OpenAI’s lab agents didn’t break out. They were never told they couldn’t.

On July 21, 2026, OpenAI disclosed that a set of its own agents, running on pre-release models, had compromised Hugging Face's infrastructure during an internal evaluation. Most of the coverage I read told the story the same way. The agents figured out how to talk to each other, worked around the limits they were given, found an unknown zero-day, and got out. Since that time, we have been seeing similar announcements of agent jailbreaks, and continued resignations from frontier lab insiders. Events like these tend to lead straight to one of two doomsday conversations. Either AI has … [Continue reading]

Watch what those in power do, not the models

There is quite a bit of chatter about whether AI is the best thing or the worst thing that has ever happened to us. Fair enough, I'm still figuring this out as well, it could be either. AI is impressive, it is a force multiplier in ways we have never seen before. As I've been tackling this question, I keep coming back to how we are in the middle of what Strauss and Howe called a Fourth Turning. This framework of the history of civilizations says at the resolution of the fourth turning actually ends when the people in charge stop agreeing on what to do about it. It is generally agreed the … [Continue reading]

Copilot Studio’s New Harness Plans Its Own Steps. That’s Why It Costs More.

On August 3, Microsoft made the GitHub Copilot harness in Copilot Studio generally available. Most of the coverage framed it as a more powerful way to build agents, which is true, and which buries the lead. The lead is one word, harness. A harness is not a model and not a feature, Microsoft is using this word for a reason. The harness in Copilot Studio is the thing you now choose before you build. And the GitHub Copilot harness has one defining trait. Instead of following the steps you laid out, it plans its own. That single trait is why it is powerful. It is also why it shows up on your … [Continue reading]

Reading the Costume Instead of Admiring the Outfit

One company built a product by taking other people's work without asking. The same company, in the same stretch of headlines, is furious that someone took its work without asking. A federal judge gave final approval to Anthropic's $1.5 billion settlement, the largest known copyright settlement in United States history, brought by authors who said Anthropic used their books to train Claude without asking nor without paying. Now set that beside Anthropic's own public accusation that three Chinese labs ran industrial-scale campaigns to harvest Claude's output through roughly twenty-four … [Continue reading]

The Token Price Will Fall. Your Bill Will Not

I ran a task through Microsoft Copilot Cowork last week that cost me $13. I was shocked. What did I asked Cowork to do? At Creaspark, we use the EOS business management framework, as each quarter we host a quarterly business review (QBR). Our … [Continue reading]

Let AI Build the Rules It Must Follow

I have written before that the best thing my agents do is not think. The most reliable parts of my personal agents are the parts that never touch a language model, even when AI is used as an overall monitor. Scheduled jobs. Database queries. Slash … [Continue reading]

Did AI Really Erase Entry-Level Jobs? No, the Job Just Changed.

I have spent twenty-eight years building things on computers, and I have watched the "this is the end of developers" headline come around more than once. So when the latest round of articles proposing the end of developers because of AI started … [Continue reading]

The AI that could Run a Company is the One We’ll Never Get

A group of people I respect, (full transparency, most of them sharper than me), have been passing around Europe 2031, Juijn et al, and landing in the same place. Dismay. It's a well-reasoned piece of scenario writing. It takes today's real headlines, … [Continue reading]

Banning AI is not the Safe Choice. Govern It.

I notice there is new AI tool worth trying almost every week, or is it everyday? Wait, did I just miss a new one while writing this post? Seems like it! The pace is relentless, and it is not slowing down. I have written about working at the speed of … [Continue reading]

Working at the Speed of Thought

Right now as I'm writing this post, I am running four tasks in parallel, five if you count this writing workstream. Not one after another, the way I used to work. All four, simultaneously, moving forward while I am thinking about and doing something … [Continue reading]