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Breaking the Vendor Lock in Network Automation: A Pure Python Architecture
In the world of Infrastructure as Code (IaC), servers are a solved problem. We spin up thousands of VMs with a single script. But the network layer? That often remains a manual bottleneck. The reason is the “Multi-Vendor Trap.” Enterprise networks are rarely homogeneous. They are a patchwork of routers,…
2026-02-16
DZone (IoT)
By Dippu Kumar Singh
A Pattern for Intelligent Ticket Routing in ITSM
In the world of IT Service Management (ITSM), the Service Desk often acts as a human router. A ticket comes in, a coordinator reads it, checks a spreadsheet to see who is on shift, remembers who is good at databases versus networking, and then assigns the ticket. This process is…
2026-02-10
DZone (IoT)
By Dippu Kumar Singh
An AI-Driven Architecture for Autonomous Network Operations (NetOps)
In the modern enterprise, the divide between Systems Engineering (SE) and Operations (Ops) is growing. SE teams architect complex, zero-trust networks, while Ops teams are left to maintain them with limited visibility and outdated runbooks. When a critical incident occurs, the escalation path is predictable: Ops attempts to troubleshoot, fails…
2026-02-09
DZone (IoT)
By Dippu Kumar Singh
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