Learn to lead AI without building it: integrators tie AI to business outcomes, and the AIM Framework shows whether you can sustain it.
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Large language models remain far less efficient than biological brains at learning, representing knowledge, and planning, the post argues. A child hears roughly one token per second, reaching a billion tokens only after 31 years, while GPT-4-class models reportedly use four orders of magnitude more data. The Phi model series, trained on 10 trillion tokens, still trails GPT-4 along most axes. A Portia spider plans prey-catching behavior with a brain a million times smaller than a human's, and squirrels recall cached food after months, suggesting that existing models may be far less representationally and memory efficient.
As AI cuts the cost of writing code, these five skills make you a better engineering leader, from judgment and delegation to managing uncertainty.
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