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    <title>Abbreviatory on SoftDevStudio.com</title>
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      <title>Abbreviatory Launches With Run History, an MCP Server and Git Diff Reports</title>
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      <description>&lt;p&gt;&lt;a href=&#34;https://abbreviatory.com/what-context-reduction-is-and-why-abbreviatory-does-it-without-a-language-model/&#34;&gt;Abbreviatory&lt;/a&gt;, the studio&amp;rsquo;s twenty-first project, deals with output nobody reads in full: a test run with 1,204 passes and 7 failures, a 5.6 MB log, a 720 kB API response. It cuts that down to a short report by rules, with no language model. Failures, errors and warnings come first, repeats fold into one line with a count, and the report never goes over a byte budget. Everything it leaves out has a reference that brings back the original lines, byte for byte. That log of 63,369 lines comes out at 3,075 bytes.&lt;/p&gt;</description>
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