Week of Jul 13–19, 2026

Researchers evaluate security agents at fixed cost levels on offensive Cybench challenges and defensive Splunk BOTS v1 investigations, splitting spend into inference and tool use. They find offensive success rises with test-time compute, while defensive investigation depends more on disciplined tool use and telemetry navigation, and argue benchmarks should report cost and operational fit alongside success.