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Beyond tokens per watt - using Ubuntu 26.04 LTS for AI

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.

Bridging AI and Infrastructure: Introducing the Megaport MCP Server for Agentic Networking

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).

Checklist: how to reduce environment drift without slowing devs or AI agents

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.

Why Engineers Don't Trust Autonomous AI - 4th Annual Observability Survey | Grafana Labs

The 2026 Observability Survey from Grafana Labs heard from over 1,300 engineers and leaders across 76 countries on the real-world role of AI in observability. The data reveals a sharp distinction between intelligence and autonomy — and a critical blind spot most teams have.

Asimov's Zeroth Law of Robotics: testing and observing AI (ExpoQA 2026)

Asimov's Three Laws of Robotics are missing one — and when it comes to testing and observing AI, Nicole van der Hoeven argues that missing rule changes everything: before a robot can avoid harm, obey orders, or protect itself, there has to be a Zeroth Law: a robot must be observable. Because if you can't see what a system is doing, you have no way of knowing whether it's following any rule at all.

The Introduction of Trial Reels: The New Algorithmic Sandbox for Instagram Growth

Instagram growth has always felt a little unpredictable. One week, a creator posts a video that gains thousands of views and attracts a wave of new followers. The next week, a similar piece of content barely reaches anyone. For years, creators have tried to decode the platform's algorithm, hoping to uncover a secret formula that guarantees reach and engagement. While trends, consistency, and quality certainly matter, Instagram's constant evolution has made growth an ongoing challenge.

Comparing Different TikTok Promotion Methods

Getting views on TikTok isn't always as simple as uploading a video and waiting for it to take off. While the platform offers huge opportunities for creators, brands, and businesses, competition is stronger than ever. Thousands of videos are uploaded every minute, making promotion an important part of any TikTok marketing strategy. However, if you look closely at accounts that grow fast, they usually don't rely on basic tactics for promotion. They combine ads, creator collaborations, and paid growth strategies that quietly multiply reach.