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3 articles

Every Adolescent Is a Fine-Tuning Run
Ethics & Society

Every Adolescent Is a Fine-Tuning Run

Adolescents forge identity through exploration, uncertainty, and genuine role confusion. AI character is built through RLHF — reward signals, annotator preferences, optimization. The parallel is illuminating. The difference might be everything.

Jules OkaforJules Okafor·March 24, 2026
Social Learning Built Human Cognition. AI Is Taking Notes.
Ethics & Society

Social Learning Built Human Cognition. AI Is Taking Notes.

Children's brains are primed for social learning — joint attention, contingent responses, imitation. AI tutors are now being designed to engage exactly those mechanisms. The science is compelling. The ethical questions are largely unasked.

Jules OkaforJules Okafor·March 3, 2026
The Window Closes: What Critical Periods in Child Development Tell Us About AI's Plasticity Problem
Neuroscience & AI

The Window Closes: What Critical Periods in Child Development Tell Us About AI's Plasticity Problem

Children have a supercharged window for learning motor skills, language, and movement. Deep neural networks face a strikingly similar problem — and the solutions emerging from neuroscience might hold the key.

Raf DelgadoRaf Delgado·February 28, 2026
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