Operations | Monitoring | ITSM | DevOps | Cloud

From Incident Data to Operational Knowledge: A Safer Role for Generative AI in IT Ops

IT operations teams produce an enormous amount of information. Alerts, logs, incident messages, deployment records, support tickets, runbooks and post-incident reviews all contain operational knowledge. The problem is that much of this knowledge remains fragmented and difficult to reuse. Generative artificial intelligence can help organise and transform this information, but its safest role is not unrestricted control over production infrastructure. Its strongest initial use cases involve reading, summarising, classifying and drafting information for an engineer to review.

5 NFPA 241 Fire Watch Requirements Every Construction Site Must Know

A failed fire inspection can stop work on a job site for several days. Every day the site does not run, there are costs. The job still has to pay for workers, equipment, and other charges. Many superintendents know that a fire watch is needed at times. Not as many know that NFPA 241 tells exactly when you need it, how long it should be done, and who can be the person in charge.

Alert Fatigue Is Now a Reliability Risk in 2026

Two big reliability surveys landed in 2026, and together they deliver an uncomfortable verdict: alert fatigue has stopped being a morale complaint and turned into a measurable production risk. Engineers are drowning in signals, most of which mean nothing, and the noise is now directly causing outages.

Safer Pipeline Changes, Flexible Deployment, and More

August 5, 2026 The latest VirtualMetric DataStream release focuses on how pipeline changes move from idea to deployment, safely and without slowing teams down. Version 2.1 puts a deliberate step between building a pipeline and shipping it to production, along with new deployment options for Directors and multi-tenant ingestion for teams managing data across many customers. Here’s what’s new.

What Is a ROADM?

A Reconfigurable Optical Add-Drop Multiplexer (ROADM) is a network element that selectively routes specific wavelengths of light across a fiber optic network without converting the signals into the electrical domain, forming the very foundation of modern optical transport networks. It allows operators to manage data traffic dynamically at the photonic layer. Fixed OADMs came first.

Infrastructure Monitoring Tools Enterprise IT Teams Should Evaluate in 2026

As enterprise IT environments become increasingly distributed, monitoring infrastructure performance is more challenging than ever. Organizations must manage on-premises systems, cloud services, virtualized environments, databases, networks, containers, and digital workspaces from a unified operational framework. This growing complexity has elevated the importance of modern infrastructure monitoring tools that provide end-to-end visibility, proactive alerting, and intelligent diagnostics.

Best Synthetic Monitoring Tools for Citrix, Web Apps & Digital Workspaces

Employee productivity and customer satisfaction depend on the consistent performance of digital workspaces, virtual desktops, web applications, and SaaS platforms. While reactive monitoring identifies issues after users experience them, synthetic monitoring tools enable organizations to detect and resolve performance problems before business operations are affected.

The August 6, 2026 GitHub Actions Outage: Queued Jobs, Throttled Webhooks, Impact Lasting 10 Hours

On August 6, 2026, GitHub opened an incident for degraded Actions performance at 15:22 UTC. Within about twenty minutes, Actions availability was listed as degraded, workflow runs were failing to start or failing partway through, and the Actions REST API was returning errors. Pages was pulled into the same incident shortly afterwards. The status page marked Actions and Pages as mitigated at 00:05 UTC on August 7, and closed the incident at 02:04 UTC.