Dynamic Cyber Ranges with LLM defender agents reduce attacker success to 0-55% and preserve evaluation headroom as models advance by using comparable capabilities on both sides.
Towards small language models for security query generation in SOC workflows
2 Pith papers cite this work. Polarity classification is still indexing.
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Reddit analysis of 892 posts shows SOC practitioners adopt LLMs mainly for controllable productivity work and constrain autonomy due to reliability, security, and cost concerns.
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Dynamic Cyber Ranges
Dynamic Cyber Ranges with LLM defender agents reduce attacker success to 0-55% and preserve evaluation headroom as models advance by using comparable capabilities on both sides.
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Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit
Reddit analysis of 892 posts shows SOC practitioners adopt LLMs mainly for controllable productivity work and constrain autonomy due to reliability, security, and cost concerns.