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    <title>Claude Code on Mengboy Tech Notes</title>
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      <title>Claude Code &#43; GitHub Actions CI Self-Healing Pipeline: Error Attribution, Minimal Patches, and Human Approval Gates</title>
      <link>https://www.mfun.ink/en/2026/04/06/claude-code-github-actions-ci-self-healing-pipeline/</link>
      <pubDate>Mon, 06 Apr 2026 01:17:34 +0000</pubDate>
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      <description>&lt;p&gt;If your CI keeps failing and engineers keep babysitting logs, you&amp;rsquo;re paying an invisible velocity tax. A production-grade AI self-healing pipeline is not &amp;ldquo;let the agent edit anything&amp;rdquo;. It&amp;rsquo;s a controlled loop: &lt;strong&gt;attribution, patching, approval, rollback&lt;/strong&gt;.&lt;/p&gt;
&lt;p&gt;This post gives you a deployable baseline: Claude Code proposes a minimal fix patch, GitHub Actions enforces risk gates and regression checks, and humans only approve at high-impact checkpoints.&lt;/p&gt;</description>
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      <title>Claude Code &#43; Codex for Multi-Model Development: Cost, Speed, and Quality (Practical Workflow)</title>
      <link>https://www.mfun.ink/en/2026/02/15/claude-code-codex-multi-model-collaboration/</link>
      <pubDate>Sun, 15 Feb 2026 10:30:00 +0800</pubDate>
      <guid>https://www.mfun.ink/en/2026/02/15/claude-code-codex-multi-model-collaboration/</guid>
      <description>&lt;p&gt;If you still use one model for everything, you usually pay in one of three ways: higher cost, slower delivery, or more rework.&lt;/p&gt;
&lt;p&gt;A better setup is role-based collaboration: Claude Code for planning and quality gates, Codex for fast implementation and batch edits.&lt;/p&gt;</description>
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