OpenAI says it’ll have AGI by December — but the countdown is a positioning move, and the real story is the persistent, self-directed agents already changing what it means to supervise a machine.
infrastructure
The Grid Just Sent the Cloud an Invoice
America’s largest grid operator just told data centers: bring your own power, or be first to be turned off. PJM’s new rules aren’t a pricing signal — they’re a structural change in what it means to build compute. And the lesson reaches far beyond data centers.
China Just Proved the Migration Is the Market
China dropped Windows for Linux ahead of schedule — and the stock of Chinese distro vendors jumped. But the OS is the easy part. The migration is the market: testing, retraining, and rebuilding workflows. Everyone will argue about which distro wins; the real money is in moving an entire institution without breaking it.
The Meta Trial and the Prompt-Injection Worm Are the Same Story
A courtroom and a computer worm look like different worlds. They’re the same story in two registers: both are what happens when authority outruns oversight. Here’s the audit every builder should run before the courts and the worms find you.
Your District Already Owns the AI Server It Needs
The barrier to AI-ready IT education was never money. It was the assumption that AI requires a vendor. You probably already own the server. Here’s how to turn it on.
The Chromebook Era Just Ended. What Comes Next Is an IT Problem.
Apple’s latest earnings call wasn’t about phones. Buried in the numbers was a quiet earthquake for K-12 IT: districts are abandoning Chromebooks and Windows at scale for the MacBook Neo.
Agent Guardrails
AI coding agents are getting powerful — and they’re getting powerful fast. But they operate on a dangerous binary: either they have full access to your systems, or none at all. The industry is waking up to this gap, and five approaches are emerging. The real answer isn’t any single one — it’s how you layer them together.