A new graph representation methodology called RIFT-Bench automates adversarial testing for autonomous AI systems. It uses a two-phase process to discover system structures and scan for vulnerabilities. This framework allows unified security evaluations across diverse agent architectures. Practitioners can now identify implementation-specific attack vectors that traditional LLM benchmarks typically miss.