I assumed AI assistants were personal. That was the mental model I carried into every conversation about deploying these tools inside an organization. Each person gets their own session. Their own context. Their own relationship with the tool. The agent lives inside your account, answers your questions, forgets everything when
The standard theory of competitive advantage went something like this: serious capability requires serious infrastructure. If you wanted to run a real business, you needed a team. If you wanted to train or run competitive AI models, you needed a server room or a cloud bill that could swallow a
For years I measured my worth by my output. Faster. Cleaner. More of it. That instinct is now a liability. Here's the shift almost nobody priced in: the new AI doesn't deliver intelligence. It delivers prediction — cheap, fast, endless. And prediction was most of what we
The demos look like a consumer feature. Gemini 3.5 Flash releases Computer Use — the model sees a screen, clicks buttons, navigates pages, fills forms. The obvious read: AI that browses the web. Feels like a parlor trick with a good marketing deck. That's the wrong frame. There&
Frontier AI just stopped being a subscription. It became a default feature of the hardware. Two moves this month made it concrete. Google released a frontier-class model that runs locally on a $1,000 laptop. Offline. No subscription. Memory needs down about 40%. NVIDIA announced a consumer AI chip