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arXiv — cs.AI

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Sigma-Hunter: A Domain-Specific Language Model for Threat Hunting and Detection Engineering

Detection engineers must translate threat reports, forensic observations, and hunt hypotheses into precise, testable rules. General-purpose large language models (LLMs) can draft such rules, but often produce invalid YAML, incorrect log sources, unsupported fields, or overly…

arXiv — cs.AIBy: Kemal Davaslioglu, Sastry KompellaOctober 8, 2026 (Oct 8)
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AI Summary & Key Takeaways

  • Detection engineers must translate threat reports, forensic observations, and hunt hypotheses into precise, testable rules
  • General-purpose large language models (LLMs) can draft such rules, but often produce invalid YAML, incorrect log sources, unsupported fields, or overly…
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Sigma-Hunter: A Domain-Specific Language Model for Threat Hunting and Detection Engineering

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