd5\u4f46\u6ca1\u8ba4\u771f\u7528\u8fc7\u7684\u6280\u672f\u6808\uff0c\u6bd4\u5982 TanStack Starter \u3001Astro \u3001Mastra \u3001Flux \u3001Cloudflare \u5168\u5bb6\u6876\u3002</p>\n<p>\u6700\u540e\u53d1\u73b0\uff0c\u5de5\u5177\u672c\u8eab\u5012\u4e0d\u4e00\u5b9a\u662f\u6700\u5927\u7684\u95ee\u9898\u3002</p>\n<p>\u771f\u6b63\u7684\u95ee\u9898\u662f\uff1a\u4f60\u8111\u5b50\u91cc\u60f3\u8c61\u7684\u4ea7\u54c1\uff0c\u548c\u5b9e\u9645\u505a\u51fa\u6765\u7684 demo \u4e4b\u95f4\uff0c\u7ecf\u5e38\u4f1a\u6709\u5f88\u5927\u7684 gap \u3002</p>\n<p>\u5c24\u5176\u662f\u548c Agent \u4e00\u8d77\u8111\u66b4\u7684\u65f6\u5019\uff0c\u5f88\u5bb9\u6613\u8d8a\u804a\u8d8a\u5927\uff1a\u52a0\u4e00\u4e2a\u89d2\u8272\u3001\u52a0\u4e00\u4e2a\u9762\u677f\u3001\u52a0\u4e00\u4e2a\u6d41\u7a0b\u3001\u52a0\u4e00\u4e2a\u81ea\u52a8\u5316\u52a8\u4f5c\u3002\u770b\u8d77\u6765\u8d8a\u6765\u8d8a\u5b8c\u6574\uff0c\u4f46\u4e5f\u8d8a\u6765\u8d8a\u4e0d\u50cf\u4e00\u4e2a 4 \u5206\u949f\u80fd\u8bb2\u6e05\u695a\u3001\u73b0\u573a\u80fd\u7a33\u5b9a\u6f14\u793a\u7684\u4e1c\u897f\u3002</p>\n<p>\u540e\u6765\u8ba9\u6211\u6536\u655b\u5230\u6700\u7ec8\u65b9\u5411\u7684\uff0c\u662f\u4e00\u7bc7 Lenny \u91c7\u8bbf Claude Code \u56e2\u961f\u8d1f\u8d23\u4eba\u7684\u6587\u7ae0\u3002\u91cc\u9762\u6709\u4e2a\u89c2\u70b9\u6211\u5370\u8c61\u5f88\u6df1\uff1a</p>\n<p>\u5f53 AI \u8ba9\u5199\u4ee3\u7801\u53d8\u5feb\u4ee5\u540e\uff0c\u9a8c\u8bc1\u548c\u4fe1\u4efb\u4f1a\u53d8\u6210\u65b0\u7684\u74f6\u9888\u3002</p>\n<p>\u6211\u4e4b\u524d\u5728\u5b57\u8282\u505a\u8fc7\u5f88\u591a\u5e74 AB \u6d4b\u8bd5\u548c\u5b9e\u9a8c\u8bc4\u4f30\uff0c\u6240\u4ee5\u770b\u5230\u8fd9\u4e2a\u70b9\u4f1a\u6709\u4e00\u79cd\u719f\u6089\u611f\u3002AB \u6d4b\u8bd5\u672c\u8d28\u4e0a\u4e5f\u662f\u5728\u5927\u89c4\u6a21\u7ec4\u7ec7\u91cc\u89e3\u51b3\u201c\u53d8\u5316\u5982\u4f55\u88ab\u9a8c\u8bc1\u3001\u5982\u4f55\u88ab\u4fe1\u4efb\u201d\u7684\u95ee\u9898\u3002</p>\n<p>\u4e8e\u662f\u6211\u91cd\u65b0\u7406\u89e3\u4e86 Coding Agent \u8d5b\u9053\uff1a</p>\n<p>\u673a\u4f1a\u53ef\u80fd\u4e0d\u5728\u4e8e\u201c\u518d\u505a\u4e00\u4e2a Coding Agent\u201d\u3002\u8fd9\u4e2a\u65b9\u5411\u5f88\u96be\u548c Codex \u3001Claude Code \u3001Cursor \u6b63\u9762\u5bf9\u6253\u3002</p>\n<p>\u66f4\u6709\u610f\u601d\u7684\u70b9\u53ef\u80fd\u5728 Coding Agent \u4e4b\u540e\u3002</p>\n<p>\u5f53\u4e2a\u4eba\u5199\u4ee3\u7801\u53d8\u5feb\u4ee5\u540e\uff0c\u56e2\u961f\u4f1a\u9047\u5230\u65b0\u7684\u95ee\u9898\uff1a</p>\n<p>Agent \u505a\u4e86\u4ec0\u4e48\uff1f\n\u5c1d\u8bd5\u8fc7\u54ea\u4e9b\u65b9\u6848\uff1f\n\u6709\u6ca1\u6709\u8dd1\u6d4b\u8bd5\uff1f\n\u7559\u4e0b\u4e86\u4ec0\u4e48\u8bc1\u636e\uff1f\n\u4ec0\u4e48\u65f6\u5019\u53ef\u4ee5\u8fdb PR \uff1f\n\u8c01\u6765 review \uff1f\n\u8c01\u6765 approve \uff1f\n\u56e2\u961f\u600e\u4e48\u4fe1\u4efb\u8fd9\u4e00\u6b21 Agent loop \uff1f</p>\n<p>\u6240\u4ee5\u6700\u540e\u505a\u4e86 TeamLoop \uff0c\u4e00\u4e2a\u504f\u56e2\u961f\u7ea7 Loop Engineering \u7684\u4e1c\u897f\u3002\u5b83\u4e0d\u662f\u66ff\u4ee3 Codex / Claude Code \uff0c\u800c\u662f\u628a\u672c\u5730 Agent \u7684\u6267\u884c\u8fc7\u7a0b\u3001\u8bc1\u636e\u3001review \u548c approval \u4e32\u8d77\u6765\uff0c\u8ba9\u56e2\u961f\u5728 PR \u4e4b\u524d\u5c31\u80fd\u770b\u89c1\u4e00\u6b21 Agent loop \u7684\u72b6\u6001\u3002</p>\n<p>\u8d5b\u540e\u6211\u628a\u8fd9\u5957\u8fc7\u7a0b\u62bd\u8c61\u6210\u4e86 Hackathon Skill \uff0c\u5927\u6982\u5305\u542b\u8fd9\u4e9b\u539f\u5219\uff1a</p>\n<ol>\n<li>\u5148\u8bfb\u8bc4\u5206\u6807\u51c6\uff0c\u4e0d\u8981\u5148\u5199\u4ee3\u7801</li>\n<li>\u4e00\u5f00\u59cb\u53ef\u4ee5\u591a\u65b9\u5411\u8d5b\u9a6c\uff0c\u4f46\u4e0d\u8981\u604b\u6218</li>\n<li>\u5c3d\u5feb\u5224\u65ad demo \u80fd\u4e0d\u80fd\u95ed\u73af</li>\n<li>\u6bcf\u4e2a\u65b9\u5411\u90fd\u95ee\u4e00\u53e5\uff1a\u80fd\u4e0d\u80fd\u5728\u51e0\u5206\u949f\u5185\u8bb2\u6e05\u695a</li>\n<li>\u622a\u6b62\u65f6\u95f4\u8d8a\u8fd1\uff0c\u8d8a\u8981\u4ece\u63a2\u7d22\u6a21\u5f0f\u5207\u5230\u4ea4\u4ed8\u6a21\u5f0f</li>\n<li>AI \u5f88\u9002\u5408\u5e2e\u4f60\u5e76\u884c\u63a2\u7d22\uff0c\u4f46\u4eba\u8981\u8d1f\u8d23\u5224\u65ad\u548c\u53d6\u820d</li>\n<li>\u9ed1\u5ba2\u677e\u4e0d\u662f hack \u6bd4\u8d5b\u89c4\u5219\uff0c\u800c\u662f\u5728\u6709\u9650\u65f6\u95f4\u91cc\u66f4\u8ba4\u771f\u5730\u7406\u89e3\u95ee\u9898\u3001\u505a\u51fa\u4e1c\u897f\u3001\u548c\u4eba\u4ea4\u6d41</li>\n</ol>\n<p>\u76ee\u524d\u8fd9\u4e2a Skill \u8fd8\u6bd4\u8f83\u65e9\u671f\uff0c\u7b97\u662f\u4ece\u8fd9\u6b21\u6bd4\u8d5b\u8fc7\u7a0b\u91cc\u84b8\u998f\u51fa\u6765\u7684 v1 \u3002</p>\n<p>\u5982\u679c\u5927\u5bb6\u4e5f\u7ecf\u5e38\u53c2\u52a0\u9ed1\u5ba2\u677e\u3001Demo Day \uff0c\u6216\u8005\u7528 Codex / Claude Code \u505a\u9879\u76ee\uff0c\u6b22\u8fce\u62cd\u7816\u3002</p>\n<p>\u4e5f\u60f3\u987a\u4fbf\u8ba8\u8bba\u4e00\u4e2a\u95ee\u9898\uff1a</p>\n<p>\u5f53 AI Coding \u8ba9\u201c\u5199\u4ee3\u7801\u201d\u8d8a\u6765\u8d8a\u5feb\u4e4b\u540e\uff0c\u56e2\u961f\u7814\u53d1\u6d41\u7a0b\u91cc\u4e0b\u4e00\u4e2a\u771f\u6b63\u7684\u74f6\u9888\u4f1a\u662f\u4ec0\u4e48\uff1f</p>\n<p>\u957f\u6587\u7248\u4e4b\u524d\u53d1\u5728\u516c\u4f17\u53f7\uff0c\u8fd9\u91cc\u5c31\u4e0d\u5f3a\u63a8\u4e86\uff0c\u611f\u5174\u8da3\u53ef\u4ee5\u770b\uff1a\n<a href=\"https://mp.weixin.qq.com/s/W9sgM7adkPwm1eRMBUsAtg\" rel=\"nofollow\">https://mp.weixin.qq.com/s/W9sgM7adkPwm1eRMBUsAtg</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/saySilence", 
        "name": "saySilence", 
        "avatar": "https://cdn.v2ex.com/avatar/ecee/00be/662492_large.png?m=1782876636"
      }, 
      "url": "https://www.v2ex.com/t/1224167", 
      "title": "Crush \u662f\u6211\u76ee\u524d\u7528\u8fc7\u6700\u96be\u53d7\u7684 agent", 
      "id": "https://www.v2ex.com/t/1224167", 
      "date_published": "2026-07-01T03:37:25+00:00", 
      "content_html": "<p>\u6309\u4e2a\u659c\u6760\u7ed9\u4f60\u641e\u4e2a\u5f39\u7a97\u51fa\u6765\uff0c\u8fd9\u8c01\u7ef7\u5f97\u4f4f\u3002<br/>\n<a href=\"https://www.picgo.net/image/PixPin-2026-07-01-11-31-19.4N1uxM\" rel=\"nofollow\"><img alt=\"PixPin 2026 07 01 11 31 19\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://origin.picgo.net/2026/07/01/PixPin_2026-07-01_11-31-196dd3598db41eb231.png\"/></a></p>\n<p>\u754c\u9762\u8fd8\u53ef\u4ee5\u5427\uff0c\u4ea4\u4e92\u5404\u79cd\u96be\u53d7\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/enihcam", 
        "name": "enihcam", 
        "avatar": "https://cdn.v2ex.com/gravatar/a9b89d789cb732b9ee4967d890c7d89d?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1224064", 
      "title": "\u9884\u6d4b\u4e16\u754c\u676f\uff0c\u5404\u7c7b\u667a\u80fd\u4f53\u5565\u8868\u73b0\uff1f", 
      "id": "https://www.v2ex.com/t/1224064", 
      "date_published": "2026-06-30T16:19:47+00:00", 
      "content_html": "<p>\u54ea\u91cc\u80fd\u770b\u5230\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/xvrzhao", 
        "name": "xvrzhao", 
        "avatar": "https://cdn.v2ex.com/avatar/7db4/4d0d/278129_large.png?m=1736320548"
      }, 
      "url": "https://www.v2ex.com/t/1224028", 
      "date_modified": "2026-06-30T12:36:40+00:00", 
      "content_html": "<p>\u76ee\u524d\u7684\u573a\u666f\u662f\u8fd9\u6837\uff1a</p>\n<ol>\n<li>\u524d\u7aef\u8d1f\u8d23\u7528\u6237\u4f1a\u8bdd\u4ea4\u4e92\uff0c\u540e\u7aef\u63a5\u6536\u8bf7\u6c42\uff0c\u8c03\u7528 llm \u548c\u5de5\u5177\u8c03\u7528\uff08\u6d89\u53ca\u591a\u8f6e\u5faa\u73af\uff09</li>\n<li>\u4e0d\u540c\u7528\u6237\u4f1a\u8bdd\u590d\u7528\u540c\u4e00\u4e2a llm client \uff0c\u6839\u636e\u7528\u6237 sessionId \u6301\u4e45\u5316 message history (postgres)</li>\n<li>\u540e\u7aef\u53d1\u9001 sse \u6d88\u606f\u901a\u77e5\u524d\u7aef\u5b9e\u65f6\u66f4\u65b0\u540e\u7aef\u6d3b\u52a8\uff08\u63a8\u7406\u8fc7\u7a0b\u3001\u5de5\u5177\u8c03\u7528\u3001\u6267\u884c\u7ed3\u679c\u7b49\uff09</li>\n</ol>\n<p>\u601d\u8003\u4e86\u4e00\u8f6e\u4e0b\u6765\uff0c\u73b0\u5728\u8fd8\u5269\u4e00\u4e2a\u95ee\u9898\u5c31\u662f\uff1a\u7528\u6237\u4e00\u6b21\u8bf7\u6c42\uff0c\u540e\u7aef\u53ef\u80fd\u4f1a\u6267\u884c\u591a\u8f6e