Where Do the Tokens Go? Understanding and Reducing Costs in LLM Agents for Vulnerability Discovery
A 200-trace CyberGym study finds reasoning dominates token cost, and AVRI lowers it.
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A 200-trace CyberGym study finds reasoning dominates token cost, and AVRI lowers it.

Wiz launched AI SAST in public preview to find code flaws traditional scanners miss.
Hugging Face's security.txt tells AI agents hunting for vulnerabilities to use the public CyberGym benchmark instead of hacking the site.

Anthropic's Claude Mythos Preview, its most cyber-capable model, autonomously completed an end-to-end enterprise intrusion simulation in restricted-access testing.
A seven-person independent team trained open-weight agentic cyber models via a data-centric post-training framework, ranking 10th on CyberGym and first at comparable scale.
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