A developer transitioning from B2B SaaS to inference engineering outlines the core technical stack: coordinating work across GPU model replicas using tools like Nvidia Dynamo or llm-d, running models with inference engines like vLLM or SGLang, and reusing cached computations through prefix caching services. The role emphasizes systems engineering—stitching together existing APIs and services rather than building net-new code.