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Contextualization is addressed with contextualization, re-deriving each finding's severity from evidence in the environment where the finding lives, and evaluates it in a production field study of 9,967 vendor HIGH findings from two commercial cloud security platforms across eight real production environments.
This work evaluates the Sola Security Brain, a security intelligence layer whose relational substrate is resolved offline and whose security logic is evaluated against it at query time, against two coding agents operating the same live AWS environment through a read-only CLI, Claude Code and OpenAI Codex, over 28 inves...
Open Security Benchmark is presented, a framework that benchmarks agentic AI on security posture management work and surfaces a curated enterprise environment that evaluates posture investigation across two modalities: text-to-SQL over a relational snapshot and each vendor's native API over a served instance of the sam...
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