AI SECURITY TOOL EVALUATION FRAMEWORK REPORT A Strategic Guide for CISOs2 AI Security Tool Evaluation Framework: A Strategic Guide for CISOs A UNIFIED AI SECURITY IMPERATIVE The nondeterministic nature of AI systems means that AI security teams need deeper visibility into developer machines, including what agents are running, the tools they can access, and the models and runtime environments. The attack surface is fundamentally different from traditional software. Its center houses models, agents, tools, RAG pipelines, data, and infrastructure, surrounded by core attack classes such as jailbreaks, data poisoning, tool hijacking, reasoning drift, and prompt injection. Beyond this, an evolving outer ring of threats, such as autonomous chain exploits, multi-agent relay attacks, and p

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