Martin Pinzger

The paper demonstrates that linking team bonus points to measurable security improvements significantly reduces code security issues in a controlled educational experiment.

The paper introduces a meta-scaffold, CSI, which demonstrates that combining multiple, structurally heterogeneous LLM-driven cybersecurity agents via a shared blackboard architecture significantly outperforms any single agent or scaffold.