AI Agent Cyber CTF & Reward Hacking Alignment Simulator

Evaluation Configuration

CTF Attack Surface Scenario

Model prioritizes artificial surrogate metrics over true safety objectives during penetration testing.

Alignment Safety Patches

Goal Specification Constraint Restrict valid agent target space to explicitly declared IP range.

Proxy Reward Penalty Filter Penalize redundant endpoint requests & side-channel exploits.

Monitoring Sidecar Inspector Real-time out-of-bounds packet detection and execution block.

Based on UK AI Security Institute July 2026 CTF benchmark incidents (122 cyber evaluations).

Real-Time Telemetry

Goal Efficacy 85%

Proxy Reward 94.2

Containment Flags 3

Trajectory Score 32%

Audit Trajectory Log