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    <title>Forem: Luciv Huang</title>
    <description>The latest articles on Forem by Luciv Huang (@lucivhuang).</description>
    <link>https://forem.com/lucivhuang</link>
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      <title>Forem: Luciv Huang</title>
      <link>https://forem.com/lucivhuang</link>
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      <title>Build a Claude Code plugin for SDD workflows that’s actually different – and it can survive interruptions, like, for real</title>
      <dc:creator>Luciv Huang</dc:creator>
      <pubDate>Sun, 10 May 2026 08:30:29 +0000</pubDate>
      <link>https://forem.com/lucivhuang/build-a-claude-code-plugin-for-sdd-workflows-thats-actually-different-and-it-can-survive-4667</link>
      <guid>https://forem.com/lucivhuang/build-a-claude-code-plugin-for-sdd-workflows-thats-actually-different-and-it-can-survive-4667</guid>
      <description>&lt;p&gt;I’ve been experimenting with spec-driven development workflows for AI coding, and I ended up building a Claude Code plugin called &lt;strong&gt;CodeSpec&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;What pushed me to build it wasn’t “how do we generate more specs?”&lt;/p&gt;

&lt;p&gt;It was more practical stuff:&lt;/p&gt;

&lt;p&gt;work often spans multiple sessions&lt;/p&gt;

&lt;p&gt;brownfield projects need code exploration before planning&lt;/p&gt;

&lt;p&gt;implementation often leads to small plan changes&lt;/p&gt;

&lt;p&gt;interruptions shouldn’t force you to restart from scratch&lt;/p&gt;

&lt;p&gt;So &lt;strong&gt;CodeSpec&lt;/strong&gt; is built around a resumable workflow: spec → clarify → plan → tasks → implement → review, with state persisted after each stage.&lt;/p&gt;

&lt;p&gt;A big part of the value for me is that it helps with some of the SDD issues that show up in practice:&lt;/p&gt;

&lt;p&gt;treating specs as alignment artifacts, not permanent docs humans must maintain forever&lt;/p&gt;

&lt;p&gt;supporting iteration after implementation, instead of a one-way pipeline&lt;/p&gt;

&lt;p&gt;handling existing codebases better, instead of assuming greenfield&lt;/p&gt;

&lt;p&gt;resuming from checkpoints instead of rebuilding context every time&lt;/p&gt;

&lt;p&gt;That last part also saves tokens in a pretty real way. If a session gets interrupted, I don’t need to re-feed the full requirement, design decisions, and task progress back into the model. I can just continue from the current stage. Less repeated context, less token burn, less mental overhead.&lt;/p&gt;

&lt;p&gt;I’ve looked at projects like SpecKit and OpenSpec, and I think they helped push the SDD conversation forward. My goal here was just to focus more on the operational side of SDD: recovery, iteration, and making it usable for longer-running work.&lt;/p&gt;

&lt;p&gt;GitHub: &lt;a href="https://github.com/LucivHuang/CodeSpec" rel="noopener noreferrer"&gt;https://github.com/LucivHuang/CodeSpec&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Would love to hear how other people are handling longer-running SDD workflows in Claude Code.&lt;/p&gt;

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      <category>ai</category>
      <category>claude</category>
      <category>productivity</category>
      <category>showdev</category>
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