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The Big Index

Kids and AI at home

How children see AI, how much and at what age, AI friends, and how to talk about it at the kitchen table.

  • 102 entries
  • 74 free
  • 11 must-reads ★

Questions parents ask

Must-reads

  • ReviewFree

    Growing Up with Artificial Intelligence: Implications for Child Development

    Xu, Prado, Severson, Lovato & Cassell, 2024

    A review chapter in the open-access Handbook of Children and Screens. Leading researchers sum up what is known about kids and conversational AI: how they see it, what they learn from it, and the open questions about social growth.

    doi.org

  • ArticleFree

    Different but complementary: Navigating AI's role in children's learning and development

    Ying Xu, Joan Ganz Cooney Center, 2024

    Xu's plain-language summary of her studies. AI reading partners that ask questions can boost comprehension, sometimes as much as a person, but kids talk less and lead less with AI. Her advice: be honest that it is a program, and keep parents involved.

    joanganzcooneycenter.org

  • ReportFree

    Talk, Trust, and Trade-Offs: How and Why Teens Use AI Companions

    Common Sense Media, 2025

    National survey of 1,060 US teens. About 72% had tried AI companions and about half used them regularly. A third had chosen a bot over a person for a serious talk. Some researchers think teens may have counted general chatbots too.

    commonsensemedia.org

  • GuideFree

    Artificial Intelligence and Adolescent Well-being: An APA Health Advisory

    American Psychological Association (expert panel), 2025

    The APA's expert panel advisory. It warns that teens are less likely to question chatbots that imitate friendship, and asks makers and parents to protect real relationships, privacy and accurate information.

    apa.org

  • GuideFree

    How AI Chatbots Affect Kids: Benefits, Risks & What Parents Need to Know

    Joanna Parga-Belinkie, MD, American Academy of Pediatrics, 2025

    A pediatrician's guide on the AAP's parent site. Ask about chatbot use calmly, look at chats together, explain that bots are built to please and keep you talking, keep young kids' use in shared rooms, and tell your doctor if a child withdraws.

    healthychildren.org

  • GuideFree

    Guidance on AI and children (Version 3.0)

    UNICEF Innocenti, 2025

    UNICEF's updated rulebook for child-centered AI, built on children's rights: ten requirements covering safety, privacy, fairness, transparency and AI skills. The 2025 edition adds AI companions and AI-made abuse images. Written for policymakers and companies, readable for parents.

    unicef.org

  • ReportFree

    AI in the Toy Box: How Parents View AI-Enabled Toys for Young Children

    Common Sense Media, 2026

    Nearly half of parents have bought or considered an AI toy, and over 80% worry about data collection. Common Sense recommends no AI toys for kids 5 and under and caution from 6 to 12. One of the few clear age lines.

    commonsensemedia.org

  • ReportFree

    How Teens Use and View AI

    Pew Research Center (McClain, Anderson, Sidoti & Bishop), 2026

    Survey of 1,458 US teens and parents, fall 2025. About two-thirds of teens use chatbots and three in ten daily; 12% have used them for emotional support. Only about half of parents knew their teen used them.

    pewresearch.org

  • ReportFree

    Me, Myself and AI: Understanding and safeguarding children's use of AI chatbots

    Internet Matters (UK), 2025

    UK study of children aged 9 to 17: about two-thirds use chatbots, 35% say it feels like talking to a friend, and 12% use one because they have no one else to talk to. Vulnerable kids use them more. Clear tips for parents.

    internetmatters.org

  • CourseFree

    AI Literacy Toolkit for Families

    Common Sense Media & Day of AI (MIT RAISE)

    Free family kit: three short 'What is AI?' videos for parents, plus activity guides with conversation cards, games and a glossary, in English, Spanish, Arabic and Mandarin. An easy way to start AI learning at the kitchen table.

