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\n

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\n

seedream \u76f4\u63a5\u8fde\u4e2a\u5f02\u6b65\u7684\u63a5\u53e3\u90fd\u6ca1\u6709

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\"\"

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\u53d1\u73b0\u5361\u91cc\u5c11\u4e86 700 \u5757\uff0c\u4e00\u67e5\u8d26\u5355\u662f\u4eca\u5e74\u81ea\u52a8\u7eed\u8d39\u4e86\u3002

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\n

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\"ANTHROPIC_DEFAULT_SONNET_MODEL\"
\"ANTHROPIC_DEFAULT_HAIKU_MODEL\"
\"CLAUDE_CODE_SUBAGENT_MODEL\"

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github copilot \u505c\u6b62\u65b0\u589e\u8ba2\u9605

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\u7528 AI \u751f\u6210\u8ba1\u5212\uff0c\u5199\u4ee3\u7801\uff0c\u7528 claude-opus-4-6 \u534a\u5929\u70e7\u4e86\u56db\u5341\u591a\uff0c\u8fd9\u6837\u4e0b\u53bb\u625b\u4e0d\u4f4f\u3002

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\n

\u5404\u4f4d\u9ad8\u624b\u6709\u4ec0\u4e48\u5efa\u8bae\u6ca1\u6709\uff1f

\n" }, { "author": { "url": "https://www.v2ex.com/member/pengzhizhuo", "name": "pengzhizhuo", "avatar": "https://cdn.v2ex.com/avatar/1ce8/dda4/559637_large.png?m=1776737271" }, "url": "https://www.v2ex.com/t/1207379", "title": "\u963f\u91cc\u4e91\u767e\u70bc\u8fd9\u6ce2\u5f00\u59cb\u5272\u97ed\u83dc\u4e86\uff0c\u4e0b\u67b6 coding plan\uff0c\u6539\u5934\u6362\u9762 token plan", "id": "https://www.v2ex.com/t/1207379", "date_published": "2026-04-21T02:18:23+00:00", "content_html": "

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\n\n" }, { "author": { "url": "https://www.v2ex.com/member/xiangqiankan", "name": "xiangqiankan", "avatar": "https://cdn.v2ex.com/avatar/82be/05c6/674278_large.png?m=1706750043" }, "url": "https://www.v2ex.com/t/1207365", "title": "\u6700\u65b0\uff0c\u817e\u8baf\u4e91\u548c\u963f\u91cc\u4e91 coding plan \u8d2d\u4e70\u9875\u9762\u5747\u5df2\u4e0b\u67b6\uff0c\u6362\u6210\u4e86 token plan", "id": "https://www.v2ex.com/t/1207365", "date_published": "2026-04-21T01:47:36+00:00", "content_html": "

\u6027\u4ef7\u6bd4\u548c coding plan \u5bf9\u6bd4\uff0c\u662f\u819d\u76d6\u65a9

\n" }, { "author": { "url": "https://www.v2ex.com/member/sentinelK", "name": "sentinelK", "avatar": "https://cdn.v2ex.com/avatar/8d13/4c44/631792_large.png?m=1764746528" }, "url": "https://www.v2ex.com/t/1207361", "date_modified": "2026-04-21T01:46:18+00:00", "content_html": "\u5982\u679c\u60f3\u7528 oups \uff0c\u53ea\u80fd\u4f7f\u7528\u4e00\u4e2a\u6708 39 \u7f8e\u91d1\u7684 pro+\u3002

\u53e6\uff1aCopilot \u5df2\u7ecf\u53d6\u6d88\u4e86\u5e74\u4ed8\u4f18\u60e0\u3002\u76ee\u524d\u53ea\u6709\u6708\u4ed8\u3002
\u518d\u53e6\uff1aCopilot \u5df2\u7ecf\u505c\u6b62\u4e86\u65b0\u7528\u6237\u7684\u4ed8\u8d39\u3002\u76ee\u524d\u4ec5\u652f\u6301\u5347\u7ea7\u8ba2\u9605\u3002

https://github.blog/changelog/2026-04-20-changes-to-github-copilot-plans-for-individuals/", "date_published": "2026-04-21T01:43:27+00:00", "title": "Copilot pro \u79fb\u9664\u4e86 claude opus \u6a21\u578b\u7684\u4f7f\u7528\u6743\u9650", "id": "https://www.v2ex.com/t/1207361" }, { "author": { "url": "https://www.v2ex.com/member/ebushicao", "name": "ebushicao", "avatar": "https://cdn.v2ex.com/avatar/7bad/8a20/441003_large.png?m=1716075803" }, "url": "https://www.v2ex.com/t/1207351", "title": "\u963f\u91cc\u4e91 CodingPlan \u5f7b\u5e95\u6ca1\u4e86\uff0c\u65b0\u4e0a\u4e86 TokenPlan", "id": "https://www.v2ex.com/t/1207351", "date_published": "2026-04-21T01:35:42+00:00", "content_html": "

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\n

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\n" }, { "author": { "url": "https://www.v2ex.com/member/zhwguest", "name": "zhwguest", "avatar": "https://cdn.v2ex.com/avatar/b633/f688/433522_large.png?m=1685067457" }, "url": "https://www.v2ex.com/t/1207348", "title": "\u5927\u5bb6\u770b\u5230 antigravity \u90a3\u4e2a\u914d\u989d\u76d1\u89c6\u5668\u7684\u5e7f\u544a\u4e86\u6ca1\uff1f", "id": "https://www.v2ex.com/t/1207348", "date_published": "2026-04-21T01:22:14+00:00", "content_html": "" }, { "author": { "url": "https://www.v2ex.com/member/Croow", "name": "Croow", "avatar": "https://cdn.v2ex.com/avatar/a614/ce9b/722552_large.png?m=1765874652" }, "url": "https://www.v2ex.com/t/1207342", "date_modified": "2026-04-21T01:17:00+00:00", "content_html": "

op \u524d\u7aef\uff0c\u5411\u5f80\u5168\u6808\u65b9\u5411\u8d70\uff0c\u60f3\u77e5\u9053\u540e\u7aef\u9700\u8981\u54ea\u4e9b\u77e5\u8bc6\uff1f\u9664\u4e86\u8bed\u8a00\u548c sql \u5916\uff0c\u8fd8\u9700\u8981\u54ea\u4e9b\uff1f\u76ee\u524d\u6211\u60f3\u5230\u7684\u6709\u5982\u4e0b\uff1angix \u3001redis \u3001docker \u3001nacos \u7b49\u7b49\u3002

\n

ai \u65f6\u4ee3\u6280\u672f\u7684\u4ef7\u503c\u6ca1\u90a3\u4e48\u5927\u8fd9\u4e00\u70b9\u6211\u77e5\u9053\uff0c\u771f\u6b63\u9879\u76ee\u4e2d\u6700\u91cd\u8981\u7684\u70b9\u662f\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\uff0c\u4e5f\u5c31\u662f\u7ecf\u9a8c\u3002\u4f46\u662f\u6211\u73b0\u5728\u8111\u5b50\u91cc\u6ca1\u6709\u540e\u7aef\u90a3\u5957\u4f53\u7cfb\uff0c\u9047\u5230\u7684\u95ee\u9898\u662f\u4e00\u7247\u7a7a\u767d\uff0c\u6240\u4ee5\u60f3\u8bf7\u6559\u5404\u4f4d\u5927\u4f6c\uff0c\u6709\u54ea\u4e9b\u77e5\u8bc6\u662f\u53ef\u4ee5\u9884\u5148\u5b66\u4e60\u4e0b\u7684\u3002

\n", "date_published": "2026-04-21T01:07:30+00:00", "title": "\u771f\u5fc3\u53d1\u95ee\uff0c\u60f3\u5b66\u540e\u7aef\u9700\u8981\u5b66\u5565\uff1f", "id": "https://www.v2ex.com/t/1207342" }, { "author": { "url": "https://www.v2ex.com/member/r0kyle", "name": "r0kyle", "avatar": "https://cdn.v2ex.com/gravatar/d3f3ea4d1355a026a44270b5dcf5edeb?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207316", "title": "AI-Powered Log Analysis Tool - Pangu RCA", "id": "https://www.v2ex.com/t/1207316", "date_published": "2026-04-20T15:57:39+00:00", "content_html": "

Introduction

\n

In software development and system operations, log analysis has always been one of the biggest headaches for developers. Faced with massive amounts of log information, how can we quickly locate the root cause of problems? Traditional log analysis methods are often inefficient and require extensive manual investigation.

\n

Today, we introduce a powerful AI log analysis tool - Pangu RCA (RCA Agent Portal), which can intelligently analyze logs, quickly locate root causes, and provide professional repair suggestions.

\n

Tool Features

\n

\ud83e\udd16 AI Intelligent Analysis

\n

Pangu RCA is based on advanced AI technology and can:

\n\n

\ud83c\udf0d Multi-Language Support

\n

Supports log analysis for mainstream programming languages:

\n\n

\u26a1 Quick Location

\n\n

How to Use

\n
    \n
  1. Visit: https://www.pangulab.com
    2. \n
  2. Choose language (Chinese/English)
    3. \n
  3. Paste your application logs
    4. \n
  4. Click \"Start Analysis\"
    5. \n
  5. View AI-provided analysis results
    6. \n
\n

Applicable Scenarios

\n

Developer Debugging

\n
// Example: Java application error log\n2024-01-15 10:30:25 ERROR com.example.UserService - Database connection failed\njava.sql.SQLException: Connection timeout\n    at com.example.DatabaseManager.getConnection(DatabaseManager.java:45)\n
\n

AI Analysis Results:

\n\n

Operations Monitoring

\n

System logs, container logs, API call logs and various other scenarios, Pangu RCA can provide intelligent analysis.

\n

Technical Advantages

\n\n

Future Plans

\n

We plan to add more features in future versions:

\n\n

Conclusion

\n

Pangu RCA is changing the way developers handle logs, making log analysis intelligent and efficient. If you are a developer or operations personnel, why not try this powerful tool.

\n

Try Now: https://www.pangulab.com

\n
\n

For any questions or suggestions, please contact us via email: r00txxyyzz@gmail.com

\n" }, { "author": { "url": "https://www.v2ex.com/member/sw042", "name": "sw042", "avatar": "https://cdn.v2ex.com/avatar/4396/e9d2/100723_large.png?m=1501612539" }, "url": "https://www.v2ex.com/t/1207312", "title": "\u60f3\u81ea\u5df1\u5199\u4e00\u4e2a code agent \u73a9\u73a9\uff0c\u6709\u4ec0\u4e48\u5f00\u6e90\u9879\u76ee\u53ef\u4ee5\u53c2\u8003\u5417\uff1f", "id": "https://www.v2ex.com/t/1207312", "date_published": "2026-04-20T15:35:07+00:00", "content_html": "

\u60f3\u5b9a\u4e49\u597d\u5de5\u4f5c\u6d41\uff0c\u7136\u540e\u7528 subAgent \u6267\u884c\uff0c\u8fd8\u652f\u6301 skill \u6269\u5c55\uff0c\u76ee\u524d\u6709\u4ec0\u4e48\u5f00\u6e90\u9879\u76ee\u53ef\u4ee5\u53c2\u8003\u5417\uff1f

\n" }, { "author": { "url": "https://www.v2ex.com/member/xiangqiankan", "name": "xiangqiankan", "avatar": "https://cdn.v2ex.com/avatar/82be/05c6/674278_large.png?m=1706750043" }, "url": "https://www.v2ex.com/t/1207282", "date_modified": "2026-04-20T11:49:38+00:00", "content_html": "\u62b9\u9664\u4e86\u4ea7\u54c1\u9875\u9762\uff0c\u4eff\u4f5b\u4ece\u6765\u6ca1\u6709\u5b58\u5728\u8fc7
", "date_published": "2026-04-20T11:46:47+00:00", "title": "\u817e\u8baf\u4e91 Coding Plan \u4e0b\u67b6\u4e86", "id": "https://www.v2ex.com/t/1207282" }, { "author": { "url": "https://www.v2ex.com/member/cryzzchen", "name": "cryzzchen", "avatar": "https://cdn.v2ex.com/gravatar/d6b490a8389aa6700134e307f21d002a?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207281", "title": "\u73b0\u5728\u8fd8\u6709\u54ea\u4e00\u4e2a\u56fd\u4ea7 Coding Plan \u80fd\u4e70\u5230\u5417\uff1f", "id": "https://www.v2ex.com/t/1207281", "date_published": "2026-04-20T11:37:48+00:00", "content_html": "

\u5173\u6ce8\u4e86\u4e00\u5468\u7684 GLM \u548c \u963f\u91cc\u4e91\u7684 Coding Plan \u4e86\uff0c\u6839\u672c\u62a2\u4e0d\u5230\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/mytsing520", "name": "mytsing520", "avatar": "https://cdn.v2ex.com/avatar/9402/97cc/70827_large.png?m=1751608165" }, "url": "https://www.v2ex.com/t/1207278", "title": "106 \u884c\u4e1a\u77ed\u4fe1\u7b7e\u540d\u7533\u8bf7\u65b0\u89c4\u8303\u51fa\u53f0\uff0c 5 \u6708 1 \u65e5\u8d77\u751f\u6548", "id": "https://www.v2ex.com/t/1207278", "date_published": "2026-04-20T11:28:20+00:00", "content_html": "\u76f8\u5173\u4f9d\u636e\uff1a
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4.\u4ea7\u54c1\u7c7b\u7b7e\u540d\uff0c\u987b\u8865\u5145\u5bf9\u5e94\u4f01\u4e1a\u4fe1\u606f\uff0c\u5982\u201c\u653e\u5fc3\u501f\u201d\u987b\u66f4\u540d\u4e3a\u201c\u6296\u97f3\u653e\u5fc3\u501f\u201d\u201c\u5b57\u8282\u8df3\u52a8\u653e\u5fc3\u501f\u201d\u7b49\u3002
5.\u96c6\u56e2\u5171\u7528\u7b7e\u540d\uff0c\u5982\u540c\u4e00\u96c6\u56e2\u4e0b\u5c5e\u591a\u5bb6\u4f01\u4e1a\u5206\u522b\u7533\u8bf7\u7684\u7b7e\u540d\u5171\u7528\u540c\u4e00\u540d\u79f0\uff0c\u9700\u63d0\u4f9b\u6bcd\u516c\u53f8\u6216\u5546\u6807\u516c\u53f8\u52a0\u76d6\u516c\u7ae0\u7684\u6388\u6743\u6587\u4ef6\u3002" }, { "author": { "url": "https://www.v2ex.com/member/branddomains", "name": "branddomains", "avatar": "https://cdn.v2ex.com/gravatar/7221094f876e052f08f8402e13704c3e?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207273", "title": "\u6700\u8fd1\u4e0a\u7ebf\u4e86\u4e00\u4e2a\u5f00\u53d1\u4e86\u534a\u5e74\u7684 shopify SAAS", "id": "https://www.v2ex.com/t/1207273", "date_published": "2026-04-20T10:57:39+00:00", "content_html": "

