An inference platform on Azure starts with the gateway, not the GPU.
How to choose where models run on Azure, and the shared front door that turns them into a platform: identity, token limits, failover and cost per team.
A FIELD GUIDE TO BUILDING IN THE CLOUD
Practical guides, lessons learned, and useful resources for your cloud-native journey.
Notes from Ravindra KumarTHE LATEST FIELD NOTE
Cloud & DevOpsHow to choose where models run on Azure, and the shared front door that turns them into a platform: identity, token limits, failover and cost per team.
Read the guideTokens are the new quota.
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FROM THE NOTEBOOK
How to choose where models run on Azure, and the shared front door that turns them into a platform: identity, token limits, failover and cost per team.
What a platform team should give AI agents before they reach real tools, and three real incidents that show what happens without it.
A calm, practical checklist for debugging Kubernetes pods—before you reach for another restart.
A small review routine for spotting replacements, unexpected drift, and changes that deserve a second look.
SMALL STEPS. REAL PROGRESS.