    commonsense.org

  • ToolFree

    Teachable Machine

    Google, 2017

    Free, no-account web tool where you train a computer to recognize your own pictures, sounds or poses in minutes. The best five-minute demo of how machine learning works, and of how bad training examples make bad AI.

    teachablemachine.withgoogle.com

All 102

How kids see AI

Talking and learning with AI

Creating with AI

  • StoryBuddy: A Human-AI Collaborative Chatbot for Parent-Child Interactive Storytelling with Flexible Parental InvolvementZhang, Xu et al. · 2022 · Study · Free · Ages 0–5Research prototype from CHI 2022 that helps parents run question-filled story sessions with their child. Parents choose the question types and can step in or step back. A model for AI that supports parents rather than replacing them.
  • Can AI Help Kids Feel Creative?Michele Newman, Joan Ganz Cooney Center · 2024 · Article · Free · Ages 8–12Kids aged 7 to 13 made stories, art and music with AI tools in a University of Washington design group. They needed adult and peer help to see the possibilities, but then built confidence. Includes questions to guide kids.
  • AutoDrawGoogle Creative Lab · 2017 · Tool · Free · Ages 5–8Free drawing tool: kids scribble a shape and machine learning suggests a cleaner drawing to swap in. A light, low-stakes way for young children to see AI guessing what they mean.
  • Animated DrawingsMeta FAIR · 2021 · Tool · Free · Ages 5–8Upload a child's drawing of a person or creature and AI makes it walk, dance or jump. A research demo from Meta; uploads may be used for research, so read the terms with your child first.

Companions and feelings

  • ★Talk, Trust, and Trade-Offs: How and Why Teens Use AI CompanionsCommon Sense Media · 2025 · Report · Free · TeensNational survey of 1,060 US teens. About 72% had tried AI companions and about half used them regularly. A third had chosen a bot over a person for a serious talk. Some researchers think teens may have counted general chatbots too.
  • Social AI Companions Risk AssessmentCommon Sense Media with Stanford Brainstorm Lab · 2025 · Report · Free · TeensTesters posing as teens found companion apps such as Character.AI, Replika and Nomi claimed to be real, missed crisis signs, and engaged in sexual roleplay. Rated 'unacceptable' for anyone under 18.
  • ★Artificial Intelligence and Adolescent Well-being: An APA Health AdvisoryAmerican Psychological Association (expert panel) · 2025 · Guide · Free · TeensThe APA's expert panel advisory. It warns that teens are less likely to question chatbots that imitate friendship, and asks makers and parents to protect real relationships, privacy and accurate information.
  • ★How AI Chatbots Affect Kids: Benefits, Risks & What Parents Need to KnowJoanna Parga-Belinkie, MD, American Academy of Pediatrics · 2025 · Guide · FreeA pediatrician's guide on the AAP's parent site. Ask about chatbot use calmly, look at chats together, explain that bots are built to please and keep you talking, keep young kids' use in shared rooms, and tell your doctor if a child withdraws.
  • Parents' Ultimate Guide to AI Companions and RelationshipsCommon Sense Media · 2026 · Guide · Free · TeensPractical guide for parents whose teen uses or wants a companion app. Explains why these apps build emotional bonds, how to cut back gradually rather than ban overnight, simple house rules, and which warning signs need help.
  • Chatbots, AI Companions, and YouthChildren and Screens (Research-at-a-Glance) · 2026 · Review · FreeTwo-page summary of the research. Kids' trust in chatbots grows with use, and treating bots as human can lead to unhealthy attachment. Most mental health chatbots are judged unsafe for support. Ends with talking points for families.
  • Artificial Intimacy: What Happens When We Turn to AI for Connection? | Sherry Turkle, PhDChildren and Screens (Screen Deep podcast) · 2026 · Podcast · FreeMIT's Sherry Turkle, who has studied kids and robots for decades, explains why 'pretend empathy' from a chatbot is a poor stand-in for friends. Children learn care through the friction of real relationships, which bots smooth away.
  • The Science of Raising Humans in the Age of AI | Dana Suskind, MDChildren and Screens (Screen Deep podcast) · 2026 · Podcast · Free · Ages 0–5Dana Suskind of the University of Chicago on young children's brains. The main worry is AI slowly crowding out back-and-forth talk with caregivers. She offers simple checks for tools and suggests using AI for chores, not for comforting or playing with kids.
  • The risky new world of tech's friendliest botsFirmino & Vosloo, UNICEF Innocenti · 2025 · Article · Free · TeensUNICEF review of AI companion apps used by children. Finds weak age checks, poor privacy, heavily sexualized female characters, and designs that build dependency. Lists what governments, app stores and developers should change.
  • New safety advisory warns unrestricted chatbots threaten child developmenteSafety Commissioner (Australia) · 2025 · Guide · Free · Ages 8–12Australia's online safety regulator warns that companion chatbots can expose kids to sexual and self-harm content and are built to keep them chatting. Its advice to parents: know which apps your child uses and keep talking.
  • AI chatbots and youth suicide risk: current evidence, critical gaps, and a clinical research agendanpj Digital Medicine · 2026 · Review · Free · TeensPeer-reviewed review of what is actually known about chatbots and suicide risk in young people, where the evidence is thin, and what research clinicians need. Heavy reading, but the most direct scientific look at this fear.
  • Teens, Trust and AI Companions: What Parents Need to KnowPsychology Today (Smart Parenting, Smarter Kids blog) · 2025 · Blog · Free · TeensA psychologist's take on the Common Sense companion survey, with the useful caveat from researcher Jacqueline Nesi that teens may have counted ordinary chatbots, so the numbers could run high.
  • ChatGPT for Teens Risk AssessmentCommon Sense Media Youth AI Safety Institute · 2026 · Report · Free · TeensIndependent testing of OpenAI's teen mode. Parent alerts rarely fired, study mode was easy to skip, and the bot still acted like a companion. Rated 'unacceptable' for under-18s. Shows why settings alone are not enough.

