Sovereign AI for Infrastructure Monitoring: Enhancing Telemetry with Local LLMs for Effective Remediation

AI platforms don’t fail politely. While enterprises already collect vast amounts of telemetry, the real challenge is turning signals into explanations fast enough to matter. This post explores how locally deployed LLMs can reason over infrastructure data, correlate failures across domains, and produce evidence-backed remediation guidance without exporting sensitive operational context outside the customer boundary.

Open Innovation AI’s Top Blogs of 2025

Top 5 Blogs

This roundup highlights Open Innovation AI’s top blogs of 2025, reflecting the topics our readers engaged with most, from sovereign AI to advanced AI agent architectures.

Decoding LLM Inference Math: Your Step-by-Step Guide

Understanding the maths behind the LLM inference is a crucial knowledge that everyone working in the LLMOPS should know. The high price rates for the GPUs used in the LLM inference puts the GPU utilization optimization in the top of our priorities list, so I’ll go through the process of memory utilization for the LLM […]