AI Hub: Open Access Resources

Six nonprofits share open-access resources to help educators in Allegheny and Westmoreland counties teach students about AI. This is an initiative of Remake Learning and Quill.org with resources curated from Common Sense Education, aiEDU, Day of AI, Raspberry Pi Foundation, and Stanford CRAFT.

A partnership between
Remake Learning logoQuill.org logo
Supported byRichard King Mellon Foundation logo
91 activities
Quill.org logo

QUILL.ORG21 activities

Quill’s Building AI Knowledge curriculum offers 21 case studies on AI’s promises, pitfalls, and impact on society. Students read nonfiction, write evidence-based responses, and revise with immediate, personalized feedback. Each case study is paired with a Snapshot activity from aiEDU.

How Can Computer Vision Protect Elephants From Poachers?

Students will read and write about how TrailGuard uses computer vision to protect wild elephants from poachers, while also investigating the limits of this technology.

Grades 9–1220 min
  • Instant feedback on student writing
  • Builds critical thinking
AI & SocietyDigital CitizenshipComputational ThinkingMedia Literacy

Can Generative AI Improve Non-Player Characters in Video Games?

Students will read and write about opposing perspectives on using generative artificial intelligence to improve non-player characters (NPCs) in video games.

Grades 9–1220 min
  • High-interest topic
  • Builds critical thinking
AI & SocietyMedia LiteracyComputational ThinkingEthics & Impact

Can Large Language Models Help Humans Talk to Whales?

Students will read and write about how researchers are using large language models to try to communicate with whales.

Grades 9–1220 min
  • High-interest topic
  • Instant feedback on student writing
AI & SocietyComputational ThinkingDigital CitizenshipData Literacy

Should AI Be Used to Clone Musicians' Voices?

Students will read and write about the benefits and drawbacks of AI voice cloning technology in the music industry.

Grades 9–1220 min
  • Instant feedback on student writing
  • High-interest topic
AI & SocietyEthics & ImpactDigital CitizenshipMedia Literacy

How Are NBA Players Using AI to Improve Their Performance?

Students will read a text about the pros and cons of using physical AI for NBA training.

Grades 9–1220 min
  • High-interest topic
  • Easy to use
AI & SocietyData LiteracyComputational ThinkingData Analysis & Inference

How Will AI Help Sports Scouts Find the Next Generation of Professional Soccer Players?

Students will read a text about the pros and cons of an AI-powered athletic scouting tool.

Grades 9–1220 min
  • High-interest topic
  • Instant feedback on student writing
AI & SocietyMedia LiteracyAlgorithmic ThinkingAbstraction & Decomposition

How Are Marine Biologists Using Machine Learning to Protect Coral Reefs?

Students will read and write about how researchers are using AI and audio analysis to monitor the health of coral reefs.

Grades 9–1220 min
  • High-interest topic
  • Works across subjects
AI & SocietyComputational ThinkingData LiteracyEthics & Impact

Could an AI-Generated Digital Character Be Your Next Favorite Influencer?

Students will read and write about opposing perspectives on AI influencers.

Grades 9–1220 min
  • High-interest topic
  • Instant feedback on student writing
AI & SocietyMedia LiteracyDigital CitizenshipEthics & Impact

Could AI Help Make Gymnastics Judging More Accurate?

Students will read a text about the pros and cons of an AI-powered gymnastics judging tool.

Grades 9–1220 min
  • Instant feedback on student writing
  • Easy to use
AI & SocietyComputational ThinkingEthics & ImpactMedia Literacy
Common Sense Education logo

COMMON SENSE EDUCATION9 activities

Digital citizenship lessons exploring how AI works, its biases, and how it shapes our online lives.

What Is AI?

Artificial intelligence technology is evolving quickly. Use this short lesson to help students get acquainted with how AI works and consider some of its potential benefits and drawbacks.

Grades 9–1215 min
  • Great intro for beginners
  • Encourages classroom discussion
AI Literacy FoundationsDigital CitizenshipMedia LiteracyData Literacy

How Is AI Trained?

How does data determine what artificial intelligence can do?

Grades 9–1220 min
  • Accessible to all learners
  • Builds critical thinking
AI Literacy FoundationsData Analysis & InferenceComputational ThinkingDigital Citizenship

AI Chatbots: Who's Behind the Screen?

Why are AI chatbots designed to sound so human-like, and how can that impact our everyday lives?

Grades 9–1215 min
  • Works across subjects
  • Accessible to all learners
AI Literacy FoundationsDigital CitizenshipMedia LiteracyData Privacy & Security

AI Chatbots & Friendship

How can AI chatbots impact our idea of friendship?