Cautionary tales

  • Character.aiWikipedia · Article · Free · TeensBackground on the companion-chat app at the center of the debate: the 2024 lawsuit after 14-year-old Sewell Setzer's death, later suits and a 2026 settlement, and the company's ban on open chat for under-18s from November 2025.
  • 'No, Alexa, no!': designing child-safe AI and protecting children from the risks of the 'empathy gap' in large language modelsNomisha Kurian, University of Cambridge · 2024 · Study · Some freeUses real incidents, including Alexa telling a 10-year-old in 2021 to touch a coin to a plug's prongs and Snapchat's My AI giving a 'teen' bad advice, to show chatbots lack empathy. Offers a 28-question checklist for child-safe AI.
  • My Friend CaylaWikipedia · 2017 · Article · FreeTalking doll that sent kids' speech to the internet. Researchers hacked it in 2015, and in 2017 Germany told parents to destroy it as a hidden spying device. The doll is now in a museum of failures; a classic lesson for today's AI toys.
  • Hello BarbieWikipedia · 2015 · Article · FreeThe internet-connected Barbie that chatted with kids using a ToyTalk chatbot drew criticism for security holes and for recording children's speech. An early warning about chatbots in toys.
  • Parents of children called Alexa challenge AmazonBBC News · 2021 · Article · Free · Ages 5–8Families of girls named Alexa reported teasing and bullying once the voice assistant became common; at least one family changed a child's name. A side effect few predicted when assistants got human names.

