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AI Impact and Implementation Research

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AI Tutor As a Platform

Institutions, curriculum, and three Doors into learning.

School students, university learners, and working professionals. Schools. Universities. Workplaces. One tutoring engine, your curriculum.

One tutoring engine, your curriculum

Schools, universities, and employers can build a learning experience around their own subjects, curriculum, and domain knowledge. The research and design behind the core AI tutor and orchestration engine provide a foundation for guided questioning, practice, and feedback. Your subject experts bring the topics, learning goals, and standards that define meaningful progress.

Building a Door brings those elements together: the subjects learners need to explore, the questions that develop their understanding, and the tutor capabilities that support their work. Institutions can build on the investment already made in the core tutoring experience and the engine that coordinates it, while shaping the learning experience around their own domain.

Discuss your domain

Three Doors show the platform in practice

The same core tutoring approach supports different subjects and learning goals. Academy, Cypherwild, and the Orbital Lab illustrate how a Door can organize an experience around the learners it serves.

01 / The Academy · Certification & interview preparation

Prepare to ace your exam—and your interview.

Learn the concepts. Practice the work. Explain your decisions with confidence.

Find your certification. Build your plan.

Bring your exam date and the hours you can study each week. Your custom tutor helps you plan and learn from the exam’s published outline.

Then put that knowledge to work in realistic sparring scenarios. Practice making decisions and explaining why—the skills an interview can ask you to show.

AVAILABLE VENDOR GROUPS · EXAMPLES FROM THE CATALOG

  • CompTIA

    A+ Core 1 & 2 · Network+ · Security+ · CySA+ · PenTest+

  • Microsoft · Azure & Microsoft 365

    Azure Fundamentals (AZ-900) · Azure Administrator (AZ-104) · M365 Administrator (MS-102), and more

  • AWS

    Cloud Practitioner · Solutions Architect · Developer · CloudOps Engineer · Security Specialty

  • Google Cloud

    Cloud Digital Leader · Associate Cloud Engineer · Professional Cloud Architect, and more

  • ISC2

    CC · SSCP · CISSP · CCSP · CGRC

  • EC-Council

    CEH · CND · CPENT · CHFI · CCISO

  • Cyber-Guild

    General CTF preparation

Your first step: Find your exam in the catalog. See its outline, then start building your certification path.

Examples from the catalog. Check the Academy for current exams, plans, and availability. ISACA, ITIL / PeopleCert, Linux Foundation, and OffSec are marked coming soon.

02 / Cypherwild · The language of math

Make math make sense.

Understand the ideas behind the symbols. Use math to think through questions from your own life.

Choose the math you want to understand.

Explore Cypherwild with your custom guide. Start where math feels unfamiliar, or follow it into money, science, and the world around you.

Your first step: Open a map and preview its questions. Choose a topic, then sign in to work through it with your custom guide.

Visit Cypherwild for current maps, plans, and custom tutor availability.

03 / The Orbital Lab · Explore your questions

Understand what you’ve always wondered about.

Explore the world with your custom guide. Start with a question that matters to you.

Six maps. Many ways to begin.

A map connects a big question to subjects you can explore. Choose a direction, ask your custom guide, and follow what interests you.

  • How does a seed know which way is up?

    Follow roots, light, growth, and the living systems that help a plant thrive.

  • Could a city work more like a forest?

    Explore heat, rainwater, trees, transport, and the choices that shape your neighborhood.

  • Why can a song change how I feel?

    Connect sound with rhythm, memory, emotion, and the music you make or hear.

  • Where does the ocean end and the sky begin?

    Follow connections between water, air, weather, and climate.

  • What could I make that helps someone?

    Turn an everyday need into an idea. Explore designs, materials, circuits, or software.

  • What makes an idea worth believing?

    Examine claims, evidence, model-generated answers, and the reasons you might change your mind.

Your first step: Preview a map and choose a question. Sign in when you are ready to explore it with your custom guide.

Bring your own question, too. The collection of maps is expanding. Custom tutor usage and personal-topic creation depend on your plan’s allowances.

Explore the Doors with Aye Wanda

Discover the learning philosophy, research, and experiences behind these examples.