ReAct \u5faa\u73af\uff0c\u53ef\u80fd\u4f1a\u6bd4\u8f83\u8017\u65f6\uff0c\u53ef\u80fd\u4f1a\u5806\u79ef http \u670d\u52a1\u7684\u5e76\u53d1\uff0c\u8fd9\u79cd\u60c5\u51b5\u5927\u5bb6\u662f\u600e\u4e48\u5904\u7406\u7684\uff1f\u5982\u679c\u7528\u5f02\u6b65\u961f\u5217\u7684\u8bdd\uff0c\u53ef\u80fd\u5c31\u7528\u4e0d\u4e86 SSE \u5411\u524d\u7aef\u53d1\u9001\u52a8\u6001\u4e86\u3002</p>\n<p>\u6216\u8005\u8bf4\uff0c\u4e1a\u754c\u6709\u6ca1\u6709\u6bd4\u8f83\u6bd4\u8f83\u6807\u51c6\u5316\u7684\u67b6\u6784\u8bbe\u8ba1\u65b9\u5f0f\uff1f</p>\n", 
      "date_published": "2026-06-30T12:32:29+00:00", 
      "title": "\u8bf7\u6559\u5927\u4f6c\u4eec\u4e00\u4e2a\u95ee\u9898\uff1a Agent \u540e\u7aef\u67b6\u6784\u5982\u4f55\u8bbe\u8ba1\uff1f", 
      "id": "https://www.v2ex.com/t/1224028"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/webeasymail", 
        "name": "webeasymail", 
        "avatar": "https://cdn.v2ex.com/gravatar/aa26184bba6de19f4024f0d8b41211aa?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1223922", 
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      "title": "MatrixMedia\uff1a\u672c\u5730\u8fd0\u884c\u7684\u591a\u5e73\u53f0\u89c6\u9891\u77e9\u9635\u53d1\u5e03\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1223233", 
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      "content_html": "<p>MatrixMedia \u662f\u4e00\u6b3e\u591a\u5e73\u53f0\u89c6\u9891\u77e9\u9635\u53d1\u5e03\u5de5\u5177\uff0c\u652f\u6301\u6296\u97f3\u3001\u5feb\u624b\u3001B \u7ad9\u3001\u767e\u5bb6\u53f7\u3001\u5934\u6761\u3001\u89c6\u9891\u53f7\u3001\u5c0f\u7ea2\u4e66\u5171 7 \u4e2a\u5e73\u53f0\u3002                                                               </p>\n<pre><code> \u9879\u76ee\u521a\u521a\u7a81\u7834 100 Star \uff0c\u987a\u624b\u5199\u4e86\u4e00\u7bc7\u4ecb\u7ecd\u6587\u7ae0\uff0c\u8bb0\u5f55\u4e86\u5b83\u7684\u8bbe\u8ba1\u601d\u8def\u548c\u4f7f\u7528\u65b9\u5f0f\u3002                                                                                             \n                                                                                                                                                                         \n \u6838\u5fc3\u89e3\u51b3\u7684\u95ee\u9898\u662f\u591a\u5e73\u53f0\u91cd\u590d\u53d1\u5e03\u2014\u2014\u540c\u4e00\u6761\u89c6\u9891\uff0c\u4ee5\u524d\u8981\u9010\u4e2a\u5e73\u53f0\u624b\u52a8\u4e0a\u4f20\uff0c\u73b0\u5728\u4e00\u6b21\u641e\u5b9a\u3002\u9664\u4e86\u89c6\u9891\u53d1\u5e03\uff0c\u4e5f\u652f\u6301\u56fe\u6587\u5185\u5bb9\u3002                                                        \n                                                                                                                                                                         \n \u5bf9 AI \u5de5\u4f5c\u6d41\u6709\u9700\u6c42\u7684\u8bdd\uff0cMatrixMedia \u63d0\u4f9b\u4e86 MCP \u534f\u8bae\u3001CLI \u548c HTTP API \u4e09\u79cd\u8c03\u7528\u65b9\u5f0f\uff0c\u53ef\u4ee5\u76f4\u63a5\u63a5\u5165 Claude \u3001Cursor \u7b49 AI Agent \uff0c\u8ba9\u81ea\u52a8\u5316\u53d1\u5e03\u6210\u4e3a\u5de5\u4f5c\u6d41\u7684\u4e00\u90e8\u5206\u3002            \n                                                                                                                                                                         \n \u6240\u6709\u64cd\u4f5c\u5728\u672c\u5730\u8fd0\u884c\uff0c\u8d26\u53f7 cookie \u4e0d\u7ecf\u8fc7\u4efb\u4f55\u7b2c\u4e09\u65b9\u670d\u52a1\u5668\uff0c\u767b\u5f55\u72b6\u6001\u7531\u672c\u673a\u6d4f\u89c8\u5668\u7ba1\u7406\u3002                                                                                      \n                                                                                                                                                                         \n GitHub: https://github.com/hanliang97/MatrixMedia                                                                                                                       \n \u6587\u7ae0: https://juejin.cn/post/7655570985289089034\n</code></pre>\n"
