AI Builder Lab · 4 min read
Create a development skill that makes bug fixes easier to review
A scoped fix proposal or patch, a verification record and a clear account of what remains untested.
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The Curiosity
Journal.
Little ideas. Helpful guidance. Big possibilities.
A place for families raising the next generation of creators.
For kids & their grown-ups
Make a game. Train your first AI.
Nine guided projects with Scratch, MakeCode, machine learning, GDevelop, Godot and game mashups, plus a practical guide to twelve creative tools.
Explore the Kids Game & AI LabLearn by making
Follow the AI Builder Lab.
Five guided projects: an agent, an automation, a useful tool, a design and a short film.
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Kids Game & AI Lab · 5 min read
Move a small GameMaker game to Godot with GM2Godot
An advanced teen project: protect your original, convert editable source, read the reports and test the game one behavior at a time.
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Kids Game & AI Lab · 5 min read
Make a GDevelop game with AI—and understand every rule
Build Star Courier: move a pilot, collect five stars, return to base and restart. Use small AI requests and inspect the events they create.
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Kids Game & AI Lab · 4 min read
How to make a game mashup: combine two mechanics into one small game
Mix a movement challenge with a puzzle rule, build the smallest version and find out whether the combination is fun.
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Kids Game & AI Lab · 3 min read
Make your first Scratch game: catch the falling stars
Build a moving basket, a falling star and a score. Then change the rules and test your own version.
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Kids Game & AI Lab · 3 min read
Build a Scratch virtual pet with hunger and happiness
Give a character changing needs, working care buttons and a personality of its own.
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Kids Game & AI Lab · 3 min read
Create your first pixel game with MakeCode Arcade
Move a player, collect a gem, count points and race a countdown in a browser.
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Kids Game & AI Lab · 3 min read
Train your first AI: pencil or spoon?
Collect object examples, test unseen photos and discover why a confident prediction can still be wrong.
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Kids Game & AI Lab · 3 min read
Add machine learning to a Scratch adventure
Train a text classifier to recognize directions, then make a character respond to its predictions.
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Kids Game & AI Lab · 3 min read
Make your first Godot game: move, collect and win
Use a small Godot 4 starter to understand input, game state and a five-coin finish line.
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Kids Game & AI Lab · 2 min read
Scratch, GDevelop or Godot: which fits your child?
Choose the next tool by what your child can explain and wants to make—not by how advanced its name sounds.
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Kids Game & AI Lab · 3 min read
Use AI for coding help while keeping the learning
A practical hint-first routine for adults supporting young game makers, with a reusable coaching prompt.
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AI Builder Lab · 5 min read
Test your AI agent: answers, tools, and permissions
A six-case practice lab for checking evidence, unknowns, tool use, and the boundaries of your first agent.
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AI Builder Lab · 5 min read
When an automation fails: errors, retries, and safe reruns
Preview changes, reject broken inputs, preserve useful output, and practice a bounded retry with downloadable Python exercises.
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AI Builder Lab · 5 min read
From idea to working demo: an AI-assisted project case study
Trace a real single-file task board from brief to implementation, observed browser checks, limitations, and a useful next feature.
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AI Builder Lab · 5 min read
Make your AI film feel connected: continuity and sound
A practical Higgsfield follow-up with reference checks, a three-shot edit plan, sound cues, and a final review checklist.
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AI Builder Lab · 3 min read
Create your first AI agent: a practical beginner project
A resource-finding agent with a clear job and three checked test runs.
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AI Builder Lab · 3 min read
Automate one small task: a practical beginner project
A repeatable CSV-to-brief workflow, with a working script and sample data.
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AI Builder Lab · 3 min read
Design with AI, then test with a person: a practical beginner project
A simple screen, a before/after design decision and a small usability test.
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AI Builder Lab · 3 min read
Make your first Higgsfield shot: a practical beginner project
A three-shot plan and one reviewed image-to-video clip, or a complete storyboard without generation.
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For adults & educators · 7 min read
Grok Bot for educators: templates, teaching workflows, and alternatives
How Grok Bot works, templates you can inspect, and a practical comparison with Dots, Claude Duet, Muse, Manus and Copilot Studio for an adult-led debugging practice pack.
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For adults & educators · 8 min read
AI skills for educators: build a debugging coach that leaves room to learn
An adult-led guide to reusable AI skills: how they work, how to use them, and how to create a coaching workflow that supports learner thinking.
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For adults & educators · 5 min read
For adult educators: use Upwork MCP to explore freelance technology work
A practical Upwork MCP workflow for adult educators, parents, and experienced mentors: project fit, honest proposals, bid review, portfolio evidence, and a small side-work test.
