Cognition & AI
Your Baby Is Recruiting Your Eyes
Joint attention turns looking into a shared problem-solving loop. Here’s what infant brains, social robots, and a cardboard marble run reveal.
Tag: Child Development
40 articles
Cognition & AI
Where Preschoolers Still Outthink AI
Preschoolers can generalize visual rules that challenge multimodal AI. What this gap teaches parents about confidence, understanding, and educational tools.
Cognition & AI
A Good Guess Isn’t a Mind
AI can predict human behavior without proving it understands us. Here’s how parents can separate impressive performance from genuine social awareness.
Cognition & AI
The Body Finishes the Lesson
Why children often understand instructions through action, feedback, and revision—and what embodied robots reveal about helping learning stick.
Cognition & AI
Your Child Is Learning the Unsaid
How children learn hidden meanings, indirect requests, and social context—and why fluent AI still takes a very different route.
Cognition & AI
Let the Wobble Teach
Why kids learn skills from wobbles, pauses, and prediction errors — and what brain replay can teach parents about practice.
Cognition & AI
Your Kid Is Not Random
Children’s curiosity can look chaotic, but research suggests their exploration follows a learning logic that parents can support without over-controlling.
Cognition & AI
Math Struggles Aren’t Laziness
Developmental dyscalculia shows why some children struggle with numbers — and how AI models can help us see learning differences more clearly.
Cognition & AI
Your Baby Predicts the Crash
Infants do more than watch objects fall. Their brains build predictions about the physical world — and curiosity helps tune the model.
Cognition & AI
Brains Need Ping-Pong
Why back-and-forth interaction builds children's thinking in ways solo practice cannot — and what social AI still struggles to copy.
Cognition & AI
Brains Improve by Deleting Stuff
Why pruning, compression, and developmental timing matter more than simply adding more — for kids' brains and smarter AI.
Cognition & AI
Your Child Isn’t a Factory Reset
Why children raised in the same home still develop differently — and what epigenetics, critical periods, and AI training can teach parents about individuality.
Cognition & AI
Let Kids Sleep on It
Sleep is not lost learning time. Brain research and AI replay systems both suggest that children need downtime to make learning stick.
Neuroscience & AI
AI Can't Read the Room
AI tutors appear to understand children emotionally — but new research shows ToM in LLMs is encoded in just 0.001% of model weights. Here's why that matters for children who are building their models of social reality from statistical patterns.
Neuroscience & AI
Your Kid Is the Beta Test
AI tools are being deployed in classrooms without ever being tested on children specifically — during the most irreversible windows of brain development. The neuroscience of sensitive periods says we should be much more worried than we are.
Cognition & AI
A 3-Year-Old Beats GPT-4. Here's Why.
Preschoolers outperform frontier AI on visual analogy tasks. AI models skip the developmental milestone sequence children follow. Fine-tuning isn't expertise — and the difference tells us something important about both.
Embodied Cognition & AI
Babies Learn to See. Cameras Never Had To.
A newborn's vision is 30x worse than a camera's. But two years later, the baby is doing something the camera will never do — actually understanding what it's looking at. Here's what visual development reveals about the gap between biological and artificial vision.
Embodied Cognition & AI
Your Baby Is a Self-Supervised Learner
Babies extract statistical patterns from the world without anyone teaching them — the same computational logic powering BERT, GPT, and DINO. The comparison is striking. The gap is more interesting.
Cognition & AI
Stuck on Yesterday's Rule
A five-year-old adjusting the wrong wheel on a cardboard car for twenty minutes, a toddler reaching for a moved toy in the wrong spot, an AI model locked onto its training distribution — they all share the same problem. Here's what genuine cognitive flexibility actually requires, and why it's one of the hardest things any mind can do.
Ethics & Society
Children Learn to Sort People. AI Never Stopped.
Children naturally develop in-group and out-group thinking — but they also develop the capacity to question it. AI systems trained on human data inherit our social categories without that corrective arc. Here's why that gap should concern everyone building systems that affect children's lives.
Cognition & AI
Toddlers Are Better Skeptics Than AI
Children track who's reliable, who's overconfident, and who might be lying — by age 4. AI systems are trained to agree. That asymmetry has real consequences.
Cognition & AI
Kids Can Change Their Minds. Can AI?
