4-5 years of hands-on systems experience
Backend engineering depth: production experience in Python, Go/Rust, comfortable owning services
Kubernetes at scale: scheduler behaviour, resource requests/limits, HPA/VPA, node pool design
Cloud and on-premise infrastructure: GCP fluency, IaC (Terraform), CI/CD, and comfort operating in
GPU workload understanding: familiarity with throughput profiling, batching, KV-cache behavior
Observability and reliability: metrics, traces, logs, SLOs

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