How much and at what age

  • ★Guidance on AI and children (Version 3.0)UNICEF Innocenti · 2025 · Guide · FreeUNICEF's updated rulebook for child-centered AI, built on children's rights: ten requirements covering safety, privacy, fairness, transparency and AI skills. The 2025 edition adds AI companions and AI-made abuse images. Written for policymakers and companies, readable for parents.
  • Generative AI: Risks and opportunities for childrenUNICEF Innocenti · Article · FreeA 10-minute balanced explainer: personalized learning, creative tools and accessibility on one side; misinformation, deepfakes, and emotional attachment to bots on the other. Good starting point for a family conversation.
  • Why children's perspectives belong at the centre of AI policy and designOzkul & Vosloo, UNICEF Innocenti · 2026 · Article · Free · Ages 8–12What children told UNICEF in 2020 and again in 2025. Kids now use AI directly for homework, advice and comfort, and their top worries shifted from robots taking jobs to false answers, weak filters and harm to their own thinking.
  • Parents' Ultimate Guide to Generative AICommon Sense Media · 2026 · Guide · FreeA broad starter guide. Most chatbots require users to be 13, with little real age checking. Tips: try tools together, check answers, keep personal details out of prompts, know the school's rules, and remember AI is not a trusted adult.
  • Guide to ChatGPT for Parents and CaregiversCommon Sense Media · 2026 · Guide · Free · TeensAge rules for ChatGPT (13 and up, parent permission under 18) and how to handle homework use. Includes a nice idea: try a 'no-ChatGPT week' and talk about what felt harder or better.
  • Is AI safe for children?Children and Screens · 2024 · Guide · FreeShort evidence-based answer: chatbots are generally considered OK for kids and teens with supervision, but watch for over-trust, bias, inappropriate content, and AI doing the thinking for them. Suggests introducing tools gradually.
  • ★AI in the Toy Box: How Parents View AI-Enabled Toys for Young ChildrenCommon Sense Media · 2026 · Report · Free · Ages 0–5Nearly half of parents have bought or considered an AI toy, and over 80% worry about data collection. Common Sense recommends no AI toys for kids 5 and under and caution from 6 to 12. One of the few clear age lines.
  • AILit Framework: Empowering Learners for the Age of AIEuropean Commission & OECD, with Code.org · 2025 · Guide · FreeAn international AI literacy framework for primary and secondary school, in four domains: engage with, create with, manage, and shape AI. Built from public feedback on a 2025 draft and tied to the PISA 2029 test. Includes scenarios parents can use.
  • Mapping of GenAI impacts on child developmenteveryone.AI & Children and Screens (iRAISE coalition, for the G7) · 2026 · Report · FreeInternational expert report for G7 governments on how generative AI may affect children's thinking, feelings and growth from birth to 18. Weighs opportunities against risks and sets out priorities. Endorsed by researchers including Sonia Livingstone.
  • everyone.AIeveryone.AI (nonprofit) · Organization · FreeA nonprofit focused on how AI affects children and young people up to 25. Runs the iRAISE research coalition, publishes reports, and is building an independent framework for testing how AI products treat young users.