\u5f00\u53d1\u5b8c\u4e86\uff0c\u73b0\u5728\u611f\u89c9\u63a8\u5e7f\u8fd8\u662f\u66f4\u56f0\u96be\u54c8\u3002\n\u76ee\u524d\u7684\u5355\u6708\u6210\u672c\u5dee\u4e0d\u591a 1k \u5200\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/cxd8190102", "name": "cxd8190102", "avatar": "https://cdn.v2ex.com/avatar/72b3/8622/3285_large.png?m=1775820080" }, "url": "https://www.v2ex.com/t/1207267", "title": "AI \u5c31\u50cf\u90a3\u6e23\u7537\u6e23\u5973\uff0c\u5e73\u65f6\u54c4\u7740\u4f60\u6e29\u67d4\u5c0f\u610f\uff0c\u5173\u952e\u65f6\u523b\u5c31\u5751\u4f60\u4e00\u6ce2\u5927\u7684", "id": "https://www.v2ex.com/t/1207267", "date_published": "2026-04-20T10:39:29+00:00", "content_html": "

\u7528\u4e45\u4e86 AI \u4e4b\u540e\u771f\u7684\u4f1a\u4ea7\u751f\u4f9d\u8d56\u6027\uff0c\u6162\u6162\u5730\u5c31\u61d2\u5f97\u52a8\u8111\u4e86\uff0c\u5f88\u591a\u4e8b\u60c5\u9996\u5148\u5c31\u662f\u95ee AI \u3002\uff08\u5927\u8111\u771f\u7684\u592a\u4f1a\u5077\u61d2\u4e86\uff09\u4f46\u662f\u7b49\u4f60\u771f\u7684\u4f9d\u8d56\u4e0a\u5b83\u7684\u65f6\u5019\uff0c\u5b83\u7684\u5e7b\u89c9\u5c3f\u6027\u5c31\u4f1a\u72e0\u72e0\u5730\u80cc\u523a\u4f60\uff0c\u7ed9\u4f60\u5ffd\u60a0\u4e00\u6ce2\u5927\u7684\u3002\u5173\u952e\u662f\u5b83\u8fd8\u4e00\u672c\u6b63\u7ecf\u7684\u80e1\u8bf4\u516b\u9053\uff0c\u8ba9\u4f60\u8f7b\u6613\u53d1\u73b0\u4e0d\u4e86\u3002

\n

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\n" }, { "author": { "url": "https://www.v2ex.com/member/imqiyue", "name": "imqiyue", "avatar": "https://cdn.v2ex.com/gravatar/d2b2cfbfc17cfe674130340f9ff91b79?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207225", "title": "\u5927\u5bb6\u5728\u5f00\u53d1\u667a\u80fd\u4f53\u65f6\uff0c\u90fd\u662f\u600e\u4e48\u5199\u7cfb\u7edf\u63d0\u793a\u8bcd\u7684\uff1f", "id": "https://www.v2ex.com/t/1207225", "date_published": "2026-04-20T08:38:33+00:00", "content_html": "

\u5728\u5c1d\u8bd5\u5f00\u53d1\u667a\u80fd\u4f53\uff0c\u7cfb\u7edf\u63d0\u793a\u8bcd\u65e0\u4ece\u4e0b\u624b\uff0c\u5927\u5bb6\u90fd\u662f\u7528\u4ec0\u4e48\u5de5\u5177\u8f85\u52a9\u7684\uff1f

\n" }, { "author": { "url": "https://www.v2ex.com/member/plane", "name": "plane", "avatar": "https://cdn.v2ex.com/avatar/e860/c0fc/200723_large.png?m=1764256758" }, "url": "https://www.v2ex.com/t/1207207", "title": "\u73b0\u5728\u5927\u6a21\u578b\u56fd\u5185\u5916\u76f4\u8fde\u8d8a\u6765\u8d8a\u96be\u4e70\u6216\u62fc\u8f66\u4e86\uff0c\u60f3\u8bd5\u8bd5\u4e2d\u8f6c\u7ad9\uff0c\u5927\u5bb6\u6709\u6ca1\u4ec0\u4e48\u63a8\u8350\u5440", "id": "https://www.v2ex.com/t/1207207", "date_published": "2026-04-20T07:40:02+00:00", "content_html": "

\u4e09\u4e2a\u6708\u524d\u8fd8\u80fd\u5728\u95f2\u9c7c\u62fc\u8f66\u4e00\u4e2a\u6708 30 \u7684\u6ee1\u8840 glm \uff0c\u540e\u9762\u6da8\u5230 70 \uff0c\u5230\u73b0\u5728\u76f4\u63a5\u5168\u6ca1\u4e86\u3002claude \u4e5f\u662f\uff0c\u4e00\u76f4\u5c01\u53f7\u3002\u4e4b\u524d\u4e00\u76f4\u4e0d\u559c\u6b22\u4e2d\u8f6c\u7684\uff0c\u4f46\u73b0\u5728\u4e5f\u4e0d\u5f97\u4e0d\u8003\u8651\u4e86\u3002\u5927\u5bb6\u6709\u597d\u7684\u63a8\u8350\u561b\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/putilaoha", "name": "putilaoha", "avatar": "https://cdn.v2ex.com/avatar/e8a1/19a6/537921_large.png?m=1773198901" }, "url": "https://www.v2ex.com/t/1207205", "date_modified": "2026-04-20T07:43:04+00:00", "content_html": "

\u4e0a\u6b21\u53d1\u4e86\u4e00\u7bc7\u804a Meows \u7684\u5f00\u53d1\u53d6\u820d\uff08V2EX \u539f\u5e16\uff09\uff0c\u6536\u5230\u4e86\u4e00\u4e9b\u53cd\u9988\u3002\u8fd9\u6bb5\u65f6\u95f4\u4e00\u76f4\u5728\u8fed\u4ee3\uff0c1.0.146 \u521a\u63a8\u5230 Play Store \u6ca1\u591a\u4e45\uff0c\u8d81\u70ed\u6765\u66f4\u65b0\u4e00\u4e0b\u8fdb\u5c55\u3002

\n

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\n

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\n

Linux \u547d\u4ee4\u624b\u518c\uff0c240 \u4e2a\u547d\u4ee4\uff0c\u6309\u5206\u7c7b\u6574\u7406\uff0c\u641c\u4e00\u4e0b\u5c31\u51fa\u6765\uff0c\u9009\u9879\u548c\u793a\u4f8b\u90fd\u6709\u3002

\n

\"Linux

\n

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\n

\"\u7f16\u7a0b\u624b\u518c\"

\n

\u4e24\u4efd\u624b\u518c\u52a0\u8d77\u6765 4000 \u591a\u6761\u5b57\u7b26\u4e32\uff0c\u505a\u4e86\u4e2d\u82f1\u65e5\u97e9\u7e41\u4f53 5 \u8bed\u8a00\uff0c\u5168\u8d70 stringResource \uff0c\u4e0d\u8054\u7f51\u4e0d\u7528\u6570\u636e\u5e93\u3002

\n

\u52a0\u4e86\u4e00\u4e9b\u8fd0\u7ef4\u5c0f\u5de5\u5177

\n

chmod \u6743\u9650\u8ba1\u7b97\u3001cron \u8868\u8fbe\u5f0f\u751f\u6210\u3001\u5b50\u7f51\u8ba1\u7b97\u3001\u5bc6\u7801\u751f\u6210\u3001\u6b63\u5219\u5339\u914d\u3001\u65f6\u95f4\u6233\u8f6c\u6362\uff0c\u90fd\u662f\u90a3\u79cd\u8981\u7528\u7684\u65f6\u5019\u53bb Google \u4e0d\u5982\u76f4\u63a5\u7b97\u7684\u4e1c\u897f\u3002

\n

\"\u6743\u9650\u8ba1\u7b97\"

\n

\"Cron

\n

\"\u5b50\u7f51\u8ba1\u7b97\"

\n

\"\u5bc6\u7801\u751f\u6210\"

\n

\"\u6b63\u5219\u5339\u914d\"

\n

\"\u65f6\u95f4\u6233\u8f6c\u6362\"

\n

\u6bcf\u4e2a\u5de5\u5177\u5e95\u4e0b\u9644\u4e86 Shell \u5199\u6cd5\uff0c\u6bd5\u7adf\u6709\u7ec8\u7aef\u7684\u65f6\u5019\u8fd8\u662f\u547d\u4ee4\u884c\u66f4\u5feb\u3002

\n

\u5728\u505a\u7684

\n

SSH \u96a7\u9053\u548c\u8fdb\u5236\u8f6c\u6362\u3002\u96a7\u9053\u672c\u5730\u548c\u8fdc\u7a0b\u8f6c\u53d1\u90fd\u8dd1\u901a\u4e86\uff0c\u8fd8\u5728\u78e8 UI \u7ec6\u8282\u3002\u8fdb\u5236\u8f6c\u6362\u505a\u4e86\u4e2a\u7c7b\u4f3c Windows \u8ba1\u7b97\u5668\u7a0b\u5e8f\u5458\u6a21\u5f0f\u7684 bit \u4f4d\u5207\u6362\u9762\u677f\uff0c64 \u4e2a\u4f4d\u53ef\u4ee5\u9010\u4e2a\u70b9\u51fb\u7ffb\u8f6c\uff0c\u56db\u79cd\u8fdb\u5236\u5b9e\u65f6\u8054\u52a8\u3002

\n
\n

$4.99 \u4e70\u65ad\uff0c\u4e0d\u8ba2\u9605\u4e0d\u5185\u8d2d\u3002Google Play \u641c Meows \u3002

\n

https://play.google.com/store/apps/details?id=com.meows.android

\n

\u4e0a\u67b6\u5730\u533a\uff1a\u65e5\u672c\u3001\u7f8e\u56fd\u3001\u65b0\u52a0\u5761\u3001\u97e9\u56fd\u3001\u9999\u6e2f\u3001\u53f0\u6e7e\u3001\u82f1\u56fd\u3001\u52a0\u62ff\u5927\u3001\u6fb3\u95e8\u3001\u9a6c\u6765\u897f\u4e9a\u3001\u51b0\u5c9b\u3002Android 14+\uff0c\u652f\u6301\u4e2d\u82f1\u65e5\u97e9\u3002

\n

\u6709\u95ee\u9898\u7ee7\u7eed\u56de\u5e16\u3002

\n", "date_published": "2026-04-20T07:38:15+00:00", "title": "\u4e00\u4e2a\u4eba\u5199\u4e86\u5927\u534a\u5e74 Android App\uff0c\u804a\u804a\u8fc7\u7a0b\u4e2d\u7684\u4e00\u4e9b\u53d6\u820d\uff0c\u7b2c\u4e8c\u7bc7", "id": "https://www.v2ex.com/t/1207205" }, { "author": { "url": "https://www.v2ex.com/member/mike163", "name": "mike163", "avatar": "https://cdn.v2ex.com/gravatar/0a2b3422b71a5f075c8babf858d65e83?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207163", "title": "\u667a\u8c31 coding plan \u7684\u4f7f\u7528 token \u9650\u5236\u662f\u591a\u5c11\uff1f", "id": "https://www.v2ex.com/t/1207163", "date_published": "2026-04-20T05:58:42+00:00", "content_html": "

\u53bb\u5e74 12 \u6708\u4e70\u4e86\u667a\u8c31\u7684 coding plan \uff0clite.\uff0c\u4e00\u76f4\u6ca1\u600e\u4e48\u7528\u30024 \u6708\u4efd\u667a\u8c31\u8bf4 lite \u7528\u6237\u53ef\u4ee5\u7528 glm 5.1 \u4e86\uff0c\u7528\u4e86\u4e00\u4e0b\u611f\u89c9\u4e0d\u9519\u3002

\n

\u7ed3\u679c\u53ef\u80fd\u662f\u7528\u7684\u592a\u731b\uff0c\u5df2\u7ecf\u88ab\u5c01\u4e86 2 \u6b21\u4e86\uff0c\u8bf4\u662f\u68c0\u6d4b\u591a\u4eba\u4f7f\u7528\uff0c\u4f46\u80af\u5b9a\u53ea\u6709\u6211\u4e00\u4e2a\u4eba\u7528\u3002

\n

\u7b2c\u4e00\u6b21\u89e3\u5c01\u540e\uff0c\u964d\u4f4e\u4e86\u4f7f\u7528\u9891\u6b21\uff0c\u7ed3\u679c\u4eca\u5929\u53c8\u88ab\u5c01\u4e86 30 \u5929\u3002

\n

\u4e2a\u4eba\u611f\u89c9\u662f\u4f7f\u7528\u91cf\u592a\u5927\uff0c\u89e6\u53d1\u7b97\u6cd5\u4e86\u3002

\n

\u6709\u4eba\u77e5\u9053\u4e0d\u540c coding plan \u5927\u6982\u591a\u5c11 token \u4f7f\u7528\u91cf\uff0c\u7b97\u5408\u7406\u4f7f\u7528\u5417\uff1f\u73b0\u5728\u667a\u8c31\u6ca1\u6709\u516c\u5e03 token \u9650\u5236\uff0c\u53ea\u6709\u6d88\u606f\u8bf7\u6c42\u9650\u5236\uff0c\u4f46\u8bf7\u6c42\u6b21\u6570\u8fdc\u8fdc\u6ca1\u5230\u9650\u5236\u3002

\n

\u5e0c\u671b\u667a\u8c31\u80fd\u591f\u516c\u5e03\u4e0d\u540c coding plan \u7684 token \u4f7f\u7528\u91cf\u9650\u5236\uff0c\u8fd9\u6837\u7528\u6237\u4f7f\u7528\u91cf\u5927\uff0c\u81ea\u5df1\u53ef\u4ee5\u5347\u7ea7\u5957\u9910\u3002\u73b0\u5728\u4e0d\u516c\u5e03\uff0c\u5347\u7ea7\u5957\u9910\u4e5f\u4e0d\u77e5\u9053\u4f1a\u4e0d\u4f1a\u7ee7\u7eed\u5c01\uff1f

\n" }, { "author": { "url": "https://www.v2ex.com/member/hnbcinfo", "name": "hnbcinfo", "avatar": "https://cdn.v2ex.com/avatar/7631/1c3a/209998_large.png?m=1678714172" }, "url": "https://www.v2ex.com/t/1207157", "title": "cli-proxy-api + \u4e2d\u8f6c\u7ad9\u9886\u7684\u9e21\u86cb = \u5927\u6a21\u578b\u514d\u8d39\u7528\u662f\u5426\u53ef\u884c\uff1f", "id": "https://www.v2ex.com/t/1207157", "date_published": "2026-04-20T05:32:05+00:00", "content_html": "\u6700\u8fd1\u4e2d\u8f6c\u7ad9\u7206\u53d1\uff0c\u5929\u5929\u4e00\u5806\u65b0\u5f00\u7684\u7ad9\uff0c\u57fa\u672c\u90fd\u80fd\u6ce8\u518c\u514d\u8d39\u9001\u4e9b\u989d\u5ea6\u3002