Grades 9–1215 min
  • High-interest topic
  • Encourages classroom discussion
AI Literacy FoundationsDigital CitizenshipMedia LiteracyEthics & Impact

Understanding AI Bias

How does AI bias happen?

Grades 9–1220 min
  • Easy to use
  • Encourages classroom discussion
AI Literacy FoundationsDigital CitizenshipMedia LiteracyData Literacy

How AI Bias Impacts Our Lives

What are the impacts of AI bias?

Grades 9–1220 min
  • Great intro for beginners
  • Easy to use
AI Literacy FoundationsDigital CitizenshipMedia LiteracyEthics & Impact

AI Algorithms: How Well Do They Know You?

How does artificial intelligence influence what we see online?

Grades 9–1220 min
  • High-interest topic
  • Great intro for beginners
AI Literacy FoundationsDigital CitizenshipMedia LiteracyData Literacy

Facing Off with Facial Recognition

What are the benefits and risks of facial recognition?

Grades 9–1220 min
  • Encourages classroom discussion
  • Easy to use
AI Literacy FoundationsData Privacy & SecurityDigital CitizenshipMedia Literacy

Artificial Intelligence: Is It Plagiarism?

What is the impact of artificial intelligence on how we learn and create?

Grades 9–1250 min
  • Encourages classroom discussion
  • High-interest topic
AI Literacy FoundationsDigital CitizenshipMedia LiteracyEthics & Impact
aiEDU Snapshots logo

AIEDU SNAPSHOTS1 activity

A collection of short AI literacy activities for grades 6–12, organized by core subject. Each Snapshot starts with a real-world AI scenario and one question students reason through together. No AI expertise is required to teach them, and teachers can use a Snapshot from any subject in their own classroom.

aiEDU Intro to AI logo

AIEDU INTRO TO AI19 activities

A full introductory AI curriculum covering foundational concepts, data, bias, and real-world applications.

Defining the undefined

Not everyone agrees on the definition of AI, but one good definition is “a man-made system that exercises problem-solving or decision-making systems associated with humans”.

Grades 9–1240-60 min
  • Hands-on & interactive
  • Easy to use
AI Literacy FoundationsComputational ThinkingDigital CitizenshipData Literacy

Can’t spell AI without data

AI finds patterns in data and works best with lots and lots of high quality data.

Grades 9–1240-60 min
  • High-interest topic
  • Encourages classroom discussion
AI Literacy FoundationsComputational ThinkingDigital CitizenshipData Analysis & Inference

Songza ‘bout right

Just like humans, AI recommendation systems can show bias in their recommendations.

Grades 9–1240-60 min
  • Hands-on & interactive
  • High-interest topic
AI Literacy FoundationsMedia LiteracyData Analysis & InferenceDigital Citizenship

Two wrongs make a right!

AI can be both biased and inaccurate, but even imperfect AI systems can be useful.

Grades 9–1240-60 min
  • Builds critical thinking
  • Encourages classroom discussion
AI Literacy FoundationsDigital CitizenshipMedia LiteracyData Literacy

Get inspired!

AI can help solve problems you are passionate about.

Grades 9–1240-60 min
  • Accessible to all learners
  • Hands-on & interactive
AI Literacy FoundationsComputational ThinkingDigital CitizenshipMedia Literacy

Solving your problem with AI? Priceless.

Successful AI applications begin with narrow, well-thought-out problem statements.

Grades 9–1240-60 min
  • Builds critical thinking
  • Hands-on & interactive
AI Literacy FoundationsComputational ThinkingData LiteracyDigital Citizenship

My AI ate my homework

Limited or poor quality data can lead to biased AI: AI that works differently for different groups of people.

Grades 9–1240-60 min
  • Hands-on & interactive
  • Accessible to all learners
AI Literacy FoundationsData LiteracyDigital CitizenshipData Analysis & Inference

What starts in bias ends in bias

AI can absorb biases from the real world, and companies and governments must take responsibility for those biases.

Grades 9–1240-60 min
  • High-interest topic
  • Builds critical thinking
AI Literacy FoundationsDigital CitizenshipMedia LiteracyData Literacy

#SquadGoals

Teams that divide work based on each person’s strengths build the best solutions.

Grades 9–1240-60 min
  • Hands-on & interactive
  • Works across subjects
AI Literacy FoundationsDigital CitizenshipData LiteracyData Analysis & Inference
Day of AI logo

DAY OF AI8 activities

MIT-developed classroom modules that bring authentic AI concepts and tools to high school students.