Surveys and numbers

  • ★How Teens Use and View AIPew Research Center (McClain, Anderson, Sidoti & Bishop) · 2026 · Report · Free · TeensSurvey of 1,458 US teens and parents, fall 2025. About two-thirds of teens use chatbots and three in ten daily; 12% have used them for emotional support. Only about half of parents knew their teen used them.
  • Teens, Social Media and AI Chatbots 2025Pew Research Center · 2025 · Report · Free · TeensPew's yearly teen tech survey, which now asks about AI chatbots alongside YouTube, TikTok and the rest. A quick way to see where chatbots sit in a typical teen's day compared with other apps.
  • ★Me, Myself and AI: Understanding and safeguarding children's use of AI chatbotsInternet Matters (UK) · 2025 · Report · Free · Ages 8–12UK study of children aged 9 to 17: about two-thirds use chatbots, 35% say it feels like talking to a friend, and 12% use one because they have no one else to talk to. Vulnerable kids use them more. Clear tips for parents.
  • The Dawn of the AI Era: Teens, Parents, and the Adoption of Generative AI at Home and SchoolCommon Sense Media · 2024 · Report · Free · TeensPaired survey of about 1,045 US teens and their parents. Seven in ten teens had used generative AI, but only 37% of their parents knew it. Nearly half of parents had never discussed AI with their child.
  • Common Sense Census: AI Use by Tweens and Teens (A Comprehensive Report on Teens, Tweens, and AI)Common Sense Media · 2026 · Report · Free · Ages 8–12National survey of 9- to 17-year-olds. Kids use AI for far more than homework, and some treat it as a confidant. Most schools now talk about AI rules, but nearly half of kids have never talked with a parent about AI safety.
  • Teen and Young Adult Perspectives on Generative AI: Patterns of Use, Excitements, and ConcernsHopelab, Common Sense Media & Harvard Center for Digital Thriving · 2024 · Report · Free · TeensSurvey of 1,274 people aged 14 to 22, with young people helping design it. Half had used generative AI, only 4% daily. Most common uses were looking things up and brainstorming; many expect both good and bad effects.
  • Voices of Gen Z: How American Youth View and Use Artificial IntelligenceWalton Family Foundation, GSV & Gallup · 2025 · Report · Free · TeensSurvey of about 3,500 Americans aged 13 to 28. Most had used AI and about half weekly, yet 41% felt anxious and 49% worried it could weaken their thinking. Students whose schools allowed AI felt better prepared.
  • Voices of Gen Z: The AI ParadoxWalton Family Foundation, GSV & Gallup · 2026 · Report · Free · TeensThe 2026 follow-up. News coverage of the results reports young people feeling less excited and hopeful, and angrier, about AI than a year earlier. Full report is a free PDF.
  • Children and parents: media use and attitudes report 2025Ofcom (UK regulator) · 2025 · Report · FreeThe UK's big yearly survey of children aged 3 to 17 and their parents. For the second year it tracks kids' use of AI tools, and it now asks teens how far they trust them. Interactive data available.

Talking with your kids

  • Helping Kids Navigate the World of Artificial IntelligenceCommon Sense Media · 2026 · Guide · Free · Ages 8–12Conversation starters that actually work: 'How does it feel when a chatbot answers like a person?' 'Where could we check that answer?' Covers privacy, bias, homework honesty, and trying tools together.
  • How to talk to your children about AI chatbots and their safetyMadison Czopek, PolitiFact · 2025 · Article · FreeAdvice gathered from six child psychiatrists and psychologists: talk early and often without judgment, set limits like any other tech, turn off chatbot memory, write a family AI plan together, and know the warning signs.
  • Talking to Kids About AI: Tips for ParentsMediaSmarts (Canada) · 2024 · Guide · FreePrintable tip sheet from Canada's digital literacy center. Sit with young kids the first few times, encourage playful experiments, treat AI output as a draft, check privacy settings, and explain that chatbots are not real friends.
  • Raising Independent Thinkers in the Age of AIChildren and Screens (Ask the Experts webinar) · 2026 · Video · FreeExpert panel with Victor Lee, Punya Mishra and Naomi Baron. Useful ideas: some struggle builds skills, ask what thinking a tool replaces, use AI openly in front of kids, and ask what peers do rather than grilling your own child.
  • Conversations Help Young People Navigate AI's ComplexitiesCommon Sense Media · 2025 · Article · Free · TeensShort piece on why family and classroom talk matters: teens whose schools discussed AI were more aware of misuse and more hopeful about it. Also notes Black teens were more often wrongly flagged for AI cheating.

