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    <title>DEV Community: Raghav VS</title>
    <description>The latest articles on DEV Community by Raghav VS (@raghav_vs_b582b34b67d1d01).</description>
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      <title>DEV Community: Raghav VS</title>
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      <title>BugLens</title>
      <dc:creator>Raghav VS</dc:creator>
      <pubDate>Thu, 08 Oct 2026 10:29:53 +0000</pubDate>
      <link>https://dev.to/raghav_vs_b582b34b67d1d01/buglens-4h9f</link>
      <guid>https://dev.to/raghav_vs_b582b34b67d1d01/buglens-4h9f</guid>
      <description>&lt;p&gt;Many bug reports in open-source projects arrive as a screenshot and one line of text. Before anyone can fix them, a maintainer has to rewrite the report in the project's issue format and work out which file is responsible, and new contributors often get stuck at that step.&lt;/p&gt;

&lt;p&gt;BugLens takes a public GitHub repository, a screenshot of the bug and one sentence. It returns:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;An issue draft that follows the repository's own issue template and uses only its real labels. Details nobody stated are marked [please confirm] instead of being invented.&lt;/li&gt;
&lt;li&gt;The top suspected files, each with a reason, a confidence value and the code excerpt that search matched, linked to the exact lines.&lt;/li&gt;
&lt;li&gt;A plain-language brief for a first-time contributor.&lt;/li&gt;
&lt;li&gt;Similar existing issues, so duplicates are noticed before filing.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Gemma 4 reads the screenshot, ranks the candidate files and writes the draft. Code search runs locally with an open-source embedding model and combines three signals: meaning, exact on-screen text, and file names seen in stack traces. The model can only choose among files that search found, so it cannot make up a path.&lt;/p&gt;

&lt;p&gt;In our demo on a real, already-fixed bug from the File Browser project, BugLens ranked first the one file that the maintainers' fix changed, out of 353 files.&lt;/p&gt;

&lt;p&gt;BugLens finds likely files. It does not fix the bug, and its output is a suggestion to verify before filing.&lt;/p&gt;

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      <category>automation</category>
      <category>github</category>
      <category>opensource</category>
      <category>softwaredevelopment</category>
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