Predictive Infrastructure Scaling

Agent analyzes historical traffic patterns, pre-scales Kubernetes clusters before demand spikes, and negotiates spot instances for non-critical workloads.

Impact: 35% cloud cost reduction. Zero downtime during traffic spikes.

Architecture overview

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