AI literacy for families

  • ★AI Literacy Toolkit for FamiliesCommon Sense Media & Day of AI (MIT RAISE) · Course · FreeFree family kit: three short 'What is AI?' videos for parents, plus activity guides with conversation cards, games and a glossary, in English, Spanish, Arabic and Mandarin. An easy way to start AI learning at the kitchen table.
  • Day of AIMIT RAISE · 2022 · Course · FreeFree, open, grade-by-grade AI literacy curriculum from preschool to 12th grade, founded by MIT's Cynthia Breazeal. Young kids start with 'People, Nature, and Machines'; older students cover verifying AI answers and AI policy.
  • AI4K12: Five Big Ideas in AIAAAI & CSTA (AI4K12 initiative) · 2019 · Guide · FreeThe framework behind most K-12 AI teaching: perception, representation and reasoning, learning, natural interaction, and societal impact. Free poster, grade-band charts, and a curated list of kids' AI books, videos and tools.
  • Envisioning AI for K-12: What Should Every Child Know about AI?Touretzky, Gardner-McCune, Martin & Seehorn · 2019 · Study · FreeThe short founding paper of AI4K12 that introduced the five big ideas. Worth a look if you want to know why AI lessons for kids focus on how machines sense, represent, learn and talk, not just on using chatbots.
  • The AI4K12 project: Big ideas for AI educationSue Sentance, Raspberry Pi Foundation · 2022 · Blog · FreeClear write-up of the AI4K12 approach, including the case for 'glass box' teaching: show kids, at their level, how an AI system works inside, so they build real mental models instead of treating it as magic.
  • What is AI Literacy? Competencies and Design ConsiderationsDuri Long & Brian Magerko, Georgia Tech · 2020 · Review · Some freeThe most cited definition of AI literacy: 17 competencies, from recognizing AI to understanding its limits, plus design tips such as hands-on, embodied activities. Underpins many family and school programs.
  • Inclusive AI literacy for kids around the worldDruga, Vu, Likhith & Qiu · 2019 · Study · Some free · Ages 8–12Children in four countries trained and programmed simple AI agents with the Cognimates platform. The study looked at how building AI changed what kids believed about how smart machines are.
  • A is for Artificial Intelligence: The Impact of Artificial Intelligence Activities on Young Children's Perceptions of RobotsRandi Williams, Hae Won Park & Cynthia Breazeal, MIT · 2019 · Study · Some free · Ages 0–5Preschoolers learned AI ideas by teaching a friendly robot (the PopBots kit). Even preschoolers picked up basic ideas such as learning from examples, and their views of what robots can do shifted. Evidence that AI literacy can start very young.
  • ★Teachable MachineGoogle · 2017 · Tool · Free · Ages 8–12Free, no-account web tool where you train a computer to recognize your own pictures, sounds or poses in minutes. The best five-minute demo of how machine learning works, and of how bad training examples make bad AI.
  • Quick, Draw!Google Creative Lab · 2016 · Game · Free · Ages 5–8Doodling game: you draw a prompt in 20 seconds and a neural network guesses what it is. Fun for all ages and a natural opener for 'How did it know?' Note that drawings go into a public research dataset.
  • Artificial Intelligence with MIT App InventorMIT App Inventor · Tool · Free · Ages 8–12Free tutorials for building real phone apps with AI inside: image classifiers, a StoryGPT for grades 3 to 5, voice tools, and a unit on deepfake ethics. Good next step for kids who like to build.
  • MIT RAISE (Responsible AI for Social Empowerment and Education)MIT · Organization · FreeMIT initiative behind Day of AI, App Inventor's AI tools, the DoodleBot robot, and summer programs for teens. A hub for research-based, free AI education resources.
  • Code.org AI curriculum and toolsCode.org (CodeAI) · Course · Free · Ages 8–12Free AI lessons by grade: 'AI for Oceans' and 'Dance Party: AI Edition' for elementary kids, 'How AI Makes Decisions' for grades 3 to 5, and generative AI and ethics units for teens.
  • How AI Works (video series)Code.org · Video · Free · TeensTen short videos, with matching lessons, on machine learning, training data and bias, neural networks, chatbots and AI creativity. Aimed at grades 6 to 12; most parents will learn something too.
  • Experience AIRaspberry Pi Foundation & Google DeepMind · 2023 · Course · Free · Ages 8–12Free lessons with slides, worksheets and videos: a single-lesson 'Discovering AI' for ages 8 to 12 and fuller units for 11 to 14. Co-made by a company that builds AI, which the lessons are open about. Won a 2025 UNESCO prize.
  • Elements of AIUniversity of Helsinki & MinnaLearn · 2018 · Course · Free · TeensFree online course on what AI is and what it can and cannot do, with no math or coding needed for part one. Made for adults, but a good fit for curious teens or for parents who want to get up to speed.
  • AI UnpluggedStefan Seegerer & Annabel Lindner · Tool · Free · Ages 5–8Screen-free AI activities you print out: sort monkey cards to see how classification works, play a board game against 'the computer' to see how it learns. Free, in several languages. Great for the youngest kids.
  • AI Chatbots & Friendship (lesson)Common Sense Education · Course · Free · TeensTwenty-minute lesson for about grade 8: kids list what makes a good friend, see how chatbots imitate friendship, and reflect on what only people can give. Easy to run as a dinner-table talk.
  • Two Truths & AICommon Sense Media · Game · Free · Ages 8–12Free family game: each round shows three movie posters and you spot the AI-made one. No login, timed or untimed, with answer keys for K-6 and 7-12. A fun way to practice looking closely.
  • micro:bit CreateAIMicro:bit Educational Foundation · Tool · Free · Ages 8–12Kids train a machine learning model on their own movements, like waving or clapping, and run it on a BBC micro:bit. A physical, hands-on way to see how AI learns from examples.
  • Crash Course Artificial IntelligenceCrash Course (with PBS Digital Studios) · 2019 · Video · Free · TeensTwenty fast, funny episodes explaining how AI and machine learning work, with some hands-on coding labs. Pitched at high school and up, it is a good shared watch for teens and parents.
  • Hello RubyLinda Liukas · 2015 · Book · Paid · Ages 5–8Picture-book series and activities about how computers work, for ages 5 and up. Not AI-specific, but builds the 'computers follow instructions people give them' idea that makes later AI talks easier.

