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    <title>Z3 on Corey Leavitt</title>
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      <title>Sound integer abstraction in nelli&#39;s symbolic executor</title>
      <link>https://blog.leavitt.dev/posts/nelli-sound-integer-abstraction/</link>
      <pubDate>Tue, 08 Sep 2026 00:00:00 +0000</pubDate>
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      <description>A symbolic executor has to encode every integer for the solver. Bit-vectors are correct but slow; unbounded integers are fast but unsound. nelli runs on bit-vectors and abstracts to unbounded integers only where it can prove the abstraction is safe.</description>
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      <title>nelli: one engine for property testing, fuzzing, and symbolic execution</title>
      <link>https://blog.leavitt.dev/posts/nelli-one-engine/</link>
      <pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate>
      <guid>https://blog.leavitt.dev/posts/nelli-one-engine/</guid>
      <description>nelli is a Nim testing library built on a choice-sequence engine. Because a test input is just a recorded sequence of typed choices, the same engine drives property testing, coverage-guided fuzzing, and SMT-backed symbolic execution.</description>
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