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    <title>DEV Community: Quy Dinh</title>
    <description>The latest articles on DEV Community by Quy Dinh (@dvquy13).</description>
    <link>https://dev.to/dvquy13</link>
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      <title>DEV Community: Quy Dinh</title>
      <link>https://dev.to/dvquy13</link>
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      <title>Helping Claude Code Remember: How I Built a Local Session Recall Tool</title>
      <dc:creator>Quy Dinh</dc:creator>
      <pubDate>Fri, 10 Apr 2026 01:44:36 +0000</pubDate>
      <link>https://dev.to/dvquy13/helping-claude-code-remember-how-i-built-a-local-session-recall-tool-4p11</link>
      <guid>https://dev.to/dvquy13/helping-claude-code-remember-how-i-built-a-local-session-recall-tool-4p11</guid>
      <description>&lt;p&gt;Every Claude Code session starts fresh. That's fine at first, but 1,000+ sessions in, I had weeks of decisions technically on disk and practically unreachable. The sessions live in &lt;code&gt;~/.claude/projects/&lt;/code&gt; as raw JSONL packed with tool calls and thinking blocks—readable in theory, but nobody is trawling through that.&lt;/p&gt;

&lt;p&gt;I built &lt;a href="https://github.com/dvquy13/qrec" rel="noopener noreferrer"&gt;qrec&lt;/a&gt;: a local session recall tool that strips the noise, indexes everything with hybrid search (BM25 + semantic + RRF), and lets a Claude Code agent retrieve past decisions on demand. No tokens spent; your data stays on your machine.&lt;/p&gt;

&lt;p&gt;The use case I didn't design for ended up being the most useful: context handoff. Deep in a 200-turn session about to hit the context limit, I opened a fresh one and typed "pick up context from the previous session." It came back with the exact decision we'd been circling, and we continued at ~15% context usage.&lt;/p&gt;

&lt;p&gt;The full post covers what I tried first (QMD, claude-mem), the bets I made on transparency and local-only execution, and—honestly—why the eval is still unsolved.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://dvquys.com/posts/introducing-qrec/?utm_source=devto&amp;amp;utm_medium=crosspost&amp;amp;utm_campaign=introducing-qrec" rel="noopener noreferrer"&gt;Read it on my blog →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

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      <category>claude</category>
      <category>devtools</category>
      <category>opensource</category>
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