Real‑time scaling for inference/fine‑tuning with GPU‑aware algorithms, targeting 30–40% lower GPU spend while keeping P95 predictable.

Dynamically scale Kubernetes clusters with predictive policies for cost and performance across clouds.

Scale to match bursty traffic while meeting latency SLOs.

Prometheus/OTel metrics with long‑term, multi‑tenant storage and a multi‑cluster dashboard.