Infrastructure and Capacity Planning: Design AI infra blueprints spanning data, compute, GPU/TPU capacity, observability, and security, ensuring optimal cost-performance balance and resilience.
Design for repeatability. Define configuration boundaries, update frequency, operating costs and reusable components. In the technology variant, additionally own approved API, orchestration, identity, reliability and deployment designs, supported by engineering review.
Demonstrated client discovery, framework design, quantitative interpretation and cross-functional leadership. Foundational AI learning through a certificate, assessed course or equivalent, plus a practical example of AI-assisted research with source checking.