Operations | Monitoring | ITSM | DevOps | Cloud

Tokens per watt (TpW) – the measure of useful AI work produced per watt of energy consumed – is the metric at top of mind for CEOs, heads of AI, and infrastructure teams alike. With the tremendous cost of GPU clusters, extracting as much value as possible from the expense is critical. But in the pursuit of tokens, it’s important to remember that hardware efficiency isn’t the only factor influencing data center operating costs, or the output of useful, revenue-generating AI work.

The previous post in this series focused on shared context and why hybrid operations depend on a connected view across cloud, network, and infrastructure. Once that context is in place, the operational benefits become easier to see—especially during incident response, where signal volume and fragmented tooling can slow teams down. Alert noise remains one of the most persistent challenges in hybrid environments. Every layer of the stack can generate its own warnings, anomalies, and service events.

Discover the Megaport MCP Server and how it enables AI-powered, agentic networking through natural language access to network infrastructure. By Miwa Fujii, Community Manager - Terraform and Ryan Tucker, Solutions Architect In the cloud networking era, we’ve moved from manual configurations in the Portal to Infrastructure as Code (IaC), Terraform. But the next frontier isn’t just code, it’s intelligence. We are pleased to announce the release of the Megaport MCP Server (Open Beta).

Environment drift persists when teams standardize code but leave infrastructure, data, and access decisions to individual teams and manual setup. Most teams know their environments are not identical. What they underestimate is how quietly the gap widens. A database version is out of sync between production and staging; an environment variable is added manually to one server but never tracked; a cron job runs in production but was never captured in the dev config.

The Shai-Hulud lineage has a new face. On June 1, 2026, security teams independently flagged a fresh supply chain compromise inside the @redhat-cloud-services npm namespace. 32 packages and 96 versions were all republished with a credential-stealing worm. These aren't typosquats. They are the official packages in a trusted scope, pulling somewhere 80,000-117,000 average weekly downloads.

Org admins can now see each user’s last login directly in Settings > Users, making it easy to spot inactive accounts, manage licenses, and run security reviews without opening a support ticket.

Cloud infrastructure has become the backbone of modern business operations. But as organizations deepen their reliance on cloud providers, a critical question often goes unasked: just how dependent are we, and at what cost? For years, the cloud adoption narrative focused on agility, scalability, and cost efficiency. Those benefits remain real. But the landscape is shifting.

On June 2, 2026, security researchers disclosed a remote denial-of-service (DoS) exploit named the HTTP/2 Bomb. This flaw allows unauthenticated remote attackers to rapidly exhaust server memory, rendering major web servers inaccessible.

AI agents are becoming a standard part of how engineers write, deploy, and troubleshoot software. Getting observability data into those workflows, securely and without manual intervention, remains the harder problem.