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B2B Engineering Insights & Architectural Teardowns

Predictive autoscaling for GPU in Kubernetes

Predictive autoscaling for GPU workloads in Kubernetes reduces the gap between traffic spikes and GPU provisioning. In this case, the system failed because reactive scaling was always late. The system encountered not a bug, but the physics of infrastructure. A critical service crashed under load rather than simply degrading: users experienced 15–20% errors, while Kubernetes … Read more

Agent Optimization in Foundry: Request Economics

Agent optimization in Microsoft Foundry begins not with reducing token cost, but with the price of a successful outcome. For an agentic system, this is more important because one result often requires multiple model requests. The main issue here is not the model itself, but that a prototype can easily become the production default. In … Read more

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