Operations | Monitoring | ITSM | DevOps | Cloud

The U.S. government has cataloged over 1,700 active AI use cases, and nearly 90% of federal agencies are already using or planning to use AI. The European Commission has disclosed nearly 1,500 AI use cases across EU member states. With over 3,200 combined AI use cases cataloged across the US and EU, public sector IT leaders face an identical roadblock: traditional application delivery controllers were not designed to parse or throttle Layer 7 LLM payloads, leading to backend GPU exhaustion.

Environment Tags are now available in env zero. You can attach key-value tags to any environment, like team=payments or cost-center=1042, to record ownership, cost attribution, or any other classification your project hierarchy doesn't express. Tags can be set in the UI or defined as code, filtered on across your estate, changed in bulk, and queried alongside your deployed infrastructure. The request came from customers managing ownership outside the platform.

Terraform drift detection tools help enterprise teams avoid the chaos and expense of uncontrolled infrastructure changes. Your cloud resources can drift out of sync when someone makes changes outside the normal IaC workflow. Picture getting an alert the moment someone tweaks your security group settings manually instead of using Terraform… this isn't just wishful thinking, it's possible with the right tools.

Most teams that say they have an enterprise cloud strategy mean that they have workloads running on a hyperscaler and a set of compliance controls documented somewhere. That is a cloud deployment, but it is not necessarily an enterprise cloud operating model. Google Cloud’s 2025 platform engineering research with ESG describes platform engineering as a strategic discipline tied to delivery, governance, and operational outcomes, rather than simply another infrastructure cost.

A stage-by-stage playbook for automating incident response: what to automate at detection, triage, and remediation, what to deliberately leave manual, and a checklist to run against your current setup. Sejal Pandey works on content and growth at Last9, writing about observability, reliability, and SRE practices.

The recent mystery around Ox Alpha last week and the week before was a fun slice of what makes social media fun. The hunt for the model provider and how people did that discovery should be studied. But, this post is more about stealth models in general. You might be wondering what the phrase “stealth model” even means and if you already know, you might still be curious about why companies release stealth models.

AI gross margin is what remains of SaaS profitability after inference, model routing, and AI infrastructure land in cost of revenue. The numbers have moved. AI products averaged 45% gross margin in 2025 and are projected near 53% in 2026, against the 70% to 85% that SaaS built its valuations on. The compression is real, measurable, and manageable for companies that can see their cost to serve.

Compare Periods launched with two display modes: Aligned and Overlay. The top request from customers was bringing back a true side-by-side view, the kind where two independent charts sit next to each other so you can compare the overall shape of each period. Split brings that back. But the team also added Delta, a new mode that shows the dollar difference between periods.