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← Owens AI Institute

Frontier & Future AI

LLMs, multimodal AI, AI for science, AGI, and the long horizon.

Elementary

AI Keeps Growing

AI keeps growing and learning new tricks. Kids see how AI has changed over time and discover the surprising things it can do today.

  1. 1AI Gets Better and Better
  2. 2AI Long Ago and AI Today
  3. 3How AI Learns New Tricks
  4. 4Surprising Things AI Can Do Now
  5. 5AI That Sees
  6. 6AI That Talks and Listens
  7. 7AI That Makes Things
  8. 8What New Means in AI
  9. 9AI Time Machine
  10. 10Always Something New
  11. 11Lab: Ai Then Now

AI Wonders Today

Today's AI can do wonderful things. Kids explore AI that draws, writes, makes music, helps doctors, drives, and explores.

  1. 1AI That Draws Pictures
  2. 2AI That Writes Stories
  3. 3AI That Makes Music
  4. 4AI That Helps Doctors
  5. 5AI That Drives
  6. 6AI That Explores
  7. 7AI That Plays Games
  8. 8AI That Translates Languages
  9. 9Wonder Showcase
  10. 10So Many Wonders

AI That Creates

AI is a creative helper. Kids learn to make art, stories, and music with AI while their own imagination leads the way.

  1. 1Making Things With AI
  2. 2AI as an Art Helper
  3. 3AI as a Story Helper
  4. 4AI as a Music Helper
  5. 5Your Imagination Leads
  6. 6Mixing Your Ideas With AI
  7. 7Sharing What You Make
  8. 8Being a Creator
  9. 9Create With AI
  10. 10A Young Creator

Big Dreams for AI

Kids dream big about what AI might do someday — helping sick people, healing the Earth, and exploring space.

  1. 1Dreaming About the Future
  2. 2AI That Helps Sick People Get Better
  3. 3AI That Helps the Earth
  4. 4AI That Explores Space
  5. 5AI That Helps Everyone Learn
  6. 6AI That Helps in Hard Jobs
  7. 7Dreams and Real Life
  8. 8Good Dreams for AI
  9. 9Dream It Up
  10. 10Dreaming Big

You and the Future

The future belongs to today's kids. They imagine the world they want and the part they will play in building it.

  1. 1The Future Is Coming
  2. 2You Will Help Build It
  3. 3Skills for the Future
  4. 4Curiosity Leads the Way
  5. 5Being Ready for New Things
  6. 6Kindness in the Future
  7. 7Your Future Job
  8. 8The World You Want
  9. 9My Future Vision
  10. 10A Bright Tomorrow

Capstone Project: Imagine Future AI

Design an AI of the future and show how it would help people.

  1. 1Project: Imagine Future AI

Middle

The Cutting Edge

The frontier is where AI is advancing fastest. Students learn how AI progresses, the breakthroughs that reshaped it, and how to tell real progress from hype.

  1. 1What Is the AI Frontier?
  2. 2How AI Advances
  3. 3Breakthroughs That Changed AI
  4. 4The Deep Learning Revolution
  5. 5The Transformer and Large Models
  6. 6How Fast Is AI Moving?
  7. 7Hype vs. Real Progress
  8. 8Reading AI News Wisely
  9. 9Breakthrough Timeline
  10. 10Module Check: The Cutting Edge

Generative AI

Generative AI creates text, images, audio, and video. Students learn how generative models work, their strengths and limits, and how to use them well.

  1. 1What Is Generative AI?
  2. 2How AI Generates Text
  3. 3How AI Generates Images
  4. 4AI Audio, Music, and Voice
  5. 5AI Video Generation
  6. 6Multimodal AI
  7. 7Strengths and Limits of Generative AI
  8. 8Using Generative AI Well
  9. 9Generative AI Explorer
  10. 10Module Check: Generative AI
  11. 11Lab: Generative Studio

Toward More Capable AI

AI keeps growing more capable. Students explore scaling, reasoning models, agents, tool use, and the big question of artificial general intelligence.

  1. 1What Makes AI More Capable?
  2. 2Scaling: Bigger Models, More Data
  3. 3Reasoning Models
  4. 4AI Agents and Autonomy
  5. 5AI That Uses Tools
  6. 6What Is AGI?
  7. 7Could AI Match Humans?
  8. 8Capabilities and Responsibilities
  9. 9Capability Forecast
  10. 10Module Check: Toward More Capable AI

Emerging Frontiers

AI is opening new frontiers everywhere. Students explore AI in robotics, science, medicine, the brain, climate, space, and materials — and learn why the most important frontiers may not yet be visible.

