Coding Agents Aren't Enough! Evaluating an Enterprise Security Brain for Agentic Cloud Investigations
Read the original on arXiv AI →The article evaluates the Sola Security Brain, a purpose-built security intelligence layer, against a general-purpose coding agent (Claude Code) on 28 cloud‑security investigation tasks. The Sola Security Brain achieved 0.693 coverage versus 0.387 for the coding agent, a 79.2% relative gain, and outperformed the agent on 25 of 28 tasks while incurring far lower reasoning and cost per unit of coverage. The study also identifies a ‘sample‑and‑generalise’ pattern where the live agent reports universal negatives based on limited sampling, illustrating a potential efficiency trade‑off in cloud investigations.
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