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According to Nokia, AI-generated traffic in most mobile networks is at an early stage, with application maturity and adoption by consumers and enterprises only at the start of a broader AI super cycle.  The Finland based company analyzed more than 50 AI applications and came to three conclusions: higher uplink traffic, overall data growth and... Read more →

ONES 4.2 adds Day-0 automation, controller and Docker monitoring, new licensing options, expanded SSD telemetry, and interface link flap history.

AI workloads require coordinating GPUs, storage, and apps, making networking a core factor in AI scalability and ROI via openness and standardization.

A migration report details moving from STP-based Layer 2 to SONiC leaf-spine with MCLAG, using parallel build and a firewall-based gateway.

Itential’s Spec-Driven Development adds a five-stage, approved lifecycle for infrastructure automation, improving traceability and governance.

Itential says MCP server design should focus on outcomes, curated tools, bounded resources, guardrails, and failure handling for production reliability.