Journal

Learning science. Studio stories. AI literacy.

Why we built Tell and Show the way we did, grounded in the developmental and learning-science research that came before it. Plus stories from the cohort, design decisions in public, and the occasional kid quote that earned its place. Most of these posts are drafts; the founder reviews and refines each one before it’s final.

Start here

If you’re new to Tell and Show, these four posts cover the foundation: the pedagogy, the AI literacy framework, the safety posture, and the outcomes parents can actually see.

Learning science

Why the studio is built on constructionism, what we learned from Papert, Vygotsky, and Resnick.

Artifact Atlas cover for Why making is learning: Learning science learning map concept for Making becomes learning through change; product proof appears in the article’s readable interactive modules. Making becomes learning through change

Why making is learning — and why AI didn't change that.

Seymour Papert spent the 1960s arguing that kids learn best when they build artifacts they care about. Forty-five years later, AI gives the artifact better scaffolding. The pedagogy is the same.

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Artifact Atlas cover for Flow, and why the 4 Ps map onto our four tracks: Learning science skills constellation concept for The 4 Ps become a navigable map; product proof appears in the article’s readable interactive modules. The 4 Ps become a navigable map

Flow, and why the 4 Ps map onto our four tracks.

Csikszentmihalyi gave us the engagement model. Resnick gave us the framework. The studio gives the kid the entry point.

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Artifact Atlas cover for Scratch, Roblox Studio, Tell and Show: Learning science comparison diptych concept for The tool landscape becomes legible; product proof appears in the article’s readable interactive modules. The tool landscape becomes legible

Scratch, Roblox Studio, Tell and Show — what each one teaches.

We're standing on Scratch's shoulders. Roblox Studio is a different thing entirely. Here's what each medium teaches a kid, what it doesn't, and where Tell and Show fits.

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Artifact Atlas cover for What an 8-year-old learns vs. a 12-year-old: Learning science learning map concept for The same studio reveals different supports; product proof appears in the article’s readable interactive modules. The same studio reveals different supports

What an 8-year-old learns vs. a 12-year-old.

Same studio, different cognitive scaffolds. The studio meets kids where they are. Here's how Piaget's stages and Vygotsky's zone show up in practice between Grade 3 and Grade 7.

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Artifact Atlas cover for How is this different from a coding camp: Learning science project gallery wall concept for Syntax and authorship separate on the map; product proof appears in the article’s readable interactive modules. Syntax and authorship separate on the map

How is this different from a coding camp?

Coding camps teach syntax. Tell and Show teaches a creative loop with AI. Both have value. Here's where they overlap, where they don't, and which one your kid needs first.

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Artifact Atlas cover for Tell and Show vs. Khan Academy Kids: Learning science artifact cross-section concept for Practice and production occupy different spaces; product proof appears in the article’s readable interactive modules. Practice and production occupy different spaces

Tell and Show vs. Khan Academy Kids.

Khan Academy Kids and Tell and Show solve different problems for different ages. Khan is a curriculum delivered well. We're a creative environment with an AI partner. Here's the actual comparison, honestly framed.

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Artifact Atlas cover for My kid already codes in Scratch. Is this a step backward: Learning science learning map concept for The next medium is visible; product proof appears in the article’s readable interactive modules. The next medium is visible

My kid already codes in Scratch. Is this a step backward?

The honest answer: no, but the angle is different. Scratch teaches the kid how computation works. Tell and Show lets them ship software a stranger can use. Here's how the two fit together.

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Artifact Atlas cover for What kids learn when they make a game (not just play one): Learning science project gallery wall concept for A game reveals a cluster of skills; product proof appears in the article’s readable interactive modules. A game reveals a cluster of skills

What kids learn when they make a game (not just play one).

Kafai and Burke have spent twenty years documenting what changes when a kid moves from playing games to designing them. The list is long, durable, and mostly invisible to parents who haven't watched it happen. Here's what to look for.

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AI literacy

What AI literacy actually means — Long & Magerko’s framework and how the studio teaches it.

Artifact Atlas cover for AI literacy: what it actually means: AI literacy artifact cross-section concept for The competencies become visible; product proof appears in the article’s readable interactive modules. The competencies become visible

AI literacy: what it actually means.

The MIT framework names five core competencies. We map them to the five surfaces of the studio your kid uses every session.