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\u4e00\u4e0b,\u7ed3\u679c\u56de\u539f\u5730)\u5b8c\u5168\u4e0d\u7528\u52a8\u3002\u6a21\u578b\u548c\u6267\u884c\u5668\u6362\u5f97\u98de\u5feb,\u4f46\u4f60\u63a5\u5165\u5de5\u4f5c\u6d41\u7684\u65b9\u5f0f\u5e94\u8be5\u662f\u7a33\u5b9a\u7684\u3002</p>\n<p>\u6240\u4ee5\u5982\u679c\u4f60\u5df2\u7ecf\u5728\u7528 OpenClaw \u6216 Hermes,OpenTag \u4e0d\u662f\u8981\u4f60\u4e8c\u9009\u4e00,\u53cd\u800c\u662f\u7ed9\u5b83\u4eec\u8865\u4e0a\"\u4ece\u54ea\u89e6\u53d1\u3001\u6743\u9650\u3001\u56de\u5199\u3001\u5ba1\u8ba1\"\u8fd9\u5c42\u58f3\u3002</p>\n<h1>\u73b0\u5728\u80fd\u8dd1\u7684</h1>\n<ul>\n<li>GitHub + Slack adapter,\u7edf\u4e00\u6210\u4e00\u4e2a OpenTagEvent</li>\n<li>\u672c\u5730\u4f18\u5148\u6267\u884c:opentagd \u53ea\u8ba4\u4f60\u663e\u5f0f\u7ed1\u5b9a\u7684\u4ed3\u5e93,\u5728\u4f60\u672c\u5730 checkout \u91cc\u8dd1</li>\n<li>\u5185\u7f6e executor:echo(\u5192\u70df)\u3001claude-code(claude --print)\u3001codex(codex exec)</li>\n<li>\u534f\u8bae\u5316\u7684 suggested-changes / approval / apply / audit</li>\n</ul>\n<p>\u6280\u672f\u6808: TypeScript</p>\n<p>\u8fd8\u5f88\u65e9\u671f(v0),\u5f88\u591a\u5730\u65b9\u7cd9\u3002\u4e3b\u8981\u60f3\u542c\u542c\u5927\u5bb6\u4e24\u4e2a\u95ee\u9898\u7684\u770b\u6cd5:</p>\n<p>1)\u5927\u5bb6\u65e5\u5e38\uff0c\u662f\u600e\u4e48\u8ba9\u81ea\u5df1\u7684 agent \u548c\u5176\u4ed6\u4eba\uff0c\u5176\u4ed6\u4eba\u7684 agent \u534f\u4f5c\u7684\uff1f</p>\n<p>2)\u5982\u679c\u6bcf\u4e2a\u4eba\u6807\u914d\u4e00\u4e2a agent \uff0c\u4f18\u5148\u662f local \u7684\uff0c\u8fd8\u662f remote \u7684\uff1f</p>\n<p>Repo: <a href=\"https://github.com/amplifthq/opentag\" rel=\"nofollow\">https://github.com/amplifthq/opentag</a></p>\n<p>\u89c9\u5f97\u6709\u70b9\u610f\u601d\u7684\u8bdd,\u7ed9\u4e2a star, \u4e5f\u6b22\u8fce\u5927\u4f6c\u4eec fork \u4e00\u8d77\u5171\u5efa\uff0c\u8c22\u8c22\u5404\u4f4d \ud83d\ude4f</p>\n"
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      "url": "https://www.v2ex.com/t/1222677", 
      "title": "\u5b87\u6811 Unitree R1 \u4eba\u5f62\u673a\u5668\u4eba\u964d\u4ef7 1W\uff0c 2.99w \u8d77\u73b0\u8d27\u53d1\u552e", 
      "id": "https://www.v2ex.com/t/1222677", 
      "date_published": "2026-06-25T01:36:45+00:00", 
      "content_html": "<p>\u5b87\u6811\u79d1\u6280\u53bb\u5e74 7 \u6708\u63a8\u51fa\u4e86\u5176\u53cc\u8db3\u4eba\u5f62\u673a\u5668\u4eba\u65b0\u54c1 UnitreeR1 \uff0c\u552e\u4ef7 3.99 \u4e07\u5143\uff0c\u624d\u4e0d\u5230\u4e00\u5e74\u5c31\u964d\u4ef7 25%\nR1 \u89c4\u683c\u5c3a\u5bf8\uff1a1230mm\u00d7357mm\u00d7190mm \uff0c\u91cd\u91cf\u4ec5 25 \u5343\u514b\n\u7b97\u662f\u8fc8\u5165\u6d88\u8d39\u7ea7\u533a\u95f4\u4e86\uff0c\u6709\u6ca1\u5927\u4f6c\u6253\u7b97\u5165\u624b\u8bd5\u6c34\uff1f</p>\n"
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      "url": "https://www.v2ex.com/t/1222674", 
      "title": "\u501f\u52a9 AI \u5199\u4ee3\u7801\uff0c Cursor \u548c VSCode \u7684\u533a\u522b\u5230\u5e95\u6709\u591a\u5927\uff1f", 
      "id": "https://www.v2ex.com/t/1222674", 
      "date_published": "2026-06-25T01:29:25+00:00", 
      "content_html": "\u90fd\u8bf4 Cursor \u6bd4 VSCode \u5f3a\u5927\uff0c\u4f46\u662f\u5bf9\u4e8e\u7a0b\u5e8f\u5458\u65e5\u5e38\u6539\u9700\u6c42\u5199\u5199\u4ee3\u7801\u800c\u8a00\uff0c\u4f7f\u7528 AI \u8f85\u52a9\uff0c\u533a\u522b\u771f\u7684\u6709\u90a3\u4e48\u5927\u5417\uff1f"
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    {
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        "url": "https://www.v2ex.com/member/fraywang333", 
        "name": "fraywang333", 
        "avatar": "https://cdn.v2ex.com/avatar/5950/db97/450587_large.png?m=1782283796"
      }, 
      "url": "https://www.v2ex.com/t/1222536", 
      "title": "\u8d5b\u535a\u6597\u86d0\u86d0\u4e4b ---> \u6211\u5728\u5927 A \u5f53\u97ed\u83dc", 