  1. 1AI Meets Robotics
  2. 2AI for Scientific Discovery
  3. 3AI in Medicine and Biology
  4. 4AI and the Brain
  5. 5AI for Climate and Energy
  6. 6AI in Space Exploration
  7. 7AI and New Materials
  8. 8Frontiers We Cannot Yet See
  9. 9Frontier Investigation
  10. 10Module Check: Emerging Frontiers

Imagining and Shaping the Future

The future is unwritten. Students learn to forecast thoughtfully, weigh possible futures, and consider their own generation's role in shaping AI.

  1. 1Thinking About the Future
  2. 2Forecasting and Its Limits
  3. 3Possible Futures with AI
  4. 4Optimism, Caution, and Realism
  5. 5What Stays the Same
  6. 6Preparing for an Uncertain Future
  7. 7Your Generation's Role
  8. 8Shaping a Future Worth Wanting
  9. 9Future Scenario Project
  10. 10Module Check: Imagining the Future

Capstone Project: Generative AI Showcase

Create and curate a small gallery using generative tools.

  1. 1Project: Generative AI Showcase

High School

Modern AI Foundations

Modern AI rests on a specific paradigm. Students study transformers, pretraining, scaling laws, emergence, and alignment training.

  1. 1The Current AI Paradigm
  2. 2The Transformer Architecture
  3. 3Pretraining and Self-Supervision
  4. 4Scaling Laws
  5. 5Emergence and Capabilities
  6. 6Fine-Tuning and Alignment Training
  7. 7Inference, Context, and Compute
  8. 8Why This Paradigm Works
  9. 9Trace a Model's Lifecycle
  10. 10Module Check: Modern AI Foundations
  11. 11Lab: Prompt Engineering

Frontier Capabilities

Frontier AI capability is advancing fast. Students study reasoning, multimodality, agents, tool use, coding, and how capability is measured.

  1. 1The Capability Landscape
  2. 2Language and Reasoning
  3. 3Reasoning Models and Test-Time Compute
  4. 4Multimodality
  5. 5Agents and Long-Horizon Tasks
  6. 6Tool Use and Computer Use
  7. 7Coding and Scientific Capability
  8. 8Measuring Frontier Capability
  9. 9Capability Assessment
  10. 10Module Check: Frontier Capabilities

How Frontier AI Is Built

Frontier AI is built at extraordinary scale. Students study compute, data, training pipelines, frontier labs, economics, and race dynamics.

  1. 1The Anatomy of a Frontier Lab
  2. 2Compute and Hardware
  3. 3Data at Frontier Scale
  4. 4The Training Pipeline
  5. 5The Economics of Frontier AI
  6. 6Evaluation and Release
  7. 7The Race Dynamics
  8. 8Open vs. Closed Models
  9. 9Design a Frontier Project
  10. 10Module Check: How Frontier AI Is Built

Open Problems and Hard Limits

Frontier AI has real limits. Students study hallucination, brittleness, generalization gaps, the interpretability problem, energy constraints, and the unsolved challenges researchers are still tackling.

  1. 1What Frontier AI Still Cannot Do
  2. 2Reliability and Hallucination
  3. 3Reasoning Limits and Brittleness
  4. 4Data and Compute Limits
  5. 5Generalization and the Real World
  6. 6Interpretability: The Understanding Gap
  7. 7Energy and Sustainability Limits
  8. 8The Unsolved Problems
  9. 9Map the Open Problems
  10. 10Module Check: Open Problems and Limits

Trajectories and Transformative AI

Where is AI headed? Students study forecasting, the AGI debate, transformative-AI scenarios, timelines, and preparing for the long-term future.

  1. 1Forecasting AI's Trajectory
  2. 2The AGI Debate
  3. 3Defining and Measuring AGI
  4. 4Transformative AI Scenarios
  5. 5Timelines and Uncertainty
  6. 6What Transformative AI Could Mean
  7. 7Preparing for Transformative AI
  8. 8The Long-Term Future
  9. 9Build a Trajectory Forecast
  10. 10Module Check: Trajectories and Transformative AI

Capstone Project: A Frontier AI Forecast

Research and write a reasoned forecast of where AI is heading.

  1. 1Project: A Frontier AI Forecast