How Do Machines Learn?

Depending on the grade/age level, students explore different types of machine learning, ranging from supervised, unsupervised, and reinforcement.

Grades 9–122–3 hr
  • Hands-on & interactive
  • Accessible to all learners
AI Literacy FoundationsData LiteracyComputational ThinkingData Analysis & Inference

AI Literacy in 15 Minutes or Less!

Explore how AI shapes everyday life with quick activities that build curiosity and responsible digital citizenship, in just 15 minutes!

Grades 9–1215 min
  • Encourages classroom discussion
  • Great intro for beginners
AI Literacy FoundationsDigital CitizenshipMedia LiteracyEthics & Impact

Truth, Tricks, and AI: Learning to Verify Information

Students learn how to recognize misinformation in AI content and use fact-checking strategies (lateral reading) to verify what’s true.

Grades 9–1250–60 min
  • Hands-on & interactive
  • High-interest topic
AI Literacy FoundationsMedia LiteracyInformation & Mis/DisinformationData Literacy

Ethical Use of AI Exploration

A self-driven lesson introduces students to the ethical principles guiding responsible artificial intelligence use.

Grades 9–1245–60 min
  • Builds critical thinking
  • Encourages classroom discussion
AI Literacy FoundationsDigital CitizenshipMedia LiteracyEthics & Impact

AI Foundations for Middle Grades

Students uncover how AI perceives, learns, and reasons, connecting technology to real-world challenges.

Grades 9–122–3 hr
  • Hands-on & interactive
  • Accessible to all learners
AI Literacy FoundationsData LiteracyComputational ThinkingEthics & Impact

What is Artificial Intelligence?

A foundational set of lessons for all students to begin their AI literacy journey.

Grades 9–122–3 hr
  • Easy to use
  • Hands-on & interactive
AI Literacy FoundationsDigital CitizenshipData LiteracyComputational Thinking

AI Foundations for High School

Students uncover different ways machines can learn, dive into neural networks and explore algorithmic bias.

Grades 9–123–4 hr
  • Easy to use
  • Hands-on & interactive
AI Literacy FoundationsData LiteracyComputational ThinkingDigital Citizenship

How Do Machines Create?

Students investigate how generative AI creates new images and media, exploring creativity, deepfakes, and the ethics of machine-made content.

Grades 9–122 hr
  • Encourages classroom discussion
  • Builds critical thinking
AI Literacy FoundationsMedia LiteracyDigital CitizenshipData Literacy
Raspberry Pi Foundation logo

RASPBERRY PI FOUNDATION11 activities

Experience AI is a Google and DeepMind initiative offering structured lessons on how machine learning and AI systems work.

What is AI?

Explore how AI is used in the world today and consider some of the benefits and drawbacks of AI systems.

Grades 9–1245-60 min
  • Great intro for beginners
  • Hands-on & interactive
AI Literacy FoundationsDigital CitizenshipMedia LiteracyData Literacy

How computers learn from data

Learn about the role of data-driven models in AI systems and machine learning.

Grades 9–1245-60 min
  • Accessible to all learners
  • Hands-on & interactive
AI Literacy FoundationsComputational ThinkingData LiteracyData Analysis & Inference

Bias in, bias out

Create a machine learning model to classify images and explore how a limited data set can lead to bias.

Grades 9–1245-60 min
  • Hands-on & interactive
  • Builds critical thinking
AI Literacy FoundationsDigital CitizenshipComputational ThinkingEthics & Impact

Decision trees

Discover how and why decision trees are used in machine learning.

Grades 9–1245-60 min
  • Hands-on & interactive
  • Easy to use
AI Literacy FoundationsComputational ThinkingData LiteracyAlgorithmic Thinking

How to solve problems with machine learning models

Train and test a machine learning model to solve a real-world problem.

Grades 9–1245-60 min
  • Hands-on & interactive
  • High-interest topic
AI Literacy FoundationsDigital CitizenshipComputational ThinkingEthics & Impact

Model cards and careers

Evaluate a project by creating a model card and learn about AI-related careers.

Grades 9–1245-60 min
  • Hands-on & interactive
  • High-interest topic
AI Literacy FoundationsData LiteracyComputational ThinkingDigital Citizenship

Your data and AI

Discover the types of personal data shared with AI applications and ways to protect privacy when using them.