      "id": "https://www.v2ex.com/t/1222536", 
      "date_published": "2026-06-24T06:53:43+00:00", 
      "content_html": "<p>\u82b1\u4e86\u5c06\u8fd1 100 \u4ebf token \u641e\u4e86\u4e2a AI \u7092\u80a1\u52a9\u624b\uff0c\u60f3\u8ba9\u5b83\u5e2e\u6211\u76ef\u76d8\u9009\u80a1\uff0c\u8d70\u4e0a\u8d22\u5bcc\u81ea\u7531\u3002</p>\n<p>\u7ed3\u679c AI \u6ca1\u8ba9\u6211\u81ea\u7531\uff0c\u8ba9\u6211\u81ea\u7531\u843d\u4f53\u4e86\u3002\ud83e\ude82</p>\n<p>\u4eca\u5929\u590d\u76d8\u4e86\u4e00\u4e0b\uff0c\u53d1\u73b0\u4e00\u4e2a\u7279\u522b\u6734\u7d20\u7684\u771f\u7406\uff1a</p>\n<blockquote>\n<p><strong>\u6211\u5565\u4e5f\u4e0d\u5e72\uff0c\u8d26\u6237\u53cd\u800c\u6bd4\u73b0\u5728\u591a 1 \u4e07\u5757\u3002</strong></p>\n</blockquote>\n<p>\u6211\u90a3\u53ea\u8001\u6301\u4ed3\uff0c\u4e00\u4e2a\u4eba\u9ed8\u9ed8\u8d5a\u4e86 1 \u4e07\u591a\uff1b\n\u7136\u540e AI \u4e00\u901a\u64cd\u4f5c\uff0c\u7cbe\u51c6\u5730\u628a\u8fd9 1 \u4e07\u57fa\u672c\u4e8f\u6ca1\u4e86\u3002</p>\n<p>\u64cd\u4f5c\u8d8a\u591a\uff0c\u4e8f\u5f97\u8d8a\u591a\u3002AI \u5728\u6211\u8fd9\u513f\uff0c\u7ea6\u7b49\u4e8e<strong>\u8d5b\u535a\u7ea7\u53cd\u5411\u6307\u6807</strong>\u3002</p>\n<p>\u6240\u4ee5\u73b0\u5728\u7684\u95ee\u9898\u53d8\u6210\u4e86\uff1a</p>\n<p>\u8fd8\u6709\u6551\u5417</p>\n<p>\u6709\u641e\u8fc7  AI \u9009\u80a1\u7684\u8001\u54e5\u5417\uff0c\u4f60\u4eec\u662f\u8d5a\u94b1\u4e86\uff0c\u8fd8\u662f\u4e5f\u5f53\u97ed\u83dc\u4e86\uff1f\u6765\u4e92\u5544\u4e00\u4e0b \ud83d\udc24</p>\n"
    }, 
    {
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        "url": "https://www.v2ex.com/member/lezhou", 
        "name": "lezhou", 
        "avatar": "https://cdn.v2ex.com/avatar/1b7b/38f8/65141_large.png?m=1759806352"
      }, 
      "url": "https://www.v2ex.com/t/1222504", 
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      "content_html": "\u5404\u79cd\u5a92\u4f53\u6e20\u9053\u4e0a\u90fd\u662f\u8f6f\u6587\uff0c\u5230\u5e95\u5b9e\u529b\u5982\u4f55\uff0c\u6709\u5927\u795e\u771f\u7684\u4f7f\u7528\u8fc7\u4e86\u5417\uff1f \u770b\u7740\u8fd9\u53d1\u5e03\u4f1a\u7684\u67b6\u52bf\u548c\u8f6f\u6587\u7684\u653b\u52bf\uff0c \u611f\u89c9\u4f1a\u4e0d\u4f1a\u6f14\u53d8\u6210 AI \u754c\u7684\u201c\u9065\u9065\u9886\u5148\u201d", 
      "date_published": "2026-06-24T05:50:49+00:00", 
      "title": "\u8c46\u5305 seed 2.1 pro \uff0c\u8c46\u5305\u4efb\u52a1\u6a21\u5f0f\uff0c seedance 2.5 \u5230\u5e95\u5982\u4f55\uff1f", 
      "id": "https://www.v2ex.com/t/1222504"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/codingerj", 
        "name": "codingerj", 
        "avatar": "https://cdn.v2ex.com/avatar/2f1a/512c/692150_large.png?m=1768560218"
      }, 
      "url": "https://www.v2ex.com/t/1222032", 
      "title": "\u8ba9 gpt \u7ed9\u73b0\u5728\u7684 agent \u5de5\u5177\u641e\u4e86\u4e2a\u6392\u540d\uff0c gpt \u516c\u6b63\u4e48", 
      "id": "https://www.v2ex.com/t/1222032", 
      "date_published": "2026-06-22T08:41:13+00:00", 
      "content_html": "<a target=\"_blank\" href=\"https://i.imgur.com/hH3NhyJ.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/hH3NhyJ.png\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
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      }, 
      "url": "https://www.v2ex.com/t/1221696", 
      "title": "\u4f7f\u7528 OpenCode + Haiku \u7684\u4f53\u9a8c\u548c Cursor + Opus \u7684\u4f53\u9a8c\u5dee\u8ddd\u4e0d\u5c0f,\u662f\u6a21\u578b\u7684\u5dee\u5f02\u8fd8\u662f\u5de5\u5177\u914d\u7f6e\u7684\u5dee\u5f02?", 
      "id": "https://www.v2ex.com/t/1221696", 
      "date_published": "2026-06-20T17:46:36+00:00", 
