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    <title>Blog Posts on Ashfaaq Farzaan</title>
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      <title>CyberSOCEval: A Surprising Lesson from the Malware Reasoning Benchmark</title>
      <link>https://ashfaaq.dev/blog/cybersoceval-reporting/</link>
      <pubDate>Wed, 05 Aug 2026 00:00:00 +0000</pubDate>
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      <description>Exploring how input structure affects LLM reasoning in cybersecurity, using JSON, TOON, Graph, and Markdown representations.</description>
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      <title>Inside ORACLE: How AVA Triages Alerts Like a Senior Analyst</title>
      <link>https://ashfaaq.dev/blog/inside-oracle-hypothesis-driven-triage/</link>
      <pubDate>Sun, 05 Jul 2026 00:00:00 +0000</pubDate>
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      <description>An inside look at AVA&amp;rsquo;s hypothesis-driven triage framework: how it reasons like a senior analyst across six stages, and gets sharper with every alert it sees.</description>
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      <title>Cyber LLM Benchmark Hub: A Home for Measuring AI in Cybersecurity</title>
      <link>https://ashfaaq.dev/blog/cyber-llm-benchmark-hub/</link>
      <pubDate>Wed, 24 Jun 2026 00:00:00 +0000</pubDate>
      <guid>https://ashfaaq.dev/blog/cyber-llm-benchmark-hub/</guid>
      <description>A central place to compare cybersecurity LLM performance across tasks, domains, and models. The hub brings together 35 benchmarks, 78 models, and 10 categories.</description>
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      <title>The Third Verdict</title>
      <link>https://ashfaaq.dev/blog/the-third-verdict/</link>
      <pubDate>Fri, 10 May 2024 00:00:00 +0000</pubDate>
      <guid>https://ashfaaq.dev/blog/the-third-verdict/</guid>
      <description>Exploring the nuances of AI agent decision-making and accountability in autonomous cyber operations.</description>
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