Why it matters
Ashley Song and collaborators evaluate test-time compute strategies on two operational cybersecurity agents: a container vulnerability analysis workflow and a server-alert triage system. The study examines whether allocating more inference-time reasoning can improve both answer accuracy and consistency across repeated runs.
My takeaway: Treat inference-time compute as an explicit evaluation and deployment variable. Measure accuracy, consistency, latency, and cost across repeated runs; set budgets separately for each security workflow; and preserve deterministic checks and human escalation for high-consequence findings.