Platform engineers deploying self-hosted LLMs on GPU infrastructure face a complex optimization problem: selecting GPU type, batch size, quantization level, and auto-scaling parameters to meet SLA targets without over-provisioning costly hardware. This agent runs a capacity planning analysis and delivers a right-sized infrastructure specification.