\u90a3\u6211\u642d\u5efa\u4e00\u4e2a CPA \u670d\u52a1\uff0c\u914d\u7f6e\u4e0a\u4e2d\u8f6c\u7ad9\u9886\u53d6\u7684 api \u548c key \u3002
\u518d\u641e\u4e00\u4e2a\u76d1\u63a7\u670d\u52a1\uff08\u6211\u8bb0\u5f97 V \u7ad9\u6709\u4eba\u53d1\u8fc7\u8fd9\u7c7b\u5de5\u5177\uff09\uff0c\u76ef\u7740 V \u7ad9\u6216\u5176\u4ed6\u8bba\u575b\u5e16\u5b50\uff0c\u6709\u9e21\u86cb\u53ef\u9886\u53d6\u5c31\u63d0\u9192\u3002\u5c82\u4e0d\u662f\u53ef\u4ee5\u5929\u5929\u9886\u9e21\u86cb\uff0c\u5927\u6a21\u578b\u5929\u5929\u514d\u8d39\u7528\uff0c\u6211\u89c9\u5f97\u8fd8\u662f\u53ef\u884c\u7684\u3002

\u5982\u679c\u5728\u5b9e\u73b0\u81ea\u52a8\u6ce8\u518c\uff0c\u81ea\u52a8\u9886\u9e21\u86cb\uff0c\u81ea\u52a8\u914d\u7f6e CPA \uff0c\u5c31\u66f4\u597d\u4e86\uff0c\u5404\u4f4d\u5927\u4f6c\u89c9\u5f97\u6709\u6ca1\u6709\u641e\u5934\uff1f" }, { "author": { "url": "https://www.v2ex.com/member/suguss", "name": "suguss", "avatar": "https://cdn.v2ex.com/gravatar/e49eb13b341fe4ee5add3daa0fe57cad?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207156", "title": "gpt coding plan \u4e00\u5929\u8bd5\u7528\uff08GPT 5.3codex \u548c gpt 5.4\uff09", "id": "https://www.v2ex.com/t/1207156", "date_published": "2026-04-20T05:22:24+00:00", "content_html": "

\u6700\u8fd1 ai coding \u7684\u65f6\u5019\u7528\u5b98\u65b9\u6a21\u578b\u7684\u4ef7\u683c\u625b\u4e0d\u4f4f\u4e86\uff0c\u4e2d\u8f6c\u7ad9\u53c8\u4e0d\u7a33\u5b9a

\n

\u7d22\u6027\u81ea\u5df1\u5efa\u4e86\u4e00\u4e2a\u72ec\u4eab\u7684 GPT coding plan \uff0c\u80fd\u7528 GPT 5.3codex \u548c gpt 5.4 \u6a21\u578b\uff0c\u63a5\u5165 claude code \u548c codex \u7b49\u7f16\u7801\u5de5\u5177

\n

\u81ea\u5df1\u7528\u4e0b\u6765\u4f53\u9a8c\u5f88\u4e0d\u9519

\n

\u73b0\u5728\u9080\u8bf7 AI Coding \u7684\u670b\u53cb\u4eec\uff0c\u6765\u4f53\u9a8c\u4e0b gpt coding plan \u7684\u5185\u6d4b\u7528\u6237\uff0c\u63d0\u4f9b 1 \u5929\u72ec\u4eab\u8d26\u53f7\u8bd5\u7528\uff08\u53ef\u4ee5\u7528\u6765\u5199\u4ee3\u7801\uff0c\u4e0d\u9650\u5236\u989d\u5ea6\uff09

\n

\u5e0c\u671b\u4f60\u8bd5\u7528\u4e4b\u540e\uff0c\u80fd\u7ed9\u6211\u4e00\u4e9b\u4f7f\u7528\u5efa\u8bae

\n

\u9700\u8981\u7684\u8bc4\u8bba\u533a\u8bf4\u5c31\u884c~

\n

\u4e0d\u6d89\u53ca\u4efb\u4f55\u4ea4\u6613\uff0c\u7eaf\u5206\u4eab\u4ea4\u6d41

\n" }, { "author": { "url": "https://www.v2ex.com/member/wangjifeng", "name": "wangjifeng", "avatar": "https://cdn.v2ex.com/gravatar/24e3666c61671a8d7c4b7650dfe79304?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207141", "title": "\u5927\u5bb6\u7528 AI \u662f\u8ba2\u9605\u5236\u591a\u8fd8\u662f API \u6309\u91cf\u4ed8\u8d39\u591a\uff1f", "id": "https://www.v2ex.com/t/1207141", "date_published": "2026-04-20T04:20:24+00:00", "content_html": "

\u60f3\u95ee\u95ee\u5927\u5bb6\uff1a

\n
1. \u4e3b\u529b\u7528\u8ba2\u9605\u8fd8\u662f API \uff1f\n2. \u5982\u679c\u4e24\u79cd\u90fd\u7528\uff0c\u600e\u4e48\u5206\u914d\u7684\uff1f\n3. \u6709\u6ca1\u6709\u7b97\u8fc7\u54ea\u79cd\u66f4\u5212\u7b97\uff1f\n
\n" }, { "author": { "url": "https://www.v2ex.com/member/fmfsaisai", "name": "fmfsaisai", "avatar": "https://cdn.v2ex.com/avatar/5bce/843d/1928_large.png?m=1770366470" }, "url": "https://www.v2ex.com/t/1207128", "title": "Tellis v0.5.0 beta \u7248\u672c\u6d4b\u8bd5\uff01", "id": "https://www.v2ex.com/t/1207128", "date_published": "2026-04-20T03:38:00+00:00", "content_html": "

\u5386\u65f6\u591a\u4e2a\u8fed\u4ee3\u4e4b\u540e\uff0cTrellis v0.5.0 \u7b2c\u4e00\u4e2a\u53ef\u7528 beta \u6b63\u5f0f\u4e0a\u7ebf\uff01\u8fd9\u662f 0.4.0 GA \u4ee5\u6765\u6700\u5927\u7684\u4e00\u6b21\u67b6\u6784\u6362\u8840\uff0c\u671f\u5f85\u5927\u5bb6\u4e0a\u624b\u8bd5\u8bd5\u5e76\u53cd\u9988\u95ee\u9898\uff01

\n

\u5b89\u88c5\uff1a

\n
npm install -g @mindfoldhq/trellis@beta\n
\n

\u4ece 0.4.x \u5347\u7ea7\uff1a

\n
trellis update --migrate\n
\n

\uff08--migrate \u8fd9\u6b21\u5fc5\u987b\u52a0\uff0c\u8be6\u89c1\u4e0b\u6587\"\u5f3a\u5236\u8fc1\u79fb\"\uff09

\n

1. Skill-first \u67b6\u6784

\n

/start /continue /finish-work \u4ee5\u5916\u7684\u6240\u6709 Trellis \u547d\u4ee4\u90fd\u53d8\u6210 auto-triggered skill \u2014\u2014 AI \u770b\u5230\u5408\u9002\u7684\u4e0a\u4e0b\u6587\u4f1a\u81ea\u5df1\u6fc0\u6d3b\uff0c\u4e0d\u7528\u4f60\u6572 /trellis:before-dev\uff08\u53e6\u5916 skill \u672c\u8eab\u4e5f\u662f\u53ef\u4ee5\u7531\u7528\u6237\u4e3b\u52a8\u5524\u8d77\u89e6\u53d1\u7684\uff0c\u6240\u4ee5\u66f4\u559c\u6b22\u4e3b\u52a8\u638c\u63a7\u8282\u594f\u547d\u4ee4\u7684\u7528\u6237\u4ecd\u65e7\u53ef\u4ee5\u7ee7\u7eed\u4f7f\u7528\u539f\u6709\u6d41\u7a0b\uff09\u30025 \u4e2a\u547d\u4ee4\u5b8c\u6210\u8f6c\u6362\uff1a

\n\n

\u6bcf\u4e2a\u5e73\u53f0\u4e0b\uff0c\u5bf9\u5e94\u4f4d\u7f6e\u4ece commands/<name>.md \u8fc1\u79fb\u5230 skills/trellis-<name>/SKILL.md\u3002\u5347\u7ea7\u65f6\u6709 65 \u6761 rename migration \u81ea\u52a8\u5904\u7406\uff0c\u7528\u6237\u672c\u5730\u6539\u8fc7\u7684\u6587\u4ef6\u4f1a\u5728 confirm prompt \u91cc\u8ba9\u4f60\u9009\u3002

\n

\u540c\u65f6\u6240\u6709\u5e73\u53f0\u7684\u547d\u4ee4\u548c skill \u6a21\u677f\u5408\u5e76\u5230\u5355\u4e00\u6e90 packages/cli/src/templates/common/\uff08 3 \u4e2a\u547d\u4ee4 + 5 \u4e2a skill \uff09\u2014\u2014 \u4ee5\u524d \"A \u5e73\u53f0\u66f4\u65b0\u4e86 B \u5e73\u53f0\u6ca1\u8ddf\u4e0a\" \u7684\u6f02\u79fb\u95ee\u9898\u4e00\u6b21\u6027\u6d88\u9664\u3002

\n

2. 7 \u4e2a\u5e73\u53f0\u5347\u7ea7\u5230 agent-capable

\n

Qoder / CodeBuddy / Factory Droid / Cursor / Gemini CLI / Kiro / GitHub Copilot \u4ece \"\u4ec5\u547d\u4ee4\" \u5347\u7ea7\u5230\u5b8c\u6574\u7684 agent-capable\uff1a

\n\n
\n

\u540c\u65f6\u6211\u4eec\u79fb\u9664\u4e86\u5bf9 iflow \u7684\u652f\u6301\uff08\u60b2\uff09

\n
\n

3. Workflow enforcement v2\uff1a\u6bcf\u8f6e\u9762\u5305\u5c51

\n

\u65b0\u589e inject-workflow-state.py \u5171\u4eab hook \uff0c\u6bcf\u6b21\u4f60\u53d1\u6d88\u606f\u89e6\u53d1\u4e00\u6b21\uff08 8 \u4e2a\u5e73\u53f0\u7684 UserPromptSubmit\uff1b OpenCode \u8d70 Bun plugin \u7684 chat.message\uff09\u3002\u4f1a\u6ce8\u5165\u4e00\u4e2a ~200 \u5b57\u8282\u7684 <workflow-state> \u5757\uff0c\u6839\u636e\u5f53\u524d\u4efb\u52a1\u7684 status \u63d0\u793a AI \u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\uff0c\u5e2e AI \u66f4\u7a33\u5730\u8d70\u5b8c plan \u2192 execute \u2192 finish \u4e09\u9636\u6bb5\u3002

\n

\u9762\u5305\u5c51\u5185\u5bb9\u6765\u81ea workflow.md \u91cc\u7684 [workflow-state:STATUS] \u6807\u7b7e\u5757 \u2014\u2014 fork \u5de5\u4f5c\u6d41\u7684\u7528\u6237\u53ea\u9700\u6539\u4e00\u4e2a markdown \u6587\u4ef6\uff0c\u4e0d\u7528\u78b0 hook Python \u4ee3\u7801\u3002

\n

4. Sub-agent \u4e0a\u4e0b\u6587\u6ce8\u5165\uff1aclass-1 hook vs class-2 pull-based

\n

Codex / Copilot / Gemini / Qoder \uff08 class-2 \uff09\u65e0\u6cd5\u53ef\u9760\u5730\u901a\u8fc7 hook \u6539\u5199 sub-agent prompt \uff08\u4e0a\u6e38 bug \u6216\u67b6\u6784\u9650\u5236\uff09\u3002\u8fd9 4 \u4e2a\u5e73\u53f0\u6539\u8d70 pull-based prelude \u2014\u2014 sub-agent \u5b9a\u4e49\u7684\u6700\u524d\u9762\u52a0\u4e00\u6bb5\u6307\u4ee4\uff0c\u8ba9 sub-agent \u5728\u7b2c\u4e00\u8f6e\u81ea\u5df1 Read .current-task + prd.md + implement.jsonl\u3002

\n

Class-1 \u5e73\u53f0\uff08 Claude / Cursor / OpenCode / Kiro / CodeBuddy / Droid \uff09\u7ee7\u7eed\u8d70 hook \u63a8\u9001\u6ce8\u5165\u3002\u4e24\u79cd\u8def\u5f84\u90fd\u5728\u5171\u4eab\u57fa\u7840\u8bbe\u65bd\u91cc\uff0c\u4ee5\u540e\u65b0\u52a0\u5e73\u53f0\u6311\u4e00\u79cd\u5c31\u80fd\u7528\u3002

\n

5. workflow.md\uff1a\u552f\u4e00\u7684\u5de5\u4f5c\u6d41 SoT

\n

\u8fd9\u6b21 0.5.0 \u6700\u6838\u5fc3\u7684\u91cd\u6784 \u2014\u2014 \u628a\"Trellis \u7684\u5de5\u4f5c\u6d41\u5b9a\u4e49\"\u6536\u655b\u5230 .trellis/workflow.md \u4e00\u4e2a markdown \u6587\u4ef6\u3002

\n

\u4e4b\u524d\u5de5\u4f5c\u6d41\u884c\u4e3a\u5206\u6563\u5728\u4e09\u5904\uff1ahook Python \u811a\u672c\u91cc\u786c\u7f16\u7801\u5206\u652f\u3001configurator TypeScript \u91cc\u7684\u6a21\u677f\u751f\u6210\u3001\u547d\u4ee4 markdown \u91cc\u7684\u5206\u6b65\u6307\u4ee4\u3002\u60f3 fork \u4e00\u4efd\"\u6211\u81ea\u5df1\u7684\u5de5\u4f5c\u6d41\"\u5f97\u540c\u65f6\u6539\u4e09\u5904\u624d\u80fd\u81ea\u6d3d\u3002

\n

\u73b0\u5728 workflow.md \u662f\u5355\u4e00\u4e8b\u5b9e\u6e90\uff08 single source of truth \uff09\uff1a

\n\n

Fork \u5de5\u4f5c\u6d41 = \u6539\u4e00\u4e2a markdown \u6587\u4ef6\u3002\u4e0d\u7528\u78b0 Python \u3001\u4e0d\u7528\u6539 hook \u3001\u4e0d\u7528\u91cd\u53d1\u5305\u3002\u81ea\u5df1\u56e2\u961f\u60f3\u8981\"\u591a\u4e00\u4e2a review phase\"\u3001\"\u628a plan \u62c6\u6210 A/B \u4e24\u6761\u5206\u652f\"\u3001\"\u52a0\u4e00\u4e2a [workflow-state:blocked] \u72b6\u6001\"\uff1f\u5168\u5728 workflow.md \u91cc\u6539\u3002