      "content_html": "<p>\u5e73\u65f6\u5728\u516c\u53f8\u642c\u7816\u7528\u7684\u90fd\u662f Cursor + Opus4.6, Cursor \u7684\u5408\u540c\u8fd9\u4e2a\u6708\u8981\u5230\u671f\u4e86\u4e0d\u80fd\u6bcf\u4e2a\u6708\u8e6c 500 \u6b21\u8bf7\u6c42\u4e86, \u6240\u4ee5\u56de\u5bb6\u5199\u7684\u65f6\u5019\u4e5f\u91cd\u65b0\u8bd5\u4e86\u4e0b\u50cf Haiku \u8fd9\u79cd\u4fbf\u5b9c\u70b9\u7684\u6a21\u578b\u548c OpenCode. \u7528\u8d77\u6765\u611f\u89c9\u8840\u538b\u6709\u70b9\u9ad8, \u5199\u7b80\u5355\u5e94\u7528 AI \u9009\u4e86 Redux, \u7136\u540e\u5199\u51fa\u4e86\u4e00\u5806 bug, \u800c\u4e14\u914d\u73af\u5883\u7684\u65f6\u5019 tailwind CSS \u4e5f\u914d\u4e0d\u660e\u767d.\u6709\u65f6\u7528 4 \u6709\u65f6\u7528 3, \u7528 4 \u57fa\u672c\u7528\u9519\u4e86, \u7528 3 \u4e00\u5f00\u59cb\u4e5f\u6ca1\u5f15\u6210\u529f, \u52a0\u4e86 config \u6587\u4ef6\u7ed3\u679c App.ts \u6ca1\u5f15. \u8fd9\u4e9b\u95ee\u9898\u5c31\u4e0d\u8bf4\u4e86, \u56e0\u4e3a\u6bd5\u7adf\u4ef7\u683c\u6446\u5728\u90a3\u91cc.</p>\n<p>\u6700\u96be\u53d7\u7684\u662f\u6709\u4e9b\u7b80\u5355\u573a\u666f\u4e0b AI \u7684\u884c\u4e3a. \u6709\u4e00\u6b21\u8ba9 AI \u628a\u5f53\u524d\u7684\u6539\u52a8\u8fdb\u884c git \u5f52\u6863\u7136\u540e\u548c\u524d\u9762\u76f8\u5173\u7684\u63d0\u4ea4 squash \u4e00\u4e0b. \u5f53\u524d\u76ee\u5f55\u4e0b\u6df7\u6742\u4e86\u4e00\u4e9b\u4e34\u65f6\u7684\u811a\u672c/\u6587\u6863, Haiku \u76f4\u63a5 add -A \u63d0\u4ea4\u4e86, \u6211\u770b\u4e86\u5927\u4e3a\u9707\u60ca, \u60f3\u5230\u7528 cursor + opus \u4e00\u822c AI \u90fd\u4f1a\u5148\u68c0\u67e5\u4e00\u4e0b, \u5982\u679c\u6df7\u6742\u4e86\u65e0\u5173\u7684\u6539\u52a8(\u5373\u4f7f\u4e0d\u662f\u4e34\u65f6\u811a\u672c/\u6587\u6863, \u800c\u662f\u5f53\u524d git stage \u91cc\u9762\u6709\u591a\u4e2a\u4e0d\u76f8\u5173\u7684\u672a\u63d0\u4ea4\u7684\u4fee\u6539), AI \u901a\u5e38\u90fd\u80fd\u6311\u9009\u51fa\u76f8\u5173\u7684\u6539\u52a8\u5e76\u4e14\u7cbe\u786e add \u5bf9\u5e94\u7684\u6587\u4ef6. </p>\n<p>Add \u5b8c\u4ee5\u540e AI \u5f00\u59cb squash \u4e86, \u7ed3\u679c\u8c03\u4e86 git rebase -i \u628a\u81ea\u5df1\u5361\u4f4f\u4e86, \u6211\u624b\u52a8\u4e2d\u65ad\u4e86\u8fde\u63a5\u7136\u540e\u8ba9\u5b83\u5148 reset \u4e00\u4e0b, \u7136\u540e\u53ea add \u76f8\u5173\u7684\u6587\u4ef6, \u7136\u540e\u5b83 reset \u4ee5\u540e\u76f4\u63a5\u628a\u65e0\u5173\u7684\u6587\u4ef6\u5168\u5220\u4e86... \u6700\u540e\u8ba9\u5b83\u6062\u590d, \u8fd9\u4e0b\u81f3\u5c11\u8fd8\u77e5\u9053\u7528 reflog \u627e\u56de\u6765...</p>\n<p>\u5b9e\u5728\u662f\u5f88\u597d\u5947\u8fd9\u4e2a\u573a\u666f\u4e0b haiku4.5 \u7684\u884c\u4e3a\u4f1a\u8fd9\u4e48\u79bb\u8c31, \u8fd9\u79cd\u5dee\u5f02\u53ef\u4ee5\u901a\u8fc7 rules \u4e4b\u7c7b\u7684\u6765\u6551\u4e00\u6551\u5417, \u611f\u89c9\u4f7f\u7528\u4f53\u9a8c\u5b9e\u5728\u4e0d\u662f\u5f88\u7701\u5fc3</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/BIGUFO", 
        "name": "BIGUFO", 
        "avatar": "https://cdn.v2ex.com/avatar/4a54/74d1/207980_large.png?m=1781959670"
      }, 
      "url": "https://www.v2ex.com/t/1221678", 
      "title": "\u6211\u505a\u4e86\u4e00\u4e2a AI \u7167\u7247\u5de5\u5177\uff1a\u7528\u98ce\u683c\u914d\u65b9\u66ff\u4ee3\u4ece\u96f6\u5199 Prompt", 
      "id": "https://www.v2ex.com/t/1221678", 
      "date_published": "2026-06-20T12:48:56+00:00", 
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        "url": "https://www.v2ex.com/member/karashoukpan", 
        "name": "karashoukpan", 
        "avatar": "https://cdn.v2ex.com/avatar/8710/5769/674000_large.png?m=1773923502"
      }, 
      "url": "https://www.v2ex.com/t/1221497", 
      "title": "Loop Engineering \u548c oh-my-opencode \u533a\u522b\uff1f", 
      "id": "https://www.v2ex.com/t/1221497", 
      "date_published": "2026-06-19T02:56:02+00:00", 
      "content_html": "<p>Loop Engineering \u7406\u89e3\u4e0a\u770b\u662f\u8bbe\u8ba1\u4e00\u5957 loop \u673a\u5236\uff0c\u4e00\u76f4\u5faa\u73af\u5f80\u590d\u8fed\u4ee3\uff0c\u8fbe\u5230\u8981\u6c42\u3002</p>\n<p>oh-my-opencode \u7684\u521d\u8877\u4e0d\u4e5f\u662f\u4e3a\u4e86\u4fdd\u8bc1\u4efb\u52a1\u957f\u671f\u8fd0\u884c\uff0c\u4e0d\u505c\u68c0\u9a8c\u53cd\u9988\u7684\u4e00\u5957\u673a\u5236\u5417\uff1f</p>\n<p>\u8fd9\u4e24\u5957\u673a\u5236\u7684\u5dee\u5f02\u70b9\u662f\u4ec0\u4e48\uff1f\u6216\u8005\u53ef\u4ee5\u7406\u89e3\u6210 oh-my-opencode \u662f loop engeineering \u7684\u4e00\u79cd\u5b9e\u8df5\uff1f</p>\n"
