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    <title>Code Context on Amit Naik</title>
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      <title>SigMap makes code structure explicit</title>
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      <description>This bookmark introduces SigMap, which produces deterministic code maps across multiple languages. Explicit symbols and structural references can help agents navigate a repository with less ambiguity than relying only on prose descriptions or raw text search.</description>
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      <title>Ripwire maps code with Tree-sitter</title>
      <link>https://amitnaik.com/til/2026-09-28-ripwire-maps-code-with-tree-sitter/</link>
      <pubDate>Mon, 28 Sep 2026 08:59:36 -0700</pubDate>
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      <description>Ripwire uses Tree-sitter to extract structural information from code. The project offers another approach to giving coding agents compact, navigable context while retaining concrete references to the underlying repository.</description>
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      <title>Combining semantic, lexical, and exact code search</title>
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      <pubDate>Mon, 28 Sep 2026 08:59:32 -0700</pubDate>
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      <description>Qwen&amp;#39;s article introduces zg, a local search approach combining semantic retrieval, BM25, and ripgrep. Different search modes answer different questions: conceptual similarity, keyword relevance, and exact matches are complementary tools for exploring a codebase.</description>
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