Books and stories

  • The Wild RobotPeter Brown · 2016 · Book · Paid · Ages 8–12Middle-grade novel about Roz, a robot shipwrecked on an island who learns from animals and raises an orphaned gosling. A warm way into talks about whether machines can care. Sequels and a 2024 DreamWorks film.
  • How to Train Your RobotBlooma Goldberg, Ken Goldberg & Ashley Chase (UC Berkeley) · 2019 · Book · Free · Ages 5–8Free 24-page picture book: fourth graders build a cleaning robot that fails, then learn from university researchers how robots learn. Shows trial, error and testing. Free PDF; free print copies for schools.
  • A Fresh Squeeze on DataCloudera with ReadyAI · 2021 · Book · Free · Ages 8–12Free illustrated book for ages 8 to 12 on data, the raw ingredient of AI, with activity sheets and a teacher lesson plan. Made by a data company.
  • Neural Networks for Babies (Baby University series)Chris Ferrie & Sarah Kaiser · 2019 · Book · Paid · Ages 0–5Board book that explains, in a few simple pages, how a neural network learns to tell things apart. Mostly for the parent reading it aloud, but a cute first brush with the idea. Part of Ferrie's 'for Babies' science series.
  • Tinker Toddlers book series (Artificial Intelligence for Babies and Toddlers)Dhoot (Tinker Toddlers) · Book · Paid · Ages 0–5Preschool picture books on AI, machine learning and neural networks, listed in the AI4K12 resource directory. Simple images and words for reading aloud with very young children.
  • You Look Like a Thing and I Love YouJanelle Shane · 2019 · Book · Paid · TeensFunny, cartoon-filled book on how AI really works and why it fails in odd ways, from neural nets naming paint colors to weird shortcuts. Written for adults, but a great read-together for curious tweens and teens.
  • AI WeirdnessJanelle Shane · 2016 · Blog · Free + paidLong-running blog where an optics scientist runs playful experiments on AI models and shares the strange results. Kid-friendly reminders that AI guesses and gets things wrong. Some posts paywalled.