Experimenting with GKE Multi-cluster Inference Gateway and TPU Failover

GKE managed DRANET and Multi-cluster Inference Gateway are new enough that real-world failover patterns remain under-documented.

This experiment confronts the classic problem: what happens when a regional inference workload dies, but latency-sensitive users expect seamless continuity.

The author deliberately tests a cross-region TPU deployment with Gemma 3, not synthetic microbenchmarks, exposing the operational gap between claiming high availability and actually wiring it up with VPCs, fleets, and custom resource claims.

Experimenting with TPUs, GKE Managed DRANET, and Multi-cluster Inference Gateway

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