Operations | Monitoring | ITSM | DevOps | Cloud

What caught my attention in the recent OpenAI and Hugging Face incident wasn’t any one exploit. It was the way the models could keep progressing across systems, combining techniques and acting with a level of speed and persistence that changes how security teams need to operate. The incident emerged during internal cybersecurity evaluations in July 2026.

Kubernetes has become a standard foundation for modern containerized applications, but operating clusters still requires significant engineering work. In the CNCF’s 2025 annual cloud native survey, published in January 2026, 82% of container users reported running Kubernetes in production. As adoption matures, the question for many teams is no longer whether to use Kubernetes, but how much of the operational burden they want to own.

A software factory is a system for turning engineering intent into production software through repeatable, increasingly automated workflows. It connects the tools, infrastructure, people, agents, validation, and delivery controls required to move work from an idea or issue into production. Coding agents have made the model newly relevant. Teams can now produce software changes much faster than traditional development processes were designed to evaluate and coordinate.

Token-based pricing charges for AI by the volume of text a model processes, metered separately for input tokens (what you send) and output tokens (what the model returns). As of 2026, OpenAI, Anthropic, and Google all bill their APIs this way, and the model is spreading into enterprise chat products. Bills scale with usage rather than seats.

ElevenLabs pricing runs from a free plan to $990 per month across six published tiers, with custom Enterprise above that. Plans meter usage in credits, where one credit roughly equals one character of speech. Voice agents cost $0.08 per minute on every tier, plus separate LLM and telephony charges. The AI agency PxlPeak published its own ElevenLabs invoice: $303 for January 2026, covering voice content for six clients, IVR systems for two, and live voice agents for three.

Kling AI pricing runs from a free tier of 66 daily credits to a reported $180 per month, with annual billing about 34% cheaper. Kling 3.0 bills per second: 6 to 12 credits for standard resolutions and 30 for native 4K. The API sells separate prepaid packages from $9.80 to $7,560.

Upsun Dispatch is generally available to the public as of today. Our previous article explains what it is and why we built it. This round, we take you into the details of how it works, the primitives it consists of, and the functionality available right away. You'll also get a glimpse of our roadmap at the end of the article.

Azure monitoring looks straightforward when managing a single environment. Azure Monitor, Log Analytics, Azure Monitor Agent and Azure Policy provide a comprehensive set of tools for collecting and analysing telemetry. For a Managed Service Provider (MSP), however, the challenge changes significantly when the service needs to support dozens or hundreds of customers.

Why does the VPN work for most of the company while one branch office, or a handful of remote staff, reports that it won't connect or crawls the moment they sign in? The difficulty with VPN troubleshooting is that the tunnel relies on every layer below it. If the laptop, home Wi-Fi, internet route, gateway, or security policy on either end misbehaves, the connection suffers. One complaint about a slow file share could originate at any of those points.

An IT incident costs the most in the minutes between the first alert and the first owner. Incident management tools exist to shrink that window. However, choosing the best incident management tools is not as straightforward as we’d like it to be. The 2026 market has its own complications, Opsgenie is going away on April 5, 2027, and Squadcast has been folded into SolarWinds.