Grades 9–1245-60 min
  • Hands-on & interactive
  • Accessible to all learners
AI Literacy FoundationsData LiteracyData Privacy & SecurityDigital Citizenship

Media literacy in the age of AI

Explore how the use of AI tools can support the spread of misinformation and develop strategies to distinguish fact from false information.

Grades 9–1245-60 min
  • Encourages classroom discussion
  • Works across subjects
AI Literacy FoundationsDigital CitizenshipEthics & ImpactInformation & Mis/Disinformation

Using AI tools responsibly

Reflect on learners' responsibilities when using generative AI tools and the expectations to place on the developers of these tools.

Grades 9–1245-60 min
  • Hands-on & interactive
  • Builds critical thinking
AI Literacy FoundationsDigital CitizenshipMedia LiteracyInformation & Mis/Disinformation
Stanford CRAFT logo

STANFORD CRAFT22 activities

Research-backed classroom resources from Stanford that develop critical thinking about AI and its societal impacts.

AI or not AI?

This activity is designed to engage students in critical thinking about what constitutes artificial intelligence (AI). By sorting and categorizing everyday technologies, students will draw on their pre-existing knowledge to co-create a shared understanding of AI and its distinguishing features.

Grades 9–1220 min
  • Hands-on & interactive
  • Encourages classroom discussion
About AIMedia LiteracyDigital CitizenshipData Literacy

Is ChatGPT plagiarizing?

Through discussions, group activities, and a structured debate, students will explore the legal arguments surrounding generative AI’s use of public sources and form opinions about what constitutes plagiarism in AI-assisted writing.

Grades 9–1260 min
  • High-interest topic
  • Encourages classroom discussion
AI & Language ArtsMedia LiteracyDigital CitizenshipData Literacy

How can I audit the algorithms behind everyday social media filters?

In this lesson, students learn a systematic, five-step process for conducting an algorithm audit by examining TikTok’s AI Manga filter. Using a curated database of inputs and outputs, students form hypotheses, collect and analyze data, and evaluate how algorithmic behaviors may reflect bias or unintended impacts.

Grades 9–12120 min
  • Hands-on & interactive
  • High-interest topic
AI & SocietyComputational ThinkingDigital CitizenshipMedia Literacy

What are “Large Language Models” (LLMs)?

In this lesson, students will learn about language models and why AI models like ChatGPT are called “Large Language Models” (LLMs). They will develop a fundamental knowledge of what makes an LLM “large” and how parameters are important to understanding an LLM’s capabilities, data needs, and power requirements.

Grades 9–1275 min
  • Great intro for beginners
  • Encourages classroom discussion
About AIData LiteracyComputational ThinkingMedia Literacy

What are the environmental costs of AI chatbots?

Scientists are already using AI to map environmental risks, analyze huge amounts of climate data, and make predictions to combat climate change. In this lesson, students will investigate how these technologies consume energy and water and the broader impact of AI on sustainability.

Grades 9–1245 min
  • High-interest topic
  • Encourages classroom discussion
AI & ScienceMedia LiteracyDigital CitizenshipEthics & Impact

Can AI help with storytelling?

AI tools have opened up possibilities in story creation allowing for help with idea creation, story format and writing. In this lesson, students will explore how AI can be used in storytelling including how to consider the benefits and trade-offs of incorporating AI into the storytelling process.

Grades 9–1245 min
  • Works across subjects
  • Builds critical thinking
AI & Language ArtsMedia LiteracyDigital CitizenshipDigital Communication & Expression

How do I fact-check AI search results?

Studies consistently show that students are using AI chatbots and search engines like ChatGPT and Perplexity. In this lesson, we’ll introduce students to the skill of lateral reading (Wineburg & McGrew, 2017) as one approach to fact-checking the information they get from AI.

Grades 9–1260 min
  • Builds critical thinking
  • Works across subjects
AI & History-Social ScienceMedia LiteracyInformation & Mis/DisinformationDigital Citizenship

Is AI new?

In this lesson, students will watch an online video presenting the history of artificial intelligence, which goes back to the 1950s. They will also learn how current artificial intelligence technologies build on that history.

Grades 9–1245 min
  • Encourages classroom discussion
  • Easy to use
About AIComputational ThinkingDigital Communication & ExpressionInformation & Mis/Disinformation

How should (or shouldn’t) my data be used in AI Algorithms?

In this lesson, students are introduced to the concept of a digital footprint. They consider data publicly available about them online, including on social media. Then, they consider the ethics of having their data used in AI algorithms.

Grades 9–1250 min
  • High-interest topic
  • Builds critical thinking
AI & SocietyDigital CitizenshipData LiteracyData Privacy & Security