I’ve spent twenty years moving between corporate work and startups, and what keeps drawing me back is a timeless question: how do we use knowledge, and how do we build tools that help us think better?\u00a0That’s what I want to explore here \u2013 agentic AI, where it came from, what it actually is, and why it matters for how you’ll work with information going forward.Starting with a name you might not knowLet me begin with a name that should be more famous than it is: Vannevar Bush. If you haven’t read his 1945 paper As We May Think, put it on your list. Across eight or nine pages, it offers probably the clearest summary of the entire vision of computer science, AI, and arguably human destiny.Bush makes a simple but profound argument: extending man’s physical power has been the job of most tools developed so far. Now, he says, we need to extend our minds. For context, he wrote this right after World War II, where he had been running R&D for the United States military.\u00a0As the war ended, he was trying to redirect that enormous scientific community toward a larger mission \u2013 and it worked remarkably well.\ud83d\udca1In the paper, he describes a machine called the Memex, short for memory index. Picture a desktop where every piece of information you encounter can be recorded, stored, and consulted interactively at will.\u00a0He explains how this would help people navigate human knowledge, observing that even in 1945, scientific knowledge was being produced faster than anyone could consume it.\u00a0That imbalance between production and consumption of knowledge is a mental frame worth holding onto.Bush goes further: he focuses on associative learning, the way memory connects ideas by association. He imagines voice-controlled systems, personalized learning, and interactive knowledge navigation. All of this in 1945, when the first computers were just being built.Why AI safety breaks at the system levelAI safety shifts from the model to the system level. As AI becomes agentic and tool-driven, risk emerges from complex interactions, widening the gap between evaluation and real-world behavior.AI Accelerator InstituteAndrew Lovell<\/p>\n
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From Bush to Engelbart to JobsBush’s vision was picked up by Douglas Engelbart in 1963, who created A Conceptual Framework for the Augmentation of Man’s Intellect and spent his life building toward it.\u00a0In 1968, he delivered what’s now called the “mother of all demos” \u2013 over an hour and a half of live demonstration that introduced the personal computer, Windows, hypertext, graphics, the computer mouse, word processing, video conferencing, and collaborative real-time editing.\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"