… Apply health checks and backend policies to the pool to ensure load balancing relies on your custom hardware metrics. Configure an InferenceObjective to instruct the gateway to route prompts to the region with the highest availability, avoiding overloaded TPUs. …
… New product: Scale your AI workloads with the new OpenTelemetry-Based TPU AI Telemetry Collector Agent . For the first time, you can route high-fidelity TPU hardware telemetry to Google Cloud Monitoring, Google Managed Prometheus, or your own self-hosted Grafana stack. …
… Posted in AI infrastructure Compute Storage & Data Transfer TPUs Related articles Containers & Kubernetes Scaling Ray Serve LLM on GKE: Performance without losing the developer experience By Spencer Peterson • 3-minute read Containers & Kubernetes Report: GKE Inference Gateway delivers up to 92% fa…
… For heavy training : Compute accelerators like our new TPU 8t deliver tremendous scale to train the world's most sophisticated models. For low-latency inference: The TPU 8i, meanwhile, was purpose-built to maximize on-chip memory, so agents can think and react in real-time. …
… The AI workload security blueprint for GKE identifies three critical layers of the AI stack. Here's how Google Cloud and GKE approach security at each of these layers. Infrastructure Layer: Hardware-Attested Execution You can't have a secure AI workload on an insecure cluster. …
… Here’s an example formula: Reference images + Relationship instruction + New scenario A developer’s guide to training with Ironwood TPUs : In this guide, we hear from Lillian Yu, CPA, CA , Product Strategy and Operation, and Liat Berry, Product Manager, on five strategies within the JAX and MaxText… …
… GKE didn't just win; it completely redefined inference efficiency across three critical metrics: Higher throughput: 15.7% more tokens processed per second, enabling higher request capacity or reduced hardware needs for the same workload Much faster time to first token TTFT : 92.8% shorter wait time… …
… Posted in Systems Infrastructure Sustainability Related articles Networking How we evolved Google’s global and data center networks for the AI era By Bikash Koley • 7-minute read Systems How Google Does It: Fleet-wide, large-scale A/B experimentation By Nilay Vaish • 8-minute read Networking Introd…
… Posted in Networking Infrastructure Modernization Hybrid & Multicloud Developers & Practitioners Related articles Networking Cloud Network Insights: end-to-end observability for the Cross-Cloud Network By Poonam Yadav • 7-minute read Containers & Kubernetes Report: GKE Inference Gateway delivers up…
… Posted in Containers & Kubernetes AI infrastructure llm-d Related articles Security & Identity Securing the AI supply chain on GKE: Introducing k8s-aibom for automated AI BOMs By Glen Messenger • 5-minute read Containers & Kubernetes Scaling Ray Serve LLM on GKE: Performance without losing the deve…
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