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      <title>Devin AI agent: inside the VM architecture</title>
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      <description>Devin AI creates pull requests in under 10 minutes by running inside a sealed virtual machine, keeping local environments clean.</description>
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      <description>Early 2025 data shows Devin failed 14 of 20 real-world tasks. Explore why spec-driven orchestration now beats single-agent autonomy for engineers.</description>
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