Photographer: Annie Spratt | Source: Unsplash The death of the “one-size-fits-all” prompt If you’ve ever started your day in a standard AI chatbot and felt an instant wave of friction, you’re not imagining it. You ask for help writing a client email, and the AI forgets your tone. You jump into a new chat for a different project, and you have to re-explain your audience… again. You reference a strategy PDF you uploaded last week and realize you’re going to re-upload it… again. That constant re-teaching is more than annoying. It’s a tax on your attention. And it’s exactly why we’re seeing a shift away from “transient chat” and toward AI workspaces —persistent environments designed around your projects, your files, and your rules. Two of the best examples right now are Claude Projects (from Anthropic) and Google NotebookLM . They represent a simple but profound idea: Stop treating AI like a vending machine. Start treating it like a workspace—a dedicated brain you can return to. If you’re...
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