Essay
When AI Makes the Ads, Who Becomes the Art Director?
On counterfeit expertise, the erosion of apprenticeship, and what happens when a civilization stops manufacturing experts.
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On counterfeit expertise, the erosion of apprenticeship, and what happens when a civilization stops manufacturing experts.
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Novelty is cheap now. A long-form essay on AI, originality, expertise, and the bottleneck of knowing which page in the pile is worth believing.
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A field guide to how scientific ML and differentiable simulation push gradients through discrete choices, contact, non-smooth physics, and black-box components, with a practical gradient-audit lens for inverse and physics-informed workflows.
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Model capability is rising. Human cognition is adapting around it. A neuroscience-informed essay on LLM offloading, metacognitive debt, and why practical human-machine parity may arrive at the crossing between improving models and changing unaided human cognition.
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