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For adults & educators · 5 min read
An adult-led Shopify AI project that teaches how online commerce works
A practical Shopify guide for adult educators, parents, and experienced mentors: Sidekick, native AI, MCP roles, integrations, and one useful store experiment.
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For adults & educators · 6 min read
MCPs for adult educators: save preparation time and keep learning human
Choose useful MCPs for adult educators, parents, and experienced mentors. Compare tasks, costs, review needs, and a first-week test that protects your time.
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Coding practice · 5 min read
Build, deploy, and verify an AI-assisted app with GitHub, Railway, and Supabase
A practical coding workflow for creating a repository, implementing a vertical slice, deploying to Railway, and verifying Supabase persistence and access.
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For parents · 2 min read
What should my child learn next in coding?
A project-first way to choose the next skill based on age, interest, experience, and independence—not a race through programming languages.
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Coding with AI · 2 min read
Better AI prompts for learning to code: coach me, don’t replace me.
A practical prompt framework for getting useful coding help while preserving prediction, debugging, testing, and understanding.
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Coding with AI · 2 min read
How to ask AI to explain code without letting it do the thinking for you.
Use a better code-explanation prompt: purpose first, important parts second, failure points next, and a comprehension check at the end.
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Coding with AI · 2 min read
Where should you use AI in a coding workflow?
A stage-by-stage guide to using AI for ideas, planning, coding, debugging, testing, review, and iteration—without outsourcing the learning.
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Learning paths · 2 min read
A practical coding roadmap from age 7 to 18.
Not a race and not a rigid curriculum: a project-first map from playful logic to independent software creation.
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Responsible AI · 2 min read
The family fact-check: “How could we know?”
A practical routine for checking a convincing answer before you repeat it.
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For parents · 2 min read
How to help a child debug code without taking over the keyboard.
A practical debugging script for parents—even if you do not know how to code.
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Project ideas · 2 min read
Four great first coding projects: website, game, Python tool, or AI app?
Choose a first project based on what you want to make—not what language sounds most advanced.
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AI basics · 2 min read
Your first week of AI curiosity, in small steps.
Seven short invitations to notice, question, create, and reflect together.
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AI basics · 3 min read
How do AI coding assistants actually work?
A plain-language explanation of what is happening when an AI writes code—and why testing it still matters.
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Coding with AI · 3 min read
Vibe coding is fun. Here’s how beginners can actually learn while doing it.
Use AI to move faster without becoming a passenger. A practical build → explain → test → change loop for new coders.
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Coding with AI · 7 min read
How to build a coding project with AI without losing the learning.
Build one small AI-assisted feature, test ordinary and invalid inputs, and explain what happened. Includes a seven-case game-score review and a reusable release checklist.
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Creative learning · 2 min read
If AI can write code, should kids still learn to code?
Coding gives young makers a way to understand, test, and improve what they create.
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Coding with AI · 2 min read
Use AI as a coding tutor, not a ghostwriter.
Five ways to ask an AI assistant for help that builds your skills instead of replacing them.
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For parents · 2 min read
Five parent prompts that open up the learning.
Useful starting points for practice, reading conversations, creative afternoons, and project planning.
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Coding with AI · 3 min read
Why coding still matters—now, next, and with AI.
AI is changing how software gets written. Here is what that means for learning to code today, and the skills likely to matter most tomorrow.
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AI for kids · 2 min read
Explain AI to kids—with paper, buttons, and a little guessing.
An unplugged pattern activity that makes the basics tangible without an account.
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Coding with AI · 4 min read
How to use Claude for coding: a beginner’s guide.
A practical, adult-led way to use Claude as a coding helper—asking for explanations, debugging together, and testing everything.
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For parents · 3 min read
AI homework help that keeps the learning theirs.
Prepare practice, ask better questions, and know when an AI answer is getting in the way.
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AI basics · 3 min read
New to AI? Start with one curious afternoon.
A simple first session that teaches your family to ask, compare, and think for themselves.
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Project ideas · 2 min read
Their first game starts with a pencil.
A 30-minute paper prototype that makes a coding project easier to begin.
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For parents · 3 min read
How to choose an afterschool coding program.
Questions to ask about projects, support, responsible AI, and the practical details that matter to your family.
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Responsible AI · 2 min read
Before the prompt: a family conversation about AI.
Four practical habits to practice together: protect personal information, check answers, notice bias, and explain the help.
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Project ideas · 3 min read
Five first projects for a curious kid.
Start with a tiny game, a family quiz, or a helpful idea. Each project comes with a clear finish line.
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Creative learning · 2 min read
From screen time to “I made that.”
A simple way to help your child move from watching and scrolling to making something of their own.
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