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Autonomous Operations Require Infrastructure Most Enterprises Don’t Have
Autonomous operations infrastructure is the conversation the industry is having. The infrastructure maturity required to support it safely is not. Microsoft is shipping autonomous remediation. AWS is building self-healing infrastructure into every operations layer. Every major infrastructure vendor is converging on the same vision: AI agents that operate your environment at machine speed, without waiting…
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The Network Is Becoming the AI Control Plane
The industry thinks AI infrastructure is a GPU problem. It is actually an AI control plane problem — and the control plane is relocating into the network fabric. The more scheduling intelligence moves into that fabric layer, the less important the individual compute node becomes — and the more important the layer that determines where…
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AI Placement Decisions Are Architecture, Not Optimization
AI placement latency is not the problem most teams think they are managing. The default framing treats it as an optimization variable — pick the cheapest compute that meets the SLA, centralize inference, optimize for utilization, revisit locality later when the architecture matures. That framing is wrong in a way that compounds over time. AI…