\n

workflow.md \u672c\u4f53\u4e5f\u7626\u8eab\u4e86\uff08 17 KB \u2192 14 KB \uff09\uff1a\u53bb\u6389\u91cd\u590d\u6bb5\u3001task.py \u547d\u4ee4\u8868\u4ece 5 \u6761\u6269\u5230 16 \u6761\u5e76\u52a0\u4e86 --help \u6307\u5f15\u3002

\n

\u540c\u65f6\u6211\u4eec\u5f15\u5165 /continue \u547d\u4ee4\uff0c\u914d\u5408\u4e0a\u9762\u7684 workflow.md SoT + SessionStart \u6ce8\u5165\u5f62\u6210\u5b8c\u6574\u95ed\u73af\u3002\n\u8ba9 ai \u83b7\u53d6\u5230\u5f53\u524d\u7684\u5de5\u4f5c\u6d41\u8fdb\u5165\u5230\u54ea\u4e00\u6b65\uff0c\u4ee5\u53ca\u4e0b\u4e00\u6b65\u9700\u8981\u5e72\u4ec0\u4e48\uff08\u6bd4\u5982\u4e0b\u4e00\u6b65\u5e94\u8be5 before-dev \u8fd8\u662f check \u8fd8\u662f update-spec \uff09\uff0c\u901a\u8fc7\u8fd9\u4e2a\u673a\u5236\u4e5f\u53ef\u4ee5\u8ba9 ai \u66f4\u597d\u7684\u8fdb\u5165 brainstorm \u6216\u8005\u662f\u521b\u5efa task \u7684\u6d41\u7a0b\uff0c\u907f\u514d\u4e4b\u524d\u7684 ai \u8df3\u6b65\u9aa4\u7684\u60c5\u51b5\uff08\u540c\u65f6\u56e0\u4e3a\u53ea\u7ef4\u62a4\u552f\u4e00\u7684 workflow \u7684 source of truth \uff0c\u4e5f\u66f4\u65b9\u4fbf\u5927\u5bb6\u9b54\u6539\u4e8c\u5f00\u6d41\u7a0b\uff0c\u4e0d\u7528\u8d39\u52b2\u53bb\u5404\u4e2a\u5730\u65b9\u4fee\u6539\u811a\u672c\uff0c\u6587\u6863\uff09

\n

6. SessionStart payload \u91cd\u6784\uff1astep \u7ea7 how-to \u76f4\u63a5\u524d\u7f6e

\n

\u6bcf\u6b21\u5f00\u65b0 session \uff0cAI \u8bfb\u53d6\u7684 SessionStart \u5757\u4ece 2.7 KB \uff08\u53ea\u6709 TOC + Phase Index \uff09\u5347\u7ea7\u5230 9.5 KB \uff08\u5185\u8054 Phase 1/2/3 \u6bcf\u4e2a step \u7684\u5b8c\u6574 how-to \uff09\u3002\u6548\u679c\uff1a

\n\n

\u52a0\u4e0a\u6bcf\u8f6e\u9762\u5305\u5c51 hook \uff08\u6bcf\u4e2a\u7528\u6237\u6d88\u606f\u6ce8\u5165 <workflow-state> \u5757\uff09\uff0cAI \u6574\u4e2a session \u7684\"\u5f53\u524d\u8be5\u505a\u4ec0\u4e48\"\u611f\u77e5\u6210\u672c\u964d\u5230\u51e0\u4e4e 0 \u3002

\n

7. /record-session \u88ab /finish-work \u5438\u6536

\n

/trellis:record-session \u547d\u4ee4\u79fb\u9664\u4e86\u3002\u5b83\u539f\u672c\u552f\u4e00\u7684\u804c\u8d23\uff08\u5199 session journal \uff09\u73b0\u5728\u662f /trellis:finish-work \u7684 Step 3 \uff0cfinish-work \u540c\u65f6\u8986\u76d6 Quality Gate \u548c Commit \u63d0\u9192\u3002\u5982\u679c\u4f60\u7684 alias \u6216\u811a\u672c\u5f15\u7528\u4e86 record-session\uff0c\u8bf7\u6539\u6210 finish-work\u3002

\n

8. \u5f3a\u5236\u8fc1\u79fb gate \uff08--migrate \u5fc5\u52a0\uff09

\n

\u8fd9\u662f breaking release \uff0c\u4ece 0.4.x \u5347\u7ea7\u65f6 trellis update \u4f1a exit 1 \u660e\u786e\u8981\u6c42\u4f60\u52a0 --migrate\uff1a

\n
\u2716 MIGRATION REQUIRED  Breaking changes between 0.4.0 \u2192 0.5.0-beta.3 require --migrate.\n  Run: trellis update --migrate\n
\n

\u4e4b\u524d\u7684\u884c\u4e3a\u662f\u5b89\u9759\u8df3\u8fc7 rename/delete \u6761\u76ee\u4f46\u4ecd\u7136\u63a8\u8fdb .version \u6233\uff0c\u7559\u4e0b\"\u534a\u8fc1\u79fb\"\u72b6\u6001\uff08\u8001\u8def\u5f84\u548c\u65b0\u6a21\u677f\u5e76\u5b58\uff09\u3002\u65b0 gate \u907f\u514d\u8fd9\u79cd\u5751\u3002

\n

--dry-run \u4f1a\u7ed5\u8fc7 gate \uff0c\u4f60\u53ef\u4ee5\u5148 trellis update --migrate --dry-run \u9884\u89c8\u3002

\n

8.1 config.yaml \u91cc\u7684 update.skip \u81ea\u52a8 bypass \uff08\u53ea\u6709 breaking change \u65f6\u4f1a\u8fd9\u6837\uff09

\n

\u5982\u679c\u4f60\u5728 .trellis/config.yaml \u914d\u4e86 update.skip\uff08\u6bd4\u5982\u4fdd\u62a4 .claude/commands/\uff09\uff0c\u4e4b\u524d\u5347 breaking release \u4f1a\u5361\u5728\u534a\u8fc1\u79fb\u72b6\u6001 \u2014\u2014 \u8001\u547d\u4ee4\u7559\u7740\u3001\u65b0\u547d\u4ee4\u4e0d\u6765\u3002\u73b0\u5728 gate \u89e6\u53d1\u65f6 update.skip \u4f1a\u5bf9\u4e09\u7c7b\u64cd\u4f5c\u5168\u90e8 bypass\uff1a

\n\n

\u672c\u5730\u6539\u8fc7\u7684\u6587\u4ef6\u4ecd\u7531 \"Modified by you\" confirm prompt \u4fdd\u62a4\uff0c\u4e0d\u4f1a\u7c97\u66b4\u8986\u76d6\u3002\u9876\u90e8\u4f1a\u6709 \u26a0 \u9ec4\u8272\u63d0\u793a\u5217\u51fa bypass \u7684\u6587\u4ef6\u3002

\n

9. \u5927\u89c4\u6a21\u6e05\u7406\uff08 126 \u6761 safe-file-delete + 12 \u989d\u5916\uff09

\n

\u8fd9\u7248\u672c\u79fb\u9664\u4e86\u56db\u7c7b\"\u5df2\u6709\u66f4\u597d\u66ff\u4ee3\"\u7684\u8001\u529f\u80fd\uff1a

\n\n

\u6240\u6709\u6e05\u7406\u90fd hash \u6821\u9a8c\uff1a\u672c\u5730\u6539\u8fc7\u7684\u6587\u4ef6\u5c31\u4fdd\u7559 + \u8b66\u544a\uff1b\u53ea\u6709\u539f\u7248 Trellis \u5199\u5165\u7684\u6587\u4ef6\u4f1a\u88ab\u6e05\u3002

\n

10. \u5176\u4ed6\u503c\u5f97\u4e00\u63d0\u7684\u6539\u8fdb

\n\n

v0.5.0 GA \u7684\u65f6\u95f4\u7ebf\u9884\u8ba1\u770b beta \u7a33\u5b9a\u6027\u51b3\u5b9a \u2014\u2014 \u5927\u7684\u67b6\u6784\u6539\u52a8\u90fd\u5728 beta.0 / beta.3 \u843d\u5730\u4e86\uff0c\u540e\u7eed beta \u5e94\u8be5\u4e3b\u8981\u8dd1 bug \u4fee\u590d\u3002

\n

11. \u540e\u7eed roadmap

\n\n

repo: https://github.com/mindfold-ai/Trellis\ndoc: https://docs.trytrellis.app/zh

\n" }, { "author": { "url": "https://www.v2ex.com/member/DeepSIeep", "name": "DeepSIeep", "avatar": "https://cdn.v2ex.com/avatar/142d/6dc1/758918_large.png?m=1774259572" }, "url": "https://www.v2ex.com/t/1207127", "title": "\u6211\u7528 AI \u5199\u4e86\u4e00\u4e2a\u6e38\u620f\uff0c\u6211\u53d1\u73b0\u6211\u4e0d\u60f3\u770b\u4ee3\u7801\uff0c\u4e5f\u770b\u4e0d\u61c2\u4ee3\u7801\u4e86", "id": "https://www.v2ex.com/t/1207127", "date_published": "2026-04-20T03:35:16+00:00", "content_html": "\u6700\u8fd1\u5199\u4e86\u4e00\u6ce2\u4ee3\u7801\uff0c\u5f88\u5feb\uff0c\u901f\u6210\u4e00\u4e2a\u6e38\u620f\uff08 Demo \uff09\uff0c\u5230\u4e86\u540e\u671f\u4f18\u5316\u57fa\u5e95\u6bb5\uff0cAI \u4f18\u5316\u7684\u6709\u70b9\u5403\u529b\uff0c\u6211\u51c6\u5907\u5206\u6a21\u5757\u4f18\u5316\uff0c\u5927\u70b9\u8fdb\u6e90\u4ee3\u7801\uff0c\u6211\u8349\uff0c\u770b\u4e0d\u61c2\uff0c\u4e0d\u60f3\u770b

\u6709\u4e00\u79cd\uff0c\u5f88\u89c4\u8303\uff0c\u7f3a\u8fc7\u4e8e\u89c4\u8303\u7684\u611f\u89c9\u3002\u770b\u4ee3\u7801\uff0c\u90a3\u90a3\u90fd\u662f\u5bf9\u7684\uff0c\u6574\u4f53\u8fd0\u884c\u5c31\u662f\u4e0d\u5bf9\u52b2\u3002

\u800c\u4e14\u770b\u4e0d\u4e0b\u53bb\uff0c\u6709\u51e0\u4e2a\u539f\u56e0
\t1. \u4e0d\u662f\u81ea\u5df1\u5199\u7684\uff0c\u4e0d\u60f3\u770b
2. \u6ca1\u6709\u6574\u4f53\u601d\u8def\uff0c\u4e0d\u77e5\u9053 ai \u7684\u5b9e\u73b0\u65b9\u5f0f\uff0c\u4e14\u547d\u540d\u4e0d\u7b26\u5408\u81ea\u5df1\u7684\u4e60\u60ef
3. \u8fd9\u4e2a\u5176\u5b9e\u662f\u91cd\u70b9\uff0c\u6e38\u620f\u7528\u7684\u65b0\u8bed\u8a00\u81ea\u5df1\u5bf9\u6846\u67b6\u4e0d\u719f\u6089


\u601d\u8003\uff1a\u7528 AI \u5199\u4ee3\u7801\u7684\u4eba\uff0c\u8fd8\u662f\u8981\u5bf9\u6574\u4f53\u6846\u67b6\u8981\u719f\u6089\uff0c\u5982\u679c\u80fd\u529b\u4e0d\u591f\uff0cAI \u5199\u51fa\u6765\u4ee3\u7801\u4e5f\u4f18\u5316\u4e0d\u4e86\uff08\u5c24\u5176\u662f\u5927\u9879\u76ee\uff09\uff0c\u53ea\u9488\u5bf9\u73b0\u9636\u6bb5\uff0c\u8fc7\u51e0\u4e2a\u6708 AI \u53d1\u5c55\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff0c\u8fd8\u8bf4\u4e0d\u597d" }, { "author": { "url": "https://www.v2ex.com/member/cc9910", "name": "cc9910", "avatar": "https://cdn.v2ex.com/gravatar/6f68f47a4762c68df199c4d81c0395f9?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207049", "title": "AI \u4ee3\u7801\u540e\u9762\u600e\u4e48\u7ef4\u62a4,\u5fc3\u667a\u8d1f\u62c5\u592a\u5927\u4e86", "id": "https://www.v2ex.com/t/1207049", "date_published": "2026-04-19T23:37:14+00:00", "content_html": "ai \u751f\u6210\u723d\u662f\u5f88\u723d,\u4f46\u662f\u6570\u91cf\u592a\u591a\u4e86,\u6bcf\u6b21\u9605\u8bfb\u8d77\u6765\u771f\u7684\u592a\u7d2f\u4e86
\u4eca\u5929\u52a0\u4e86\u4e24\u4e2a\u51fd\u6570,\u56de\u6765\u4e00\u770b,\u53c8\u591a\u4e86 300 \u884c,\u4e5f\u4e0d\u80fd\u8bf4\u5b83\u9519,\u56e0\u4e3a\u5b57\u6bb5\u68c0\u9a8c,\u683c\u5f0f\u53c8\u662f\u81ea\u5df1\u5199\u7684\u8981\u6c42
\u672c\u6765\u7acb\u9879\u7684\u65f6\u5019,\u89c4\u5b9a\u4e00\u4e2a\u6587\u4ef6\u6700\u957f\u5c31 400 \u884c,\u73b0\u5728\u90fd\u591a\u4f59,\u65e0\u975e\u662f\u62c6\u5206\u4e00\u5806\u5c0f\u6587\u4ef6,\u8fd8\u4e0d\u5982\u4e00\u4e2a\u6587\u4ef6\u4e24\u5343\u884c,\u7701\u5f97\u70b9\u4e86
\u6574\u4e2a\u9879\u76ee\u641e\u4e0b\u6765\u90fd\u51e0\u4e07\u884c\u4e86
\u8bfb\u662f\u80af\u5b9a\u8981\u8bfb\u7684,\u4e0d\u7136\u540e\u9762\u62a5\u9519,\u53ea\u80fd\u8ddf ai \u4e00\u8d77\u8d4c\u8fd0\u6c14\u4e86,\u597d\u7d2f\u554a,\u96be\u9053\u8981\u7528 AI \u63a7\u5236 AI?" }, { "author": { "url": "https://www.v2ex.com/member/phenchow", "name": "phenchow", "avatar": "https://cdn.v2ex.com/gravatar/08cb8e14ea3812bd91c80e7f6546b4b9?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207048", "title": "\u4e2d\u5e74\u4eba\u7231\u4e0a AI \u7f16\u7a0b\uff0c\u5c31\u50cf\u7231\u4e0a\u9493\u9c7c", "id": "https://www.v2ex.com/t/1207048", "date_published": "2026-04-19T22:48:02+00:00", "content_html": "

