Understands platform & infrastructure Risk with an ability to assess the security, reliability, and resilience of the underlying technical platforms (including potential multi-cloud GPU orchestration, API gateways, third-party model providers, SaaS integrations, generative AI solutions, and open-source model pipelines). Ability to deep-dive into Gen AI system architectures-evaluating risks specific to LLMs/SLMs, model fine-tuning, retrieval-augmented generation (RAG), vector databases, prompt injection, hallucination rate thresholds, model drift, IP infringement, and training data privacy.