Children don't just add information when they're wrong — they rebuild entire frameworks. LLMs have no such thing. Here's why belief revision might be the deepest gap between biological and artificial minds.
Cognition & AI
Does the Machine Think in English?
Russian speakers distinguish blues faster than English speakers do — because Russian draws a categorical boundary English doesn't. LLMs are trained on language too. But what gets shaped, and what doesn't, reveals a surprising asymmetry.
Neuroscience & AI
Chain of Thought Was Invented Twice
Vygotsky noticed that children talk themselves through problems — and then stop. Chain-of-thought prompting in AI rediscovered the same trick decades later. Here's what the parallel reveals, and where it quietly falls apart.
Embodied Cognition & AI
Rhythm Is a Body Problem
Babies keep time before they can walk. AI generates music by counting tokens. The gap between these two things reveals something fundamental about what rhythm actually is — and why closing it matters.
Embodied Cognition & AI
AI Can Be Trained. Can It Be Taught?
Children are built to extract general principles from ostensive instruction — an evolved system that comes online at 9 months. AI systems can be trained on feedback, but they can't truly be taught. Here's the gap that matters most for every classroom deploying AI right now.
Cognition & AI
The Toddler Test That Stumps Frontier AI
Preschoolers beat GPT-o1, GPT-4V, and LLaVA on simple visual analogy tasks. The gap reveals something foundational about how children — and machines — actually reason about structure.
Embodied Cognition & AI
Babies Do Math Before They Can Count
Babies detect mathematical impossibilities before they can say a number. AI systems that ace calculus stumble on the quantity-sense that infants master without instruction. Here's what the gap tells us about the architecture of learning.
Ethics & Society
No Such Thing as an Average Child
Thirty-something AI tools evaluated for school curricula. Almost none had been tested specifically on children. The science of developmental variation explains why that's not just a gap in documentation — it's a design failure with a long and troubling history.
Ethics & Society
Whose Language Does the AI Tutor Speak?
Bilingual children develop metalinguistic superpowers by navigating two languages. AI systems can "speak" hundreds — and understand none the way humans do. The question isn't just neuroscience. It's about whose languages we're choosing to build into our systems, and what we're telling children when we don't.
Ethics & Society
The Banana Phone Problem
A three-year-old holds a banana to her ear and says "hello" — and in doing so demonstrates something generative AI cannot. The gap between counterfactual imagination and statistical generation matters enormously, especially when we're deploying these tools in classrooms.
Embodied Cognition & AI
Your Baby's Rattle Is Smarter Than GPT-4V
Babies bind sight, sound, and touch into a single unified percept before they can sit up. State-of-the-art multimodal AI encodes each modality separately and calls it integration. Here's why the gap matters — and what it would actually take to close it.
Cognition & AI
Your Brain Runs on Stories. AI Runs on Text.
Stories aren't just how humans communicate — they're how we think. Language models can predict your brain's response to a sentence. They still can't tell a story. Here's why the gap is wider than it looks.
Ethics & Society
At What Point Does Something Start to Feel?
We spend a lot of time asking what AI can do. We spend almost no time asking what it might be. The hard problem of consciousness — and why it matters more than you'd think for the AI systems we're building right now.
Cognition & AI
Why AI Is More Overconfident Than a Toddler
AI hallucinates because it doesn't know what it doesn't know. Children do. Here's why metacognition — the ability to track your own uncertainty — is the cognitive gap that actually matters.
Ethics & Society
When Your Child's Best Friend Is an Algorithm
Attachment theory tells us that who children bond with shapes their development for life. Now they're bonding with machines. The science is fascinating. The ethics are largely unsettled.
Ethics & Society
Who Taught the Machine to Be Good?
Children learn morality through relationship, embodied experience, and cultural transmission. AI learns through reward signals. The gap between the two might be the most important design problem we're ignoring.
Neuroscience & AI
Kids Compress. AI Memorizes. That's the Whole Problem.
A toddler generalizes 'dog' from 3 examples. AI needs millions. The reason might be that cognitive constraints — not capabilities — are what produce genuine abstraction.
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.
Embodied Cognition & AI
Poke It and See: The Causal Reasoning Superpower That Makes Children Better Scientists Than AI
Children are intuitive causal scientists — they poke, tilt, and intervene to figure out why things happen. AI systems, despite their power, still can't quite do this. Here's why the gap matters.