\u771f\u7684\u4e0a\u763e\uff0c\u505c\u4e0d\u4e0b\u6765\u3002\u9152\u4e5f\u4e0d\u559d\u4e86\uff0c\u6709\u7a7a\u5c31\u5750\u5728\u7535\u8111\u524d\u9762\u3002\u6700\u8fd1\u542d\u54e7\u542d\u54e7\u505a\u4e86\u4e2a SEO \u8bc4\u6d4b\u5de5\u5177\uff0cauditedge.app,\u5168\u90e8 ai \u5236\u4f5c\uff0c\u81ea\u5df1\u770b\u7740\u8fd8\u884c\uff0c\u53d1\u51fa\u6765\u8ba9\u5927\u5bb6\u62cd\u7816\u3002\u7838\u9192\u6211\u5427\uff0c\u592a\u4e0a\u763e\u4e86\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/wuruxu", "name": "wuruxu", "avatar": "https://cdn.v2ex.com/avatar/0c1d/51f3/76854_large.png?m=1776431308" }, "url": "https://www.v2ex.com/t/1207046", "title": "\u6bcf\u6708 AI \u652f\u51fa\u90fd\u8d85\u8fc7\u751f\u6d3b\u8d39\u4e86", "id": "https://www.v2ex.com/t/1207046", "date_published": "2026-04-19T22:31:56+00:00", "content_html": "cc \u548c Codex \u5199\u4ee3\u7801\u662f\u771f\u7684\u5f3a\uff0c\u968f\u4fbf\u6539\u4e2a\u4e00\u4e24\u767e\u884c\uff0c\u7f16\u8bd1\u51e0\u4e4e\u4e0d\u62a5\u9519
" }, { "author": { "url": "https://www.v2ex.com/member/StepfenShawn", "name": "StepfenShawn", "avatar": "https://cdn.v2ex.com/gravatar/64003ea46e7a0bcd71367d4da48cb21c?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1207027", "title": "1000 \u884c rust \u5b9e\u73b0\u4e00\u4e2a\u7c7b\u4f3c\u4e8e pytorch \u7684\u8f7b\u91cf\u7ea7\u81ea\u52a8\u5fae\u5206\u5e93", "id": "https://www.v2ex.com/t/1207027", "date_published": "2026-04-19T14:37:32+00:00", "content_html": "

\u6700\u8fd1\u5728\u5b66\u4e60\u795e\u7ecf\u7f51\u7edc\u539f\u7406\uff0c\u5206\u4eab\u4e00\u4e0b\u81ea\u5df1\u7528 Rust \u5199\u7684\u8f7b\u91cf\u7ea7\u81ea\u52a8\u5fae\u5206\u5e93 ferris-grad\u3002

\n

Features

\n\n

\u5305\u542b\u4ec0\u4e48\uff1f

\n

\u5b9e\u73b0\u4ec5\u4ec5\u5305\u542b\u4e86 3 \u4e2a\u6587\u4ef6\u6784\u6210:
\n| \u6a21\u5757 | \u529f\u80fd |\n|------|------|\n| scalar.rs | \u6807\u91cf\u8ba1\u7b97\u56fe + \u53cd\u5411\u4f20\u64ad |\n| tensor.rs | \u5f20\u91cf\u64cd\u4f5c |\n| nn.rs | \u795e\u7ecf\u7f51\u7edc\u5c42 |

\n

\u80fd\u505a\u4ec0\u4e48\uff1f

\n\n

\u4ee3\u7801\u793a\u4f8b\uff1a

\n

\u5b9e\u73b0\u4e86\u4e00\u4e2a Pytorch \u98ce\u683c\u7684 api:

\n
use anyhow::Result;\nuse ferris_grad::{Tensor, nn::Module};\n\nfn main() -> Result<()> {\n    let a = Tensor::from_vec(vec![1.0.into(), 2.0.into(), 3.0.into()], [3, 1].into())?;\n    let b = Tensor::rand([3, 1].into())?;\n    let c = &a * &b;\n    println!(\"{}\", c);\n    Ok(())\n}\n
\n

\u672c\u9879\u76ee\u7684\u7075\u611f\u6765\u6e90\uff1a

\n\n

GitHub \u4ed3\u5e93\u5730\u5740: https://github.com/StepfenShawn/ferris-grad

\n

\u76ee\u524d\u53ea\u80fd\u8c03\u7528 CPU,\u540e\u7eed\u7814\u7a76\u4e00\u4e0b\u5982\u4f55\u5728 GPU \u4e0a\u5b9e\u73b0

\n

\u6b22\u8fce star \u3001\u63d0 issue \u6216\u8005 PR \uff01\ud83e\udd80

\n" }, { "author": { "url": "https://www.v2ex.com/member/zanjie1999", "name": "zanjie1999", "avatar": "https://cdn.v2ex.com/avatar/494d/4913/236200_large.png?m=1708841854" }, "url": "https://www.v2ex.com/t/1207023", "title": "\u54a9 FileServer \u4e00\u4e2a\u652f\u6301\u6587\u4ef6\u76ee\u5f55\u65ad\u70b9\u7eed\u4f20\u7684\u5355\u6587\u4ef6\u6587\u4ef6\u670d\u52a1\u5668 \u53ef\u4ee5\u5728 iOS \u4e0a\u8fd0\u884c", "id": "https://www.v2ex.com/t/1207023", "date_published": "2026-04-19T14:28:43+00:00", "content_html": "

GitHub \u5f00\u6e90\uff1a https://github.com/zanjie1999/meFileServer

\n

\u5199\u8fd9\u4e2a\u7a0b\u5e8f\u7684\u539f\u56e0\u662f\u56e0\u4e3a\u60f3\u4ece\u670b\u53cb\u90a3\u4f20\u5355\u6587\u4ef6 50G \u6587\u4ef6\u8fc7\u6765\uff0c\u6015\u56e0\u4e3a\u7f51\u7edc\u539f\u56e0\u4f20\u4e00\u534a\u65ad\u4e86\u53ea\u80fd\u91cd\u4f20\uff0c\u53c8\u4e0d\u60f3\u9ebb\u70e6\u670b\u53cb\u53bb\u5b89\u88c5\u6587\u4ef6\u540c\u6b65\u8f6f\u4ef6\uff0c\u73b0\u6709\u7684 Web \u6587\u4ef6\u7ba1\u7406\u5668\u65e0\u6cd5\u652f\u6301\u65ad\u70b9\u7eed\u4f20\uff0c\u56e0\u6b64\u5199\u4e86\u8fd9\u4e2a\u7a0b\u5e8f

\n

\u65b9\u4fbf\u7684\u8ba9\u522b\u4eba\u7ed9\u4f60\u4e0d\u9650\u901f\u7684\u76f4\u8fde\u4f20\u6587\u4ef6\uff0c\u65e0\u8bba\u662f\u4f60\u4f20\u7ed9\u4ed6\u8fd8\u662f\u4ed6\u4f20\u7ed9\u4f60\uff0c\u65e0\u8bba\u6709\u591a\u5c11\u6587\u4ef6\uff0c\u6587\u4ef6\u6709\u591a\u5927\u90fd\u4e0d\u662f\u95ee\u9898
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\n

\u4f7f\u7528 Python3 \u6807\u51c6\u5e93\uff0c\u65e0\u989d\u5916\u4f9d\u8d56
\n\u53ef\u4ee5\u5f00\u542f\u7b80\u5355\u7684\u5bc6\u7801\u9274\u6743\uff0c\u53ef\u4ee5\u5728 ios \u7684 a-shell mini \u4e0a\u4f7f\u7528 wasm \u7684 Python3 \u8fd0\u884c
\n\u652f\u6301 ipv6 \uff0c\u5b9e\u6d4b\u5728 iPhone \u4e0a\u4f7f\u7528\u79fb\u52a8\u6570\u636e\u5f00\u7684\u670d\u52a1\u53ef\u4ee5\u6b63\u5e38\u8bbf\u95ee

\n

\"\"

\n

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\n" }, { "author": { "url": "https://www.v2ex.com/member/yusf", "name": "yusf", "avatar": "https://cdn.v2ex.com/gravatar/123c61567f3205faae3226fab99c1722?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206989", "title": "\u7b2c\u4e00\u6b21\u89c1\u8fd9\u4e48\u7ec6\u81f4\u7684\u7b14\u524d\u7aef\u7b14\u8bd5\u9898...", "id": "https://www.v2ex.com/t/1206989", "date_published": "2026-04-19T08:29:38+00:00", "content_html": "\u5728 v2 \u4e0a\u4e00\u4e2a\u5e16\u5b50\u770b\u5230\u4e86\u4e00\u4e2a\u8fdc\u7a0b\u62db\u8058\u7684\u5e16\u5b50\uff0c\u90ae\u4ef6\u540e\u548c\u8001\u677f\u804a\u4e86\u51e0\u4e2a\u5c0f\u65f6\u611f\u89c9\u8fd8\u4e0d\u9519\uff0c\u7136\u540e\u7684\u8bdd\uff0c\u7ed9\u6211\u51fa\u4e86\u4e2a\u7b14\u8bd5\u9898\u76ee\uff08\u5982\u4e0b\uff09\uff1a

\u8bf7\u5728 3- 5 \u4e2a\u5de5\u4f5c\u65e5\uff08\u6700\u957f\u4e0d\u53ef\u8d85\u8fc7 7 \u4e2a\u5de5\u4f5c\u65e5\u7684\u65f6\u95f4\u5185\uff09\uff0c\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e00\u4e2a\u53ef\u4ee5\u5728 Mac \u548c Windows \u4e24
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\u6280\u672f\u9009\u578b\u8bf4\u660e\uff1a\u4e3a\u4f7f\u8be5 Demo \u8fbe\u5230\u6700\u4f73\u4f53\u9a8c\u7684\u6280\u672f\u9009\u578b\uff0c\u5747\u53ef\u9610\u8ff0\u3002\u5305\u62ec\u4f46\u4e0d\u9650
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\u67b6\u6784\u8bbe\u8ba1\u8bf4\u660e\uff1a
AI \u4f7f\u7528\u65b9\u6cd5\u4e0e\u603b\u7ed3\uff1a
\u4ecb\u7ecd\u5b8c\u6210\u6b64\u4efb\u52a1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5728\u54ea\u4e9b\u73af\u8282\u4f7f\u7528\u4e86 AI \uff0c\u5206\u522b\u4f7f\u7528\u4e86\u54ea\u4e9b AI \u5de5\u5177
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\u56de\u987e\u6b64\u5de5\u4f5c\uff0c\u54ea\u4e9b\u73af\u8282\u8fd8\u53ef\u4ee5\u6539\u8fdb\u4f7f\u7528 AI \u7684\u6548\u7387\u548c\u8d28\u91cf
\u52a0\u5206\u9879
\u6d41\u5f0f\u8bed\u97f3\u8f93\u5165\u548c\u6d41\u5f0f\u7ffb\u8bd1\u3002 \u5373\u7ed9\u7528\u6237\u8425\u9020\u5b9e\u65f6\u8f93\u5165\u548c\u5b9e\u65f6\u7ffb\u8bd1\u7684\u4f53\u9a8c\uff0c\u65e0\u9700\u7b49\u5f85
\u6570\u79d2\u4e4b\u540e\u624d\u51fa\u73b0\u5185\u5bb9
\u6027\u80fd\u5206\u6790\uff1a\u5bf9 Demo \u7684\u5185\u5b58\u3001CPU \u3001GPU \u7b49\u6027\u80fd\u8fdb\u884c\u5206\u6790\uff0c\u7ed9\u51fa\u4ee5\u540e\u9700\u8981\u4f18\u5316\u4e4b
\u5904
\u9610\u8ff0\u4e2a\u4eba\u7684\u8f6f\u4ef6\u8bbe\u8ba1\u54f2\u5b66" }, { "author": { "url": "https://www.v2ex.com/member/burnbrid", "name": "burnbrid", "avatar": "https://cdn.v2ex.com/gravatar/a16a6f5981533de8aae301aaf93f5b79?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206986", "date_modified": "2026-04-19T08:16:36+00:00", "content_html": "

\"\u901a\u8fc7\u6d4f\u89c8\u5668\u63d2\u4ef6\u4f7f\u7528\u672c\u5730\u5927\u6a21\u578b\"

\n

tabbitbrowser \u6d4f\u89c8\u5668\u4f7f\u7528\u5927\u6a21\u578b\uff0c\u5927\u6a21\u578b\u8fd8\u662f\u9075\u5b88\u4e2d\u56fd\u6cd5\u5f8b\u600e\u4e48\u89e3\u51b3\uff1f\u6211\u672c\u5730\u5df2\u7ecf\u5f00\u4e86\u4ee3\u7406\u4e86\uff0c\u901a\u8fc7 tabbitbrowser \u6d4f\u89c8\u5668\u53ef\u4ee5\u6b63\u5e38\u8bbf\u95ee\u8c37\u6b4c\u7684\u3002

\n

\"\u901a\u8fc7\u6d4f\u89c8\u5668\u63d2\u4ef6\u4f7f\u7528\u672c\u5730\u5927\u6a21\u578b-1\"

\n

\u6709\u77e5\u9053\u89e3\u51b3\u529e\u6cd5\u7684\u5417\uff1f

\n", "date_published": "2026-04-19T08:15:26+00:00", "title": "tabbitbrowser \u6d4f\u89c8\u5668\u4f7f\u7528\u5927\u6a21\u578b\uff0c\u5927\u6a21\u578b\u8fd8\u662f\u9075\u5b88\u4e2d\u56fd\u6cd5\u5f8b\u600e\u4e48\u89e3\u51b3\uff1f", "id": "https://www.v2ex.com/t/1206986" }, { "author": { "url": "https://www.v2ex.com/member/changdy", "name": "changdy", "avatar": "https://cdn.v2ex.com/avatar/97c2/a0ff/166121_large.png?m=1776556541" }, "url": "https://www.v2ex.com/t/1206959", "title": "\u63a8\u8350\u4e0b\u81ea\u5df1\u5f00\u53d1\u7684\u4e00\u6b3e\u5b57\u7b26\u4e32\u5904\u7406\u5c0f\u5de5\u5177", "id": "https://www.v2ex.com/t/1206959", "date_published": "2026-04-19T04:30:12+00:00", "content_html": "

\u5f00\u53d1\u80cc\u666f

\n

op \u5728\u4e00\u5bb6\u5c0f\u516c\u53f8\u4e0a\u73ed\uff0c\u7531\u4e8e\u7cfb\u7edf Bug \u8f83\u591a\uff0c\u7ecf\u5e38\u9700\u8981\u5904\u7406\u6570\u636e\u5e93\u4e2d\u5947\u602a\u7684\u810f\u6570\u636e\uff0c\u4fbf\u4ee5\u6b64\u4e3a\u5951\u673a\u5f00\u53d1\u4e86\u8fd9\u6b3e\u5b57\u7b26\u4e32\u5c0f\u5de5\u5177\uff0c\u540c\u65f6\u4e5f\u589e\u52a0\u4e86\u4e00\u4e9b\u5b9e\u7528\u529f\u80fd\u3002\u5982\u679c\u4f60\u7ecf\u5e38\u9700\u8981\u8bfb\u53d6 MyBatis \u65e5\u5fd7\u3001\u4f7f\u7528 DataGrip \u5904\u7406\u6570\u636e\uff0c\u6216\u8005\u6d4f\u89c8 JSON \uff0c\u5927\u6982\u7387\u4f1a\u9700\u8981\u8fd9\u6b3e\u8f6f\u4ef6\u3002