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Artifact Atlas cover for Visible AI is the whole pedagogy: AI literacy studio x-ray concept for The pedagogy is the visible trace; product proof appears in the article’s readable interactive modules. The pedagogy is the visible trace

Visible AI is the whole pedagogy.

Bret Victor argued that learnable systems require visible state. We took that brief and ran with it for AI.

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Artifact Atlas cover for Is this just ChatGPT with a wrapper: AI literacy comparison diptych concept for The wrapper question becomes architecture; product proof appears in the article’s readable interactive modules. The wrapper question becomes architecture

Is this just ChatGPT with a wrapper?

The honest answer is no. ChatGPT is a conversational text interface. Tell and Show is a constructionist environment where AI proposes scoped changes to a kid's real artifact. Here's how that plays out in practice.

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Artifact Atlas cover for Reading code at 10: AI literacy studio x-ray concept for Source becomes a readable artifact; product proof appears in the article’s readable interactive modules. Source becomes a readable artifact

Reading code at 10 — what view-source teaches.

Every Tell and Show site, story, and game ships as plain HTML, CSS, and JS. The kid can right-click and view the source of the thing they made. That single affordance does pedagogical work most adults don't notice.

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Artifact Atlas cover for When AI is wrong: AI literacy privacy ledger concept for The wrong turn becomes inspectable; product proof appears in the article’s readable interactive modules. The wrong turn becomes inspectable

When AI is wrong — and what your kid does about it.

Models hallucinate. They confabulate. They get function names wrong. The first time a kid catches Inkie in a mistake, something specific happens to their relationship with AI. Here's the curriculum that lives inside those moments.

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Artifact Atlas cover for Is AI safe for kids: AI literacy parent command center concept for The safety questions become controls; product proof appears in the article’s readable interactive modules. The safety questions become controls

Is AI safe for kids?

Parents ask this in the order it matters. We answer it the same way. Six concrete questions about safety, with what the research says and what the studio actually does.

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Artifact Atlas cover for We don’t believe kids should learn to prompt: AI literacy studio x-ray concept for Prompting becomes inspectable work; product proof appears in the article’s readable interactive modules. Prompting becomes inspectable work

We don't believe kids should learn to prompt.

Prompt engineering is the wrong skill to teach kids. The real AI literacy is something else — observable, decision-making, iteration-shaped. Here's the argument and what we teach instead.

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Artifact Atlas cover for Can AI lie to my kid: AI literacy privacy ledger concept for The mistake becomes a teachable object; product proof appears in the article’s readable interactive modules. The mistake becomes a teachable object

Can AI lie to my kid?

Models don't lie the way humans do; they generate plausible text that's sometimes factually wrong. The distinction matters for kids. Here's what hallucination actually is, what your kid sees, and what they learn from catching it.

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Artifact Atlas cover for AI tutoring is not the goal: AI literacy comparison diptych concept for Authorship starts where the answer stops; product proof appears in the article’s readable interactive modules. Authorship starts where the answer stops

AI tutoring is not the goal.

Khan Academy and Synthesis are building AI tutors. Tell and Show is not. Here's the distinction, what tutoring optimizes for, what it doesn't, and why we chose the constructionist path instead.

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Motivation & agency

Why we don’t outsource creativity to AI. Dweck, Deci & Ryan, the iteration loop.

Outcomes

What kids leave with that they didn’t have. Named competencies, not vague claims.

For parents

Practical scripts, decision frameworks, and the conversations every parent has.

Artifact Atlas cover for How to talk to kids about AI without being weird about it: For parents field notebook timeline concept for The conversation gets a shared object; product proof appears in the article’s readable interactive modules. The conversation gets a shared object

How to talk to kids about AI without being weird about it.

Most adults don't know what AI is yet either. That's fine. Here's a practical script for talking to your 8-to-14-year-old about the thing they're already using, written by someone who has had this conversation 50+ times.

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Artifact Atlas cover for Will AI make my kid lazy: For parents decision console concept for Effort moves from typing to deciding; product proof appears in the article’s readable interactive modules. Effort moves from typing to deciding

Will AI make my kid lazy?

The honest fear is that AI does the work and the kid stops trying. The research on productive struggle says it doesn't have to. Here's the difference between AI that hands you the answer and AI that proposes a move you decide on.

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Artifact Atlas cover for What parents should know about kids and ChatGPT: For parents parent command center concept for Open chat gets a bounded alternative; product proof appears in the article’s readable interactive modules. Open chat gets a bounded alternative

What parents should know about kids and ChatGPT.