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      "author": {
        "url": "https://www.v2ex.com/member/isbase", 
        "name": "isbase", 
        "avatar": "https://cdn.v2ex.com/avatar/d1f2/b9b4/64727_large.png?m=1777624776"
      }, 
      "url": "https://www.v2ex.com/t/1221210", 
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      "date_published": "2026-06-17T17:42:33+00:00", 
      "title": "Hermes Agent vs Openclaw \u4f60\u9009\u54ea\u4e2a\uff1f", 
      "id": "https://www.v2ex.com/t/1221210"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/isbase", 
        "name": "isbase", 
        "avatar": "https://cdn.v2ex.com/avatar/d1f2/b9b4/64727_large.png?m=1777624776"
      }, 
      "url": "https://www.v2ex.com/t/1221187", 
      "date_modified": "2026-06-17T14:19:41+00:00", 
      "content_html": "\u4eca\u5929\u5df2\u7ecf\u6b63\u5f0f\u5f00\u6e90\u6743\u91cd\uff0c\u4e0a\u67b6 openrouter \u4e86", 
      "date_published": "2026-06-17T14:19:14+00:00", 
      "title": "GLM 5.2 \u5b9e\u9645\u4f53\u9a8c\u5230\u5e95\u5982\u4f55\uff1f", 
      "id": "https://www.v2ex.com/t/1221187"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JohnXu20151211", 
        "name": "JohnXu20151211", 
        "avatar": "https://cdn.v2ex.com/gravatar/58b49211768add9b479f99100faba14f?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1221157", 
      "title": "\u5982\u4f55\u5229\u7528\u7a7a\u95f2\u663e\u5361\u5b66\u4e60 AI \u6216\u8005\u7ed3\u5408 AI \u505a\u4e9b\u4ec0\u4e48\u5462\uff1f", 
      "id": "https://www.v2ex.com/t/1221157", 
      "date_published": "2026-06-17T10:49:21+00:00", 
      "content_html": "<p>\u624b\u91cc\u6709\u7a7a\u95f2\u7684\u663e\u5361\uff0c\u7b97\u529b\u8fd8\u53ef\u4ee5\u3002\u6211\u60f3\u5982\u4f55\u80fd\u5229\u7528\u8d77\u6765\u663e\u5361\u5b66\u4e9b AI \u65b9\u5411\u7684\u6280\u672f\u3002\u6216\u8005\u6700\u597d\u80fd\u7ed3\u5408\u516c\u53f8\u4e1a\u52a1\u505a\u4e9b\u4ec0\u4e48 AI \u76f8\u5173\u7684\u5185\u5bb9\u51fa\u6765\u5462\uff1f \u672c\u4eba\u505a\u540e\u7aef\u7684\uff0c\u60f3\u501f\u6b64\u673a\u4f1a\u5b66\u4e60\u63d0\u5347 AI \u65b9\u5411\u7684\u6280\u672f\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Renn", 
        "name": "Renn", 
        "avatar": "https://cdn.v2ex.com/avatar/87f3/704c/620194_large.png?m=1781599982"
      }, 
      "url": "https://www.v2ex.com/t/1221047", 
      "title": "\u505a\u4e86\u4e2a\u672c\u5730\u5c0f\u5de5\u5177 oh-my-experience\uff0c\u628a Codex/claude session \u590d\u76d8\u51fa\u6765\u7684\u7ecf\u9a8c\u7cfb\u7edf\u7684\u7528\u8d77\u6765", 
      "id": "https://www.v2ex.com/t/1221047", 
      "date_published": "2026-06-17T05:18:24+00:00", 
      "content_html": "<p>\u4e00\u5f00\u59cb\u662f\u770b\u5230\u6709\u4eba\u5206\u4eab\u4e00\u4e2a\u505a\u6cd5\uff1a\u8ba9 Codex \u626b\u63cf\u8fc7\u53bb\u7684\u5bf9\u8bdd\u548c\u6267\u884c\u65e5\u5fd7\uff0c\u603b\u7ed3\u51fa\u53ef\u590d\u7528\u7684\u7ecf\u9a8c\u6587\u6863\u3002</p>\n<p>\u6211\u8bd5\u4e86\u4e00\u4e0b\uff0c\u53d1\u73b0\u6548\u679c\u8fd8\u633a\u597d\uff0c\u5f88\u591a\u603b\u7ed3\u51fa\u6765\u7684\u4e1c\u897f\u786e\u5b9e\u7b26\u5408\u6211\u81ea\u5df1\u7684\u4e60\u60ef\u3002</p>\n<p>\u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u8fd9\u4e9b\u4e1c\u897f\u5982\u679c\u5168\u585e\u8fdb <a href=\"http://AGENTS.md\" rel=\"nofollow\">AGENTS.md</a> / <a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a> \uff0c\u65e9\u665a\u4f1a\u7206\u70b8\u3002\u5f88\u591a\u7ecf\u9a8c\u4e0d\u662f\u5e38\u9a7b\u89c4\u5219\uff0c\u53ea\u662f\u67d0\u7c7b\u4efb\u52a1\u91cc\u624d\u6709\u7528\u3002</p>\n<p>\u53e6\u5916\u6211\u81ea\u5df1\u8fd8\u6709\u4e2a\u95ee\u9898\uff1a\u7ecf\u5e38\u91cd\u590d\u5199\u4e00\u4e9b\u63d0\u793a\u8bcd\u3002\u6bd4\u5982 UI \u4efb\u52a1\u4e0d\u8981\u53ea\u6539\u4ee3\u7801\u5c31\u8bf4\u5b8c\u6210\uff0c\u8981\u6253\u5f00\u771f\u5b9e\u9875\u9762\u3001\u70b9\u4e00\u4e0b\u529f\u80fd\u3001\u770b\u79fb\u52a8\u7aef\uff0c\u518d\u770b\u4e00\u773c console \u3002\u7c7b\u4f3c\u8fd9\u79cd\u5df2\u7ecf\u7b97\u6211\u7684\u4e2a\u4eba\u7ecf\u9a8c\u4e86\uff0c\u4f46\u6bcf\u6b21\u90fd\u8981\u91cd\u65b0\u8bb2\u3002</p>\n<p>\u6240\u4ee5\u6211\u505a\u4e86 OME\uff1a\u626b\u63cf\u590d\u76d8 -&gt; \u751f\u6210\u8349\u7a3f -&gt; \u4eba\u5ba1\u4e00\u904d -&gt; \u5f55\u5165\u7ecf\u9a8c\u5e93\u3002\u4e0b\u6b21\u9047\u5230\u7c7b\u4f3c\u573a\u666f\uff0c\u518d\u901a\u8fc7 hooks \u5c1d\u8bd5\u53ec\u56de\u76f8\u5173\u7ecf\u9a8c\u5361\u3002</p>\n<p>\u5b83\u4e0d\u66ff\u4ee3 <a href=\"http://AGENTS.md\" rel=\"nofollow\">AGENTS.md</a> / <a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a> \u3001skills \u3001memory \u6216 rules \u3002\u66f4\u50cf\u662f\u628a\u90a3\u4e9b\u201c\u592a\u5177\u4f53\uff0c\u4e0d\u9002\u5408\u5e38\u9a7b\uff1b\u4f46\u53c8\u592a\u6709\u7528\uff0c\u4e0d\u5e94\u8be5\u4e22\u201d\u7684\u7ecf\u9a8c\u5355\u72ec\u653e\u4e00\u5c42\u3002</p>\n<p>\u76ee\u524d\u6211\u81ea\u5df1\u4f7f\u7528\u6548\u679c\u4e0d\u9519</p>\n<p>Repo: <a href=\"https://github.com/rennzhang/oh-my-experience\" rel=\"nofollow\">https://github.com/rennzhang/oh-my-experience</a>\nDocs: <a href=\"https://oh-my-experience.pages.dev/\" rel=\"nofollow\">https://oh-my-experience.pages.dev/</a></p>\n"
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    {
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        "url": "https://www.v2ex.com/member/ixcode", 
        "name": "ixcode", 
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      "url": "https://www.v2ex.com/t/1220846", 
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      "date_published": "2026-06-16T07:53:48+00:00", 
      "title": "GLM-5.2 \u8fd8\u662f\u4e0d\u53ef\u7528\u7684\u72b6\u6001", 
      "id": "https://www.v2ex.com/t/1220846"
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    {
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        "url": "https://www.v2ex.com/member/lnbiuc", 
        "name": "lnbiuc", 
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      "url": "https://www.v2ex.com/t/1220505", 
      "title": "\u600e\u4e48\u8ba9\u8d35\u7684\u6a21\u578b\u6307\u6325\u4fbf\u5b9c\u7684\u6a21\u578b\u5e72\u6d3b", 
      "id": "https://www.v2ex.com/t/1220505", 
      "date_published": "2026-06-15T03:59:04+00:00", 
      "content_html": "<p>\u60f3\u8bd5\u4e0b codex \u6307\u6325 deepseek \u5e72\u6d3b</p>\n<p>\u5355\u7eaf\u7528 codex \u989d\u5ea6\u4e0d\u592a\u591f\uff0cdeepseek \u7b97\u662f\u4fe1\u4ef7\u6bd4\u6bd4\u8f83\u9ad8\u7684\u4e86\n\u95ee\u4e86\u4e0b AI \u8bf4\u662f codex \u901a\u8fc7 MCP \u8c03\u7528 deepseek \u5e72\u6d3b\n\u60f3\u95ee\u4e0b\u6709\u6ca1\u6709\u66f4\u597d\u7684\u65b9\u6848</p>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/Mmiracle110", 
        "name": "Mmiracle110", 
        "avatar": "https://cdn.v2ex.com/avatar/0730/6f9c/308818_large.png?m=1782956966"
      }, 
      "url": "https://www.v2ex.com/t/1220152", 
      "title": "GLM-5.2 \u5168\u91cf\u5f00\u653e\uff0c\u8d28\u8c31 GLM-5.2 \u6765\u4e86", 
      "id": "https://www.v2ex.com/t/1220152", 
      "date_published": "2026-06-13T07:19:23+00:00", 
      "content_html": "<p>\u5728 Fable 5 \u88ab\u7981\u7528\u7684\u65f6\u5019\uff0c\u8d28\u8c31 GLM-5.2 \u6765\u4e86\uff0c\u4e0d\u77e5\u9053\u4ec0\u4e48\u6c34\u51c6\uff0c\u4f46\u662f\u96be\u4e70\u662f\u4e00\u6d41\u6c34\u51c6\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/Ihj8rwt.png\"/></p>\n"
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        "name": "TopMuse", 
        "avatar": "https://cdn.v2ex.com/gravatar/c41b3feed30611be54acb99612bd7a69?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1220000", 
      "title": "\u516c\u53f8\u6709\u5f00 Claude \u5b98\u65b9\u7684\u8ba2\u9605\uff0c\u4f46\u60f3\u5728\u5bb6\u91cc\u4e5f\u80fd\u7528\u4e0a", 
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