\n

\u529f\u80fd\u4ecb\u7ecd

\n

\u9879\u76ee\u7b80\u4ecb

\n

\"Software.png\"

\n

string_utils_v2 \u662f\u4e00\u4e2a\u9762\u5411\u65e5\u5e38\u5f00\u53d1\u573a\u666f\u7684 Electron \u6258\u76d8\u5de5\u5177\uff0c\u6838\u5fc3\u80fd\u529b\u662f\u5bf9\u526a\u8d34\u677f\u6587\u672c\u8fdb\u884c\u5feb\u901f\u8bc6\u522b\u4e0e\u8f6c\u6362\u3002\u5e94\u7528\u542f\u52a8\u540e\u9ed8\u8ba4\u5e38\u9a7b\u7cfb\u7edf\u6258\u76d8\uff0c\u4f7f\u7528\u5feb\u6377\u952e Ctrl+Alt+D \u5373\u53ef\u5524\u9192\u3002

\n

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\n

\u8fd9\u4e2a\u9879\u76ee\u7279\u522b\u9002\u5408\u4e0b\u9762\u8fd9\u4e9b\u9ad8\u9891\u573a\u666f\uff1a

\n\n

\u4f7f\u7528\u65b9\u5f0f

\n
    \n
  1. \u590d\u5236\u6587\u672c\uff1a\u5148\u628a\u5f85\u5904\u7406\u5185\u5bb9\u653e\u5230\u526a\u8d34\u677f
    2. \n
  2. \u5524\u9192\u7a97\u53e3\uff1a\u6309\u9ed8\u8ba4\u5feb\u6377\u952e Ctrl+Alt+D
    3. \n
  3. \u786e\u8ba4\u529f\u80fd\uff1a\u7a0b\u5e8f\u4f1a\u81ea\u52a8\u9009\u4e2d\u4e00\u4e2a\u5904\u7406\u5668\uff0c\u4f60\u4e5f\u53ef\u4ee5\u70b9\u51fb\u5de6\u4fa7\u56fe\u6807\u624b\u52a8\u5207\u6362
    4. \n
  4. \u6267\u884c\u5904\u7406\uff1a\u6309 Enter \u6216\u70b9\u51fb\u754c\u9762\u6309\u94ae
    5. \n
  5. \u62ff\u5230\u7ed3\u679c\uff1a\u8f6c\u6362\u540e\u7684\u6587\u672c\u4f1a\u81ea\u52a8\u590d\u5236\u56de\u526a\u8d34\u677f
    6. \n
\n

\u8865\u5145\u8bf4\u660e\uff1a

\n\n

\u529f\u80fd\u4e00\u89c8

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u529f\u80fd\u8bf4\u660e\u9884\u89c8
SQL \u6570\u636e\u63d0\u53d6\u9488\u5bf9 DataGrip \u7b49\u5de5\u5177\u5bfc\u51fa\u7684 UPDATE / INSERT \u8bed\u53e5\u6279\u91cf\u63d0\u53d6\u76ee\u6807\u503c\"\"
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MyBatis \u6ce8\u89e3\u63d0\u53d6\u4ece @Select / @Update / @Insert / @Delete \u6ce8\u89e3\u4e2d\u8fd8\u539f SQL\"Mybatis_Annotation.gif\"
MyBatis \u65e5\u5fd7\u89e3\u6790\u4ece MyBatis \u65e5\u5fd7\u4e2d\u62fc\u63a5\u51fa\u53ef\u6267\u884c SQL\"Mybatis_Log.gif\"
JSON \u9884\u89c8\u540c\u65f6\u5c1d\u8bd5\u6253\u5f00\u672c\u5730 jsonhero \u548c jsoncrack \u9884\u89c8 JSON\"JSON_View\"
JSON \u5b57\u6bb5\u62bd\u53d6\u9002\u5408\u5bf9\u8c61\u6570\u7ec4\u573a\u666f\uff0c\u6267\u884c\u65f6\u4f18\u5148\u63d0\u53d6 id\uff0c\u5426\u5219\u63d0\u53d6\u6bcf\u9879\u7684\u7b2c\u4e00\u4e2a\u5b57\u6bb5\uff1b\u81ea\u52a8\u8bc6\u522b\u66f4\u504f\u5411\u5355\u5b57\u6bb5\u5bf9\u8c61\u6570\u7ec4\"JSON_Extract\"
ID \u62fc\u63a5\u5728\u6362\u884c\u3001\u9017\u53f7\u548c \"a\",\"b\" \u5f62\u5f0f\u4e4b\u95f4\u5feb\u901f\u5207\u6362\"ID_Join.gif\"
JSON Diff\u5c06\u5305\u542b\u4e24\u4e2a\u5bf9\u8c61\u7684 JSON \u6570\u7ec4\u4ea4\u7ed9 vscode \u505a\u53ef\u89c6\u5316\u5bf9\u6bd4\"json-diff.gif\"

JSON \u9884\u89c8\u4e0e\u5bf9\u6bd4\u8bf4\u660e

\n

\u9879\u76ee\u5728\u542f\u52a8\u65f6\u4f1a\u5c1d\u8bd5\u62c9\u8d77\u4e24\u4e2a\u672c\u5730 HTTP \u670d\u52a1\uff0c\u65e0\u9700\u4f9d\u8d56\u516c\u7f51\uff1a

\n\n

\u8bf4\u660e\uff1a

\n\n

\u5f00\u53d1\u7684\u90a3\u4e9b\u4e8b

\n

\u6700\u65e9\u7684\u65f6\u5019\uff0c\u8fd9\u4e2a\u9879\u76ee\u662f\u4e3a\u4e86\u89e3\u51b3 ID \u8f6c\u6362 \u7684\u9700\u6c42\u2014\u2014\u5ba2\u670d\u7ecf\u5e38\u4f1a\u7ed9\u6211\u4e00\u6279\u4ee5\u6362\u884c\u7b26\u5206\u9694\u7684\u8ba2\u5355\u7f16\u53f7\uff0c\u6211\u9700\u8981\u6279\u91cf\u52a0\u4e0a\u5f15\u53f7\u3001\u518d\u7528\u9017\u53f7\u5206\u9694\uff0c\u7136\u540e\u62fc\u6210 IN(\"abc\",\"\u7532\u4e59\u4e19\",\"123\") \u7684\u683c\u5f0f\u8fdb\u884c SQL \u67e5\u8be2\u3002\u56e0\u4e3a\u624b\u52a8\u5904\u7406\u6bd4\u8f83\u9ebb\u70e6\uff0c\u52a0\u4e0a\u5f53\u65f6\u5bf9\u5404\u79cd\u6548\u7387\u8f6f\u4ef6\u6bd4\u8f83\u7740\u8ff7\uff0c\u5c31\u5c1d\u8bd5\u81ea\u5df1\u52a8\u624b\u505a\u4e00\u4e2a\u3002

\n

\u9879\u76ee\u8d77\u6b65\u4e4b\u540e\uff0c\u540e\u7eed\u5f00\u53d1\u4e5f\u5c31\u6b65\u5165\u4e86\u6b63\u8f68\uff1aMyBatis \u65e5\u5fd7\u63d0\u53d6 SQL \u3001MyBatis \u6ce8\u89e3\u63d0\u53d6 SQL \u3001\u6392\u5e8f\u53bb\u91cd\u7b49\u529f\u80fd\u90fd\u6309\u90e8\u5c31\u73ed\u5730\u5b9e\u73b0\u4e86\u3002\u4f46\u7528\u4e86\u51e0\u5e74\u540e\u89c9\u5f97\u754c\u9762\u5b9e\u5728\u592a\u4e11\uff0c\u4e8e\u662f\u91cd\u5199\u4e86 UI \uff0c\u6dfb\u52a0\u4e86\u4e00\u4e9b\u52a8\u753b\uff0c\u505a\u6210\u4e86\u73b0\u5728\u7684 V2 \u7248\u672c\u3002V2 \u8fd8\u589e\u52a0\u4e86 JSON \u9884\u89c8\u4ee5\u53ca JSON \u6bd4\u8f83\u7684\u529f\u80fd\uff0c\u5176\u4e2d JSON \u9884\u89c8\u4f7f\u7528\u4e86 json-hero \u548c json-crack \u6765\u5b9e\u73b0\uff0c\u8fd9\u4e24\u4e2a\u90fd\u662f\u6211\u8ba4\u4e3a\u975e\u5e38\u4f18\u79c0\u7684 JSON \u5de5\u5177\u3002

\n

\u5173\u4e8e json-hero \u8fd8\u6709\u4e00\u4e2a\u6709\u8da3\u7684\u5c0f\u63d2\u66f2\uff1a\u5b83\u662f\u4e00\u6b3e Remix \u5168\u6808\u9879\u76ee\u3002\u524d\u6bb5\u65f6\u95f4\u6211\u60f3\u628a\u5b83\u96c6\u6210\u5230 Electron \u4e2d\uff0c\u5728\u7f51\u4e0a\u641c\u7d22\u89e3\u51b3\u65b9\u6848\u65f6\uff0c\u7adf\u7136\u641c\u5230\u4e86\u81ea\u5df1\u4e24\u5e74\u524d\u7684\u63d0\u95ee\uff1a https://www.v2ex.com/t/1043371 \u3002\u867d\u7136\u8fc7\u53bb\u4e86 700 \u5929\uff0c\u4f46\u6211\u4ecd\u7136\u4e0d\u61c2 Remix \uff0c\u53ea\u662f\u501f\u52a9\u9ad8\u901f\u53d1\u5c55\u7684 AI \uff0c\u628a\u4e00\u4e2a\u5927\u4efb\u52a1\u62c6\u5206\u6210\u51e0\u4e2a\u5b50\u4efb\u52a1\uff0c\u5206\u6bb5\u5b8c\u6210\u4e86\u8fd9\u4e00\u529f\u80fd\u3002

\n

\u5f53\u521d\u5f00\u53d1\u65f6\u6211\u4e5f\u8003\u8651\u8fc7\u5176\u4ed6\u6280\u672f\u6808\uff0c\u6bd4\u5982 Flutter \u3001\u5fae\u8f6f\u7684 WPF \u7b49\uff0c\u4f46\u6700\u7ec8\u8fd8\u662f\u4e0d\u5f97\u4e0d\u627f\u8ba4 Electron \u5f00\u53d1\u6548\u7387\u662f\u771f\u7684\u9ad8

\n

\u5c31\u8fd9\u4e9b\u4e86\uff0c\u6b22\u8fce\u4f7f\u7528\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/afkool", "name": "afkool", "avatar": "https://cdn.v2ex.com/gravatar/09069d134d28763cbeccac8b2e9fff3e?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206943", "title": "\u4eb2\u6d4b\u8c46\u5305\u78be\u538b gemini \u7684\u4e24\u4e2a\u70b9\u3002", "id": "https://www.v2ex.com/t/1206943", "date_published": "2026-04-19T02:54:53+00:00", "content_html": "\u624b\u673a\u7b54\u9898\uff0c\u9700\u8981\u8fdc\u7a0b\u7b54\u9898\uff1a
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\u8981\u6c42\u5982\u4e0b:

\n

\u2460\u52a0\u5bc6\u5907\u4efd

\n

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\n

\u2462CLI(GUI \u7a0b\u5e8f\u8bf7\u52ff\u63a8\u8350)

\n", "date_published": "2026-04-19T01:26:07+00:00", "title": "restic \u73b0\u5728\u8fbe\u5230\u751f\u4ea7\u73af\u5883\u53ef\u4fe1\u8d56\u7684\u7a0b\u5ea6\u4e86\u5417?\u6216\u8005\u4f60\u5728\u751f\u4ea7\u73af\u5883\u4f7f\u7528\u54ea\u4e9b\u5907\u4efd\u8fd8\u539f\u7a0b\u5e8f\u5462?", "id": "https://www.v2ex.com/t/1206934" }, { "author": { "url": "https://www.v2ex.com/member/zhique", "name": "zhique", "avatar": "https://cdn.v2ex.com/avatar/dc89/13db/28765_large.png?m=1351688476" }, "url": "https://www.v2ex.com/t/1206923", "title": "\u6709\u4eba\u4f1a\u613f\u610f\u4e3a\u6ca1\u6709\u6bd4\u5b98\u65b9\u4fbf\u5b9c\u7684 Claude \u4e2d\u8f6c\u4ed8\u8d39\u5417\uff1f", "id": "https://www.v2ex.com/t/1206923", "date_published": "2026-04-18T22:21:19+00:00", "content_html": "

\u611f\u89c9\u5e72\u51c0\u7684 Claude \u4e2d\u8f6c\u90fd\u4e0d\u4fbf\u5b9c\uff0c\u770b\u8d77\u6765\u6709\u4e9b\u751a\u81f3\u8fd8\u6bd4\u5b98\u65b9\u8d35\uff0c\u8fd9\u79cd\u4e3a\u4f55\u8fd8\u6709\u4eba\u4ed8\u8d39\uff1f

\n" }, { "author": { "url": "https://www.v2ex.com/member/hashtome", "name": "hashtome", "avatar": "https://cdn.v2ex.com/avatar/61c2/b35f/345150_large.png?m=1766946574" }, "url": "https://www.v2ex.com/t/1206910", "date_modified": "2026-04-18T16:18:21+00:00", "content_html": "

\u6700\u8fd1\u5728\u7528 Cursor \u3001Claude Code \u8fd9\u7c7b\u5de5\u5177\u6539\u524d\u7aef\u754c\u9762\u7684\u65f6\u5019\uff0c\u6211\u8d8a\u6765\u8d8a\u89c9\u5f97\uff0c\u771f\u6b63\u9ebb\u70e6\u7684\u4e0d\u662f\u4ece 0 \u751f\u6210\u4e00\u4e2a\u9875\u9762\uff0c\u800c\u662f\u6700\u540e\u90a3\u4e00\u6bb5\u5f88\u7ec6\u7684\u754c\u9762\u5fae\u8c03\u3002

\n

\u6bd4\u5982\u8fd9\u79cd\u573a\u666f\uff1a

\n\n

\u8fd9\u65f6\u5019\u6700\u96be\u7684\u70b9\u5176\u5b9e\u662f\uff1a\u4f60\u5f88\u96be\u628a\u201c\u5230\u5e95\u662f\u54ea\u4e2a\u5143\u7d20\u3001\u5dee\u5f02\u5728\u54ea\u91cc\u3001\u8fd9\u6b21\u60f3\u600e\u4e48\u6539\u201d\u8bf4\u6e05\u695a\u3002

