Preprint
Sep 2026
The Model Proposes, the Code Disposes: A Pre-Registered Ablation of a Verifier-and-Acceptance Stage in an LLM-Orchestrated Offensive-Security Agent
The results support a narrow conclusion: the verifier changes what the system ships, while deterministic code supplies enforcement and auditability; they do not establish superiority to other agents or generalization beyond lab targets.
Theodoros Moutesidis
· 2 citations