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ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING

For most people “intelligence” is not goal achievement

Published on September 15, 2026 7:58 AM GMT I know a lot of the time people define intelligence like that because the AI field defines it like that, but when communicating with outsiders, I suspect you shouldn’t start the conversation by trying to change how they use the handles to understand the world. # The gap in definitions For the average person, intelligence is primarily understood as the capacity to understand and learn new information easily. We can link what I think are the two most common usages of the term: Intelligence(AIField) = Intelligence(common) + Useful information + Goal-directedness + Agency As you can see, the everyday usage and the technical definition used within AI safety are substantially far apart. # Why this matters for communications If we want to help their maps of the world, I think there are better alternatives than messing with the handles they put on concepts. It must feel a bit fishy that someone who is trying to make a world-shattering claim is basing all of it on extrapolating from a term that they are using differently than you, Spock is your idea of smart, and you haven't ever thought about the achieving-general-goals property in much detail before. But I've heard multiple people doing this in the AI Safety communications space. # Better framing alternatives Instead of insisting that "intelligence IS the ability to achieve goals," we can use clearer formulations that convey the intended message without semantic friction: 1. “AI labs are trying to grow a digital species smarter than humans” 2. “AI companies are attempting to build highly knowledgeable agents capable of accomplishing goals across domains better than humans” 3. “In the AI industry, 'intelligence' means goal achievement; so when they talk about making AIs 'smarter,' they mean…” One might argue that insisting on “intelligence is goal achievement” creates a simpler shorthand for associating advanced AI with danger, but I doubt it's better. 1. ↑ https://www.lesswrong.com/w/general-intelligence?lens=lwwiki-general-intelligence#Definitions_of_General_Intelligence Discuss
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