\n

\u622a\u56fe\u5f53\u7136\u80fd\u770b\uff0c\u4f46\u622a\u56fe\u6ca1\u6709 DOM \u7ed3\u6784\uff0c\u4e5f\u6ca1\u6709\u6807\u7b7e\u3001\u95f4\u8ddd\u3001\u4f4d\u7f6e\u8fd9\u4e9b\u4e0a\u4e0b\u6587\uff1b\u53e3\u5934\u63cf\u8ff0\u53c8\u5f88\u5bb9\u6613\u8d8a\u6765\u8d8a\u6a21\u7cca\uff0c\u6700\u540e\u5c31\u4f1a\u53d8\u6210\u4e00\u8f6e\u4e00\u8f6e\u5730\u731c\u3002

\n

\u6240\u4ee5\u6211\u505a\u4e86\u4e00\u4e2a\u5c0f\u5de5\u5177\uff0c\u53eb DOMPrompter \u3002

\n

\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u4e13\u95e8\u7ed9\u754c\u9762\u5fae\u8c03\u7528\u7684\u5de5\u4f5c\u6d41\u5de5\u5177\uff0c\u4e0d\u53ea\u662f\u7ed9\u7f51\u9875\u7528\u3002\u53ea\u8981\u754c\u9762\u672c\u8eab\u662f\u57fa\u4e8e DOM \u7684\uff0c\u4e0d\u7ba1\u662f\u6d4f\u89c8\u5668\u91cc\u7684\u9875\u9762\uff0c\u8fd8\u662f\u7528 Web \u6280\u672f\u5c01\u88c5\u51fa\u6765\u7684\u684c\u9762\u5e94\u7528\u754c\u9762\uff0c\u5176\u5b9e\u90fd\u53ef\u4ee5\u62ff\u6765\u8c03\u3002

\n

\u5b83\u4e3b\u8981\u505a\u7684\u4e8b\u5927\u6982\u662f\u8fd9\u51e0\u6b65\uff1a

\n\n

\u6211\u81ea\u5df1\u73b0\u5728\u4e3b\u8981\u628a\u5b83\u62ff\u6765\u5904\u7406\u8fd9\u79cd\u201c\u4e0d\u662f\u91cd\u505a\u9875\u9762\uff0c\u800c\u662f\u628a\u73b0\u6709\u754c\u9762\u5f80\u524d\u63a8\u4e00\u70b9\u70b9\u201d\u7684\u5de5\u4f5c\u3002

\n

\u8fd9\u5468\u4e5f\u770b\u5230 Codex \u3001Claude Code \u90fd\u5728\u5f80\u8fd9\u5757\u8865\u80fd\u529b\u4e86\uff0c\u4e0d\u8fc7\u6211\u81ea\u5df1\u7684\u611f\u53d7\u662f\uff0c\u754c\u9762\u5fae\u8c03\u8fd9\u4ef6\u4e8b\u8fd8\u633a\u503c\u5f97\u505a\u5f97\u66f4\u5b8c\u6574\u4e00\u70b9\uff1a\n\u4e0d\u662f\u53ea\u77e5\u9053\u4f60\u70b9\u4e86\u54ea\u4e2a\u5143\u7d20\uff0c\u800c\u662f\u628a tag \u3001gap \u3001position \u8fd9\u4e9b\u4e0a\u4e0b\u6587\u4e5f\u4e00\u8d77\u5e26\u8fdb\u53bb\uff0c\u6700\u540e\u751f\u6210\u66f4\u8d34\u8fd1\u8fd9\u6b21\u4fee\u6539\u76ee\u6807\u7684\u63d0\u793a\u8bcd\u3002

\n

GitHub\uff1a\nhttps://github.com/hooosberg/DOMPrompter

\n

Mac App Store\uff1a\nhttps://apps.apple.com/us/app/domprompter-ai-coding-prompt/id6761685716?mt=12

\n

\u5982\u679c\u4f60\u5e73\u65f6\u4e5f\u4f1a\u7528 AI \u6539 UI \uff0c\u6211\u4e5f\u633a\u60f3\u77e5\u9053\uff0c\u4f60\u4eec\u73b0\u5728\u6700\u540e\u8fd9\u4e00\u6b65\u5fae\u8c03\uff0c\u4e00\u822c\u90fd\u662f\u600e\u4e48\u505a\u7684\u3002

\n", "date_published": "2026-04-18T16:13:56+00:00", "title": "DOMPrompter\uff1a\u6211\u505a\u4e86\u4e2a\u4e13\u95e8\u7ed9\u524d\u7aef\u754c\u9762\u5fae\u8c03\u7684\u63d0\u793a\u8bcd\u5de5\u5177", "id": "https://www.v2ex.com/t/1206910" }, { "author": { "url": "https://www.v2ex.com/member/cxd8190102", "name": "cxd8190102", "avatar": "https://cdn.v2ex.com/avatar/72b3/8622/3285_large.png?m=1775820080" }, "url": "https://www.v2ex.com/t/1206909", "title": "\u5206\u4eab\u4e00\u4e9b\u5904\u7406\u5927\u6a21\u578b\u5e7b\u89c9\u7684\u5fc3\u5f97", "id": "https://www.v2ex.com/t/1206909", "date_published": "2026-04-18T16:11:13+00:00", "content_html": "

\u4e0a\u4e2a\u6708\uff0c\u6211\u4ea4\u7ed9\u5927\u6a21\u578b\u51e0\u4efd\u62a5\u544a\uff0c\u8ba9\u5b83\u5206\u6790\u7528\u6237\u5bb6\u5ead\u7b26\u4e0d\u7b26\u5408\u7b7e\u8bc1\u529e\u7406\u6761\u4ef6\uff0c\u5b83\u53ea\u80fd\u7ed9\u51fa\u524d\u9762\u7537\u4e3b\u4eba\u7684\u5206\u6790\u7ed3\u679c\uff0c\u540e\u9762\u7684\u5973\u4e3b\u4eba\u548c\u513f\u5b50\u7684\u60c5\u51b5\u5b8c\u5168\u88ab\u5fd8\u4e86\u3002\u6211\u60f3\u8ba9\u5927\u6a21\u578b\u5e2e\u6211\u586b\u5199\u4e00\u4e0b\u7b7e\u8bc1\u7533\u8bf7\u8868\uff0c\u7ed3\u679c\u5b83\u8981\u4e48\u8bc6\u522b\u4e0d\u4e86\u7533\u8bf7\u8868\u7684\u5b57\u6bb5\uff0c\u8981\u4e48\u5c31\u662f\u586b\u9519\u4e86\uff0c\u6839\u672c\u6ca1\u6cd5\u7528\u3002

\n

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\n

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\n

\u6240\u4ee5\uff0c\u5e73\u65f6\u6211\u8ba9\u5927\u6a21\u578b\u7ed9\u6211\u586b\u8868\u7684\u65f6\u5019\u4e5f\u662f\u8fd9\u6837\u7684\uff0c\u5b83\u80fd\u586b\u5bf9\u5185\u5bb9\uff0c\u4f46\u662f\u5bb9\u6613\u586b\u9519\u4f4d\u7f6e\uff0c\u800c\u4e14\u8d8a\u957f\u7684\u8868\u683c\uff0c\u9519\u8bef\u8d8a\u591a\uff0c\u586b\u9519\u4e00\u4e2a\u4f4d\u7f6e\uff0c\u624b\u52a8\u4fee\u6539\u7279\u522b\u9ebb\u70e6\uff0c\u4e0d\u5982\u4eba\u5de5\u586b\u4e86\u3002

\n

\u800c\u4e14\uff0c\u8fd9\u79cd\u95ee\u9898\uff0c\u8fd8\u662f\u201c\u4e0d\u5206\u6a21\u578b\u201d\u7684\u3002\u5e02\u9762\u4e0a\u6709\u540d\u7684\u6a21\u578b\u6211\u90fd\u5c1d\u8bd5\u8fc7\uff0c\u6216\u591a\u6216\u5c11\u90fd\u5b58\u5728\u8fd9\u4e2a\u95ee\u9898\uff0c\u8d8a\u662f\u80fd\u529b\u5dee\u7684\u6a21\u578b\uff0c\u5230\u540e\u9762\u8d8a\u660e\u663e\u3002

\n

https://imgur.com/a/Guu8GR2

\n

\u95ee\u9898\u8bf4\u5230\u8fd9\u91cc\uff0c\u90a3\u8be5\u600e\u4e48\u89e3\u51b3\u5462\uff1f

\n

\u6307\u671b\u5927\u6a21\u578b\u81ea\u5df1\u8fdb\u5316\uff1f\u90a3\u6050\u6015\u662f\u6307\u671b\u4e0d\u4e0a\u4e86\u3002\u8bc6\u522b\u7ed3\u6784\u548c\u5c42\u7ea7\u8fd9\u79cd\u4e8b\u60c5\uff0c\u8ddf\u5927\u6a21\u578b\u201cNext Token Prediction\u201d\u7684\u5e95\u5c42\u8303\u5f0f\u4e0d\u4e00\u81f4\uff0c\u65e0\u8bba\u600e\u4e48\u8fdb\u5316\uff0c\u5927\u6a21\u578b\u90fd\u662f\u8981\u4ece\u5934\u5230\u5c3e\u8fdb\u884c\u8bc6\u522b\uff0c\u800c\u975e\u57fa\u4e8e\u7ed3\u6784\u5c42\u7ea7\u3002

\n

\u4f7f\u7528\u4f20\u7edf\u8f6f\u4ef6\u89e3\u51b3\u65b9\u6848\uff1f\u4f20\u7edf\u8f6f\u4ef6\u4e0d\u591f\u667a\u80fd\uff0c\u6210\u672c\u5bf9\u4e8e\u5c0f\u516c\u53f8\u6765\u8bf4\u4e5f\u592a\u9ad8\u4e86\u3002\u800c\u4e14\uff0c\u5230\u76ee\u524d\u6211\u4e5f\u6ca1\u6709\u627e\u5230\u7279\u522b\u5408\u9002\u7684\u65b9\u6848\u3002

\n

\u603b\u4e0d\u80fd\u56de\u5f52\u4eba\u529b\u624b\u6413\u5427\uff1f

\n

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\n

\u601d\u8def\u662f\u8fd9\u6837\u7684\uff1a

\n

\u9996\u5148\uff0c\u8bc6\u522b\u5e76\u62c6\u5206\u6587\u6863\u4e2d\u7684\u72ec\u7acb\u7ae0\u8282\uff0c\u7136\u540e\u5206\u6279\u5c06\u7ae0\u8282\u5185\u5bb9\u63d0\u4ea4\u7ed9\u5927\u6a21\u578b\u5904\u7406\uff0c\u907f\u514d\u5927\u6a21\u578b\u201c\u7406\u89e3\u529b\u8d85\u8f7d\u201d\u3002\u5176\u6b21\uff0c\u586b\u8868\u5de5\u5177\u4f1a\u628a\u201c\u5de5\u4f5c\u7ecf\u5386\u201d\u3001\u201c\u5b66\u4e60\u7ecf\u5386\u201d\u8fd9\u79cd\u9700\u8981\u8fde\u7eed\u591a\u884c\u8f93\u5165\u7684\u533a\u57df\u7ed9\u8bc6\u522b\u51fa\u6765\uff0c\u5e76\u628a\u5b83\u4eec\u8ddf\u5176\u5b83\u90e8\u5206\u62c6\u5f00\uff0c\u907f\u514d\u5927\u6a21\u578b\u6df7\u6dc6\u3002\u6b64\u5916\uff0c\u586b\u8868\u5de5\u5177\u8fd8\u4f1a\u6839\u636e\u7528\u6237\u753b\u50cf\uff08\u5982\u57fa\u672c\u4fe1\u606f\u7b49\uff09\u81ea\u52a8\u5224\u65ad\u54ea\u4e9b\u5730\u65b9\u662f\u9700\u8981\u586b\u7684\uff0c\u54ea\u4e9b\u5730\u65b9\u4e0d\u7528\u586b\uff0c\u63d0\u9ad8\u5e72\u6d3b\u7684\u7cbe\u786e\u5ea6\u3002

\n

\u4ee5\u4e00\u5f20\u5927\u7ea6 200 \u4e2a\u7a7a\u683c\u7684\u7528\u6237\u4fe1\u606f\u8868\u4e3a\u4f8b\uff0c\u6709\u4e86\u5de5\u5177\u7684\u52a0\u6301\uff0c\u73b0\u5728\u5927\u6a21\u578b 1 \u5206\u949f\u5c31\u586b\u5b8c\u4e86\uff0c\u6bd4\u4e4b\u524d\u5feb\u4e86 5-6 \u500d\uff0c\u8282\u7701\u4e86\u5927\u91cf\u7684 Token \uff1b\u51c6\u786e\u7387\u4e5f\u8fbe\u5230 90%\u4ee5\u4e0a\uff0c\u79d2\u6740\u5355\u72ec\u4f7f\u7528\u5927\u6a21\u578b\u586b\u8868\u7684\u65f6\u5019\u3002\u66f4\u4e0d\u7528\u8bf4\u5b83\u8fd8\u80fd\u8bc6\u522b\u4e0d\u540c\u7c7b\u578b\u7684\u8d44\u6599\uff0c\u7701\u5f97\u6211\u5728\u4e0d\u540c\u7684\u6587\u6863\u683c\u5f0f\u4e4b\u95f4\u8f6c\u6765\u8f6c\u53bb\u4e86\u3002

\n

\u5927\u5bb6\u89c9\u5f97\u6709\u7528\u7684\u8bdd\uff0c\u53ef\u4ee5\u8bd5\u7528\u4e00\u4e0b\uff1a https://www.gosnapfill.cn/landing?utm_source=v2ex

\n" }, { "author": { "url": "https://www.v2ex.com/member/mahonzhan", "name": "mahonzhan", "avatar": "https://cdn.v2ex.com/gravatar/c95ec942e06705d523b940d34ca41708?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206906", "title": "\u62bd\u7a7a\u628a\u81ea\u5df1\u8fd1\u51e0\u5e74\u5173\u6ce8\u8fc7\u7684 Agent \u9879\u76ee\u6574\u7406\u6210 Awesome List \u5f00\u6e90\u4e86", "id": "https://www.v2ex.com/t/1206906", "date_published": "2026-04-18T15:52:28+00:00", "content_html": "

https://github.com/mahonzhan/awesome-agent-harness

\n" }, { "author": { "url": "https://www.v2ex.com/member/rizon", "name": "rizon", "avatar": "https://cdn.v2ex.com/avatar/8b75/b98f/305534_large.png?m=1776523413" }, "url": "https://www.v2ex.com/t/1206897", "date_modified": "2026-04-18T14:45:55+00:00", "content_html": "