A significant share of US teens have used ChatGPT for school work. Your kid probably has too. Here's the parent guide we wish existed when ChatGPT shipped — what it is, what it isn't, where it's risky, where it's useful.

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Artifact Atlas cover for Best age to introduce AI to kids: For parents learning map concept for Readiness appears as scaffolding; product proof appears in the article’s readable interactive modules. Readiness appears as scaffolding

Best age to introduce AI to kids.

There's no magic age. There IS a developmental floor (around 7-8) and a few specific things you're looking for in your own kid that say they're ready. Here's the framework, with the research.

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Artifact Atlas cover for A parent’s first 30 minutes in the studio: For parents parent command center concept for The first session becomes observable; product proof appears in the article’s readable interactive modules. The first session becomes observable

A parent's first 30 minutes in the studio.

Saturday morning. The license arrived. The kid wants to open the laptop. Here's what to expect, what to watch for, and what to celebrate.

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Artifact Atlas cover for Is screen time on creative tools the same as TV: For parents comparison diptych concept for Screen time splits into passive and creative traces; product proof appears in the article’s readable interactive modules. Screen time splits into passive and creative traces

Is screen time on creative tools the same as TV?

No, and not because we have to say no. The research distinguishes active creative use from passive consumption. They're measurably different in how kids respond to them, and what those screens do to long-term outcomes.

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Artifact Atlas cover for Two kids, one license: how Tell and Show handles siblings: For parents parent command center concept for Sibling setup becomes visible; product proof appears in the article’s readable interactive modules. Sibling setup becomes visible

Two kids, one license: how Tell and Show handles siblings

The price for the second kid is $49. The studio is shared. The parent dashboard treats them as siblings, not as duplicate accounts. Here is what that looks like.

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Artifact Atlas cover for Cohort vs. solo: which is right for our family: For parents comparison diptych concept for The family-fit decision becomes concrete; product proof appears in the article’s readable interactive modules. The family-fit decision becomes concrete

Cohort vs. solo: which is right for our family?

Both work. The cohort adds a mentor and four other kids. The solo path is the studio on its own. Here is the decision framework, by kid temperament, family bandwidth, and what you are hoping to get out of it.

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Artifact Atlas cover for Co-creating with your kid in the studio: For parents parent command center concept for The parent helps without taking the wheel; product proof appears in the article’s readable interactive modules. The parent helps without taking the wheel

Co-creating with your kid in the studio

The studio does not replace family time. Some parents are using it as together-time on Saturday mornings, sitting next to the kid, asking questions, watching the project unfold. Here is how to do that without taking over.

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Artifact Atlas cover for What to do when your kid hits a wall in the studio: For parents field notebook timeline concept for Stuck becomes a support flow; product proof appears in the article’s readable interactive modules. Stuck becomes a support flow

What to do when your kid hits a wall in the studio.

Frustration is part of making. The kid will hit a moment where their idea doesn't work, their wizard didn't produce what they hoped, the playtest revealed a flaw. Here's what to do, and what to skip.

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Artifact Atlas cover for What COPPA 2026 actually changes for parents: For parents privacy ledger concept for The regulation becomes a parent control surface; product proof appears in the article’s readable interactive modules. The regulation becomes a parent control surface

What COPPA 2026 actually changes for parents

The FTC's updated COPPA rule took effect April 22, 2026. The CHATBOT Act, introduced six days later, narrows the AI-with-kids surface further. Here's what changed, what your kid's AI tool needs to do now, and what to ask before clicking "agree."

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From the studio

Design decisions in public, cohort stories, and the founder’s reflections.

About this journal

Founder writing in public. Grounded in real research.

Most edtech marketing tells you what their product does. We’d rather show you why we believe it works — with citations you can chase yourself. The learning-science posts here lean on Seymour Papert’s constructionism, Mitchel Resnick’s Lifelong Kindergarten work at MIT, Vygotsky’s zone of proximal development, Carol Dweck’s growth-mindset research, Mihaly Csikszentmihalyi’s flow model, and Deci & Ryan’s self-determination theory. We connect the dots; the underlying work is everyone’s to read.

The studio-story posts are the founder’s observations from the cohort and from working with Theo. Voicier. Less footnoted. Always honest about what failed.

The research is the floor. The kid’s project is the ceiling.

Read a post or two if you want the reasoning. Open the studio if you want to feel it work.