Platform Intelligence & Automation: Build scalable deployment assets including benchmarking systems, automation tooling, AI starter kits, deployment frameworks, operational playbooks, finetuning workflows, and reference architectures that improve deployment velocity and platform adoption. AI Infrastructure & Forward Deployed Engineering Experience: Experience working in Forward Deployed Engineering, AI Infrastructure, Technical Consulting, AI Platform Engineering, or equivalent customer-facing engineering roles supporting production AI systems.