\u5148\u6253\u4e2a\u9884\u9632\u9488\uff0c\u4f01\u4e1a\u91cc\u662f\u6709\u66f4\u591a\u6807\u51c6\u5316\u7684\u89e3\u51b3\u65b9\u6848\u7684\uff0c\u6211\u8fd9\u4e2a\u65b9\u6848\u5c31\u662f\u56fe\u4e2a\u65b9\u4fbf\u7701\u4e8b\u3002

\n

\u80cc\u666f

\n

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\n

\u529f\u80fd

\n

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\n

\u5f53 ui \u66f4\u65b0\u65b0\u7684\u56fe\u7247\u540e\uff0c\u6253\u5f00\u8fd9\u4e2a\u5de5\u5177\u7f51\u7ad9\u7ed9\u56fe\u7247\u914d\u7f6e\u4e00\u4e0b\u70ed\u533a\u4e8b\u4ef6\uff0c\u7136\u540e\u5bfc\u51fa\u540e\u8fd8\u662f\u4e00\u5f20\u56fe\u7247\uff0c\u5f80 oss \u91cc\u4e00\u6254\u5c31\u5b8c\u6210\u66f4\u65b0\u4e86\u3002 \u00a0

\n

\u4ee3\u7801\u91cc\u96c6\u6210\u8fd9\u4e2a sdk \u540e\u53ef\u4ee5\u76f4\u63a5\u54cd\u5e94\u56fe\u7247\u4e0a\u7684\u70b9\u51fb\u4e8b\u4ef6\uff0c\u5982\u679c sdk \u4e0d\u5408\u9002\u4f60\u7684\u5e73\u53f0\uff0c\u90a3\u5c31\u96c6\u6210\u4e00\u4e0b core \u5305\uff0c\u4e00\u4e2a\u7eaf js \u5305\uff0cai \u5b9e\u73b0\u4e00\u4e0b\u5c31\u5b8c\u4e8b\u4e86\u3002\u96c6\u6210\u8d77\u6765\u975e\u5e38\u7b80\u5355\u3002

\n

\"\"

\n

\u7f51\u5740

\n

\u9879\u76ee\u7f51\u5740\uff1a https://clickable-img.dev.noteloom.app

\n

\u540e\u7eed

\n

\u56e0\u4e3a\u6570\u636e\u662f\u516c\u5f00\u7684\uff0c\u6240\u4ee5\u6211\u60f3\u4e0a\u7ebf\u4e2a\u52a0\u5bc6\u529f\u80fd\u6765\u7740\uff0c\u652f\u6301\u914d\u7f6e\u4e00\u4e2a\u5bc6\u94a5\u8fdb\u884c\u52a0\u5bc6\u3002\u4e0d\u8fc7\u770b\u6709\u6ca1\u6709\u4eba\u7528\u5427\uff0c\u6ca1\u4eba\u7528\u5c31\u4e0d\u505a\u4e86\u3002

\n", "date_published": "2026-04-18T14:36:14+00:00", "title": "\u56e0\u4e3a\u4e0d\u60f3\u53cd\u590d\u4e0a\u7ebf\uff0c\u6211\u628a\u56fe\u7247\u53d8\u6210\u76f4\u63a5\u53ef\u70b9\u7684\u7ec4\u4ef6\u4e86", "id": "https://www.v2ex.com/t/1206897" }, { "author": { "url": "https://www.v2ex.com/member/Amit", "name": "Amit", "avatar": "https://cdn.v2ex.com/avatar/4596/0f10/73743_large.png?m=1776520239" }, "url": "https://www.v2ex.com/t/1206890", "title": "\u7528 AI \u7684\u65f6\u5019\u9047\u5230\u4e00\u6bb5\u5947\u602a\u7684\u8f93\u51fa", "id": "https://www.v2ex.com/t/1206890", "date_published": "2026-04-18T13:51:27+00:00", "content_html": "

RT, \u4f7f\u7528 OpenCode+kimi-k2.5 \u505a\u4e00\u4e2a\u7f51\u9875\u5de5\u5177, \u8f93\u51fa\u8fd9\u4e48\u4e00\u6bb5\u4e1c\u897f, \u6700\u540e\u5f3a\u884c\u6253\u65ad\u624d\u505c\u4e0b, \u6709\u6ca1\u6709\u77e5\u9053\u662f\u4ec0\u4e48\u539f\u56e0\n\"image-(1).png\"

\n" }, { "author": { "url": "https://www.v2ex.com/member/elliszkn", "name": "elliszkn", "avatar": "https://cdn.v2ex.com/gravatar/553395a492fc44f87cbc5f5442e96634?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206866", "title": "\u5982\u4f55\u5728\u670d\u52a1\u5668\u4e0a\u7528 codex", "id": "https://www.v2ex.com/t/1206866", "date_published": "2026-04-18T10:03:47+00:00", "content_html": "

\u76ee\u524d\u8ba2\u9605\u4e86 gpt pro \uff0ccodex \u4e00\u6b21\u4e5f\u6ca1\u7528\u8fc7\u3002\u3002\u3002\u4e3b\u8981\u662f\u4e0d\u77e5\u9053\u548b\u5728\u670d\u52a1\u5668\u4e0a\u7528\uff0c\u6211\u4e00\u822c\u662f\u7528 codex \u7684\u63d2\u4ef6\n\u670d\u52a1\u5668\u4e0d\u80fd\u79d1\u5b66\u4e0a\u7f51

\n" }, { "author": { "url": "https://www.v2ex.com/member/cnbatch", "name": "cnbatch", "avatar": "https://cdn.v2ex.com/gravatar/7eb06cdf719fb364a1dfbbaefc4f9d36?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206855", "title": "IPv8 ?! \u8fd9\u662f\u4e0d\u662f\u8ddf AI \u804a\u5929 Vibe \u51fa\u6765\u7684\u8349\u6848\uff1f", "id": "https://www.v2ex.com/t/1206855", "date_published": "2026-04-18T09:13:35+00:00", "content_html": "

\u6709\u4eba\u5f80 IETF \u53d1\u5e03\u4e86\u4e2a IPv8 \u8349\u6848\uff1aInternet Protocol Version 8 (IPv8)

\n

\u77e5\u4e4e\u7684\u4e2d\u6587\u7ffb\u8bd1\uff1a\u4e92\u8054\u7f51\u534f\u8bae\u7b2c 8 \u7248\uff08 IPv8 \uff09

\n

\u53f7\u79f0\u517c\u5bb9 IPv4\uff0c\u4f46\u540c\u6837\u9700\u8981\u4f7f\u7528\u65b0\u7684 IPv8 Header \u3002
\n\u5730\u5740\u683c\u5f0f\u662f\uff1ar.r.r.r.n.n.n.n \uff0c\u524d\u9762\u7684 r \u662f\u6269\u5c55\u65b0\u7a7a\u95f4\uff0c\u540e\u9762\u7684 n \u662f\u73b0\u6709 IPv4 \u5730\u5740\u8303\u56f4\u3002
\n\u8fd8\u518d\u9644\u52a0\u4e00\u5927\u5806\u914d\u5957\u5185\u5bb9\u3002

\n

\u9644\u52a0\u5185\u5bb9\u5f53\u4e2d\u6709\u4e00\u5806\u5341\u5206\u5947\u602a\u7684\u63d0\u8bae\uff0c\u5176\u4e2d\u4e4b\u4e00\u5c45\u7136\u8981\u6c42\u4ea4\u6362\u673a\u5f3a\u5236\u505a VLAN \u786c\u4ef6 OAuth2 \u9a8c\u8bc1\u3002
\n\u539f\u6587\uff1aThree independent enforcement layers provide defence in depth: NIC firmware ACL8, Zone Server gateway ACL8, and switch port OAuth2 hardware VLAN enforcement.
\n\u4e0d\u6e05\u695a\u8fd9\u662f\u5426\u7b49\u4e8e\u8981\u6c42\u4ea4\u6362\u673a\u5fc5\u987b\u65e0\u6761\u4ef6\u5f00\u542f VLAN \u529f\u80fd\uff0c\u5982\u679c\u662f\uff0c\u90a3\u4e48\u7eaf\u4e8c\u5c42\u4ea4\u6362\u673a\u7684\u5730\u4f4d\u5c34\u5c2c\u4e86\u3002

\n
\n

\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u6000\u7591\u8fd9\u662f\u7528 AI \u804a\u5929 Vibe \u51fa\u6765\uff0c\u662f\u56e0\u4e3a\u8349\u6848\u6709\u8fd9\u4e48\u4e00\u53e5\uff1adraft-thain-wifi8-00 WiFi8 Protocol

\n

\u63d0\u6848\u4e2d\u7684\u201cWiFi8\u201d\u662f\u6307\u201c\u7528\u4e8e IPv8 \u7684\u65e0\u7ebf\u7f51\u7edc\u534f\u8bae\u6269\u5c55\u201d
\nhttps://www.thenetworkdna.com/2026/04/internet-protocol-version-8-ipv8.html

\n

\u4f46\u5728\u73b0\u5b9e\u4e2d\uff0cWiFi 8 \u7279\u6307 WiFi \u8054\u76df\u6b63\u5728\u8bbe\u8ba1\u3001\u4ecd\u672a\u5b8c\u6210\u7684 IEEE 802.11bn \u3002

\n

\u5f53\u4e0b IT \u4ece\u4e1a\u4eba\u5458\uff0c\u5c24\u5176\u662f\u7f51\u7edc\u884c\u4e1a\u4ece\u4e1a\u4eba\u5458\uff0c\u4e0d\u53ef\u80fd\u4e0d\u77e5\u9053\u672a\u6765\u6709 WiFi 8 \u3002
\n\u518d\u8bf4\u4e86\uff0c\u65e2\u7136\u73b0\u5728\u6709 WiFi 4 \u3001WiFi 5 \u3001WiFi 6 \u3001WiFi 7 \uff0c\u90a3\u4e48\u5f88\u81ea\u7136\u5730\u4f1a\u63a8\u5bfc\u51fa\u5c06\u6765\u5927\u6982\u7387\u4f1a\u6709 WiFi 8 \uff0c\u4ece\u800c\u4e3b\u52a8\u4f7f\u7528\u5176\u4ed6\u5b57\u8bcd\u4ee5\u907f\u514d\u9020\u6210\u6b67\u4e49\u3002

\n

\u6240\u4ee5\u8fd9\u4e0b\u5c31\u6709\u4e24\u4e2a\u53ef\u80fd\uff1a\u8981\u4e48\u662f\u4f5c\u8005\u7eaf\u624b\u5199+\u4e0d\u77e5\u9053 WiFi8 \uff0c\u8981\u4e48\u662f\u8ddf AI \u804a\u51fa\u6765\u7684 Vibe \u8349\u6848+\u4f5c\u8005\u6ca1\u68c0\u67e5\u3002

\n
\n

\u63d0\u5230\u517c\u5bb9 IPv4\uff0c\u63d0\u6848\u8bf4 IPv8 does not require dual-stack operation \u3002\u4e0d\u9700\u8981\u53cc\u6808\uff1f\u90a3\u4e48\u600e\u4e48\u4e92\u901a\uff1f\u9760\u7684\u662f\u201c8to4 \u96a7\u9053\u201d\u3002\u4f3c\u66fe\u76f8\u8bc6\uff0cIPv6 \u4e5f\u6709 6to4 \u96a7\u9053\u3002

\n

\u8fd8\u6709\u4e00\u70b9\u6211\u4e2a\u4eba\u89c9\u5f97\u662f\u5938\u5927\u5176\u8bcd\u7684\uff1aNo modification to IPv4 application required \uff08\u73b0\u6709 IPv4 \u5e94\u7528\u7a0b\u5e8f\u65e0\u9700\u4fee\u6539\uff09

\n

IPv4 \u5e94\u7528\u7a0b\u5e8f\u5728\u65b0\u7248\u7cfb\u7edf\u8fd0\u884c\u63a5\u6536\u5230 IPv8 \u5730\u5740\uff0c\u4f46\u5927\u91cf\u7a0b\u5e8f\u5185\u90e8\u7684sin_addr\u5927\u5c0f\u65e9\u5c31\u56fa\u5b9a\u4e86\u7684\uff0c\u6ca1\u529e\u6cd5\u5bb9\u7eb3 IPv8 \u5730\u5740\uff0c\u60f3\u5b58\u90fd\u5b58\u4e0d\u4e0b\u554a\u3002\u9664\u975e\u7ee7\u7eed\u5199\u5165\u5230\u540e\u9762\u7684 padding \u533a\u95f4\u3002
\n\u800c\u4e14\u65b0\u9ebb\u70e6\u4e0d\u6b62\u8fd9\u4e00\u4e2a\u3002htonl()\u548c ntohl()\u662f 32bit integer \u7684\u51fd\u6570\uff0c\u5927\u91cf\u7a0b\u5e8f\u65e9\u5c31\u5199\u6b7b\u4f7f\u7528 uint32 \u53d8\u91cf\u63a5\u53d7\u8fd4\u56de\u503c\uff0c\u4e00\u65e6\u4f20\u5165 IPv8 \u5730\u5740\u5c31\u53ea\u80fd\u622a\u65ad\u3002

\n

Nginx \u7684\u4f8b\u5b50\uff1a
\nhttps://github.com/nginx/nginx/blob/98fc3bb78e8daef25c3d850c9cba8c2f787fb99e/src/http/ngx_http_huff_encode.c#L186

\n
#define ngx_http_huff_encode_buf(dst, buf)                                    \\\n    (*(uint32_t *) (dst) = htonl(buf))\n
\n

https://github.com/nginx/nginx/blob/98fc3bb78e8daef25c3d850c9cba8c2f787fb99e/src/http/v2/ngx_http_v2.h#L341

\n
#define ngx_http_v2_write_uint32_aligned(p, s)                                \\\n    (*(uint32_t *) (p) = htonl((uint32_t) (s)), (p) + sizeof(uint32_t))\n
\n

\u8fd9\u4e48\u4e00\u6765\uff0c\u201cNo modification\u201d\u4e5f\u4e0d\u592a\u53ef\u80fd\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/jasperchou33", "name": "jasperchou33", "avatar": "https://cdn.v2ex.com/gravatar/ff09b95d693caf63d278780ac535d9b8?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206817", "title": "\u4ea4\u6d41\u4e0b plus \u90fd\u53bb\u54ea\u513f\u4e70\u7684", "id": "https://www.v2ex.com/t/1206817", "date_published": "2026-04-18T04:35:56+00:00", "content_html": "

\u5176\u5b9e\u73b0\u5728 plus \u4e00\u4e9b\u5361\u5bc6\u6e20\u9053\u662f\u4e0d\u8d35\u7684\uff0c\u5f88\u591a\u4eba\u53ef\u4ee5\u81ea\u5df1\u641e\u51e0\u4e2a\uff0c\u6210\u672c\u5f88\u4f4e\u3002

\n" } ] }