Research with customer-support agents, software developers, and consultants shows a surprising pattern: generative AI often delivers its biggest productivity gains to less experienced workers. That does not make experts obsolete. It changes where expertise creates value.
AI can summarize articles, reports, papers, and documents in seconds. But faster reading creates a new problem: what happens to the useful knowledge after the summary disappears into another tab, chat, or note? The next challenge for AI is not simply helping us consume more information. It is helping us remember what was worth keeping.
I once saved 1,700 URLs, convinced I was building a valuable knowledge library. Instead, I built a collection I no longer had time to understand. In the AI era, knowledge workers don't need better ways to save more—they need AI-first systems that help them capture, organize, and actually find what matters.
Practical notes on knowledge management, AI workflows, and getting more out of what you save. No noise.
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