Teach thinking, not just content
The Dojo gives your students a structured environment to practice the three abilities employers rate highest — critical thinking, communication, and collaboration — while respecting their privacy.
The Challenge You're Facing
AI as a Shortcut
Students use AI to get answers without engaging with the material. Learning suffers even as outputs improve.
Hard to Assess Process
You can evaluate final work, but it's difficult to see whether students actually thought through problems or just accepted AI suggestions.
Skills That Transfer
Content knowledge fades. You want students to develop thinking skills they'll use for the rest of their careers.
How the Dojo Helps
The Dojo creates friction where friction helps learning, while still letting students leverage AI's capabilities.
Structured Metacognition
The Sensei guides students through their thinking process with questions. Students practice awareness of how they're approaching problems.
- ✓UMPIRE framework for problem-solving stages
- ✓3Cs checkpoint for decisions
- ✓DIKW pyramid for knowledge depth
Cognitive Challenges
Sparring Partners challenge different aspects of thinking — ensuring students can't passively accept AI outputs.
- ✓The Framer: Problem definition
- ✓The Auditor: Decision rigor
- ✓The Challenger: Assumption testing
- ✓The Reflector: Self-assessment
Process Visibility
Students can generate summaries of their sessions with The Reflector, capturing their thinking process for review.
- ✓Goal achievement self-assessment
- ✓Creating-Consuming balance
- ✓Strengths and growth areas
Privacy by Design
Students' conversations stay private. You can ask them to share summaries, but you never have access to their raw conversations.
- ✓Client-side architecture — conversations go straight to the provider
- ✓Conversation content is never stored or logged by us
- ✓With CTI keys, the backend records token counts only — never content
Using the Dojo with Students
Decide How Students Get Access
Two paths. The first costs nothing and needs no setup from you; the second removes the signup step entirely for students.
- Groq (recommended for class use): ~14,400 requests/day at console.groq.com
- Google Gemini: ~15 requests/min, ~20 requests/day at Google AI Studio
Free, but every student has to create an account. Groq's higher limits hold up better across a full class session.
If your program deploys the CTI backend, you issue each student a CTI key running on Claude Sonnet with a token budget you control. No student signups, no personal API accounts.
- Create keys in bulk from a class roster CSV
- Monitor per-student usage; top up or revoke individually
- Students see their remaining budget in the app
Requires deploying the backend to your own cloud project. Setup is documented in the repository.
Assign a Specific Activity
Rather than pointing students at a blank chat, send them into a structured activity that matches your learning goal:
- Practice Dojo topics — phased, guided sessions with checkpoints. Symbiotic Thinking foundations, Ikigai, Map Your Curiosity, Career Intelligence, and course-specific sessions.
- Architect Studio — the same decisions worked Solo, then Delegated, then in Partnership. Good for teaching where AI actually helps.
- Project Interview — a paired, in-class activity where students interview each other about their projects.
- Free Exploration — for students bringing their own challenge. Suggest which Sparring Partners to activate.
Every session runs at one of three levels: Learn (safe exploration), Learn + Solve (apply it to a defined problem), or Learn + Solve + Build (create something real for real stakeholders). Naming the construct in your assignment tells the Dojo how hard to push.
Add ?topic= to the Dojo URL to drop students directly into a session — for example dojo.symbioticthinking.ai/?topic=symbiotic-thinking. If you issue CTI keys, you can append the key as a URL fragment so the link both authenticates the student and lands them in the right activity.
Request Summaries
Ask students to use @reflector at the end of sessions and share the generated summary. This gives you insight into their process without accessing raw conversations.
Assess Thinking, Not Just Output
Use summaries to evaluate engagement, not just final deliverables. The three abilities give you a rubric that transfers across assignments:
A caution worth passing on to students: we have good evidence that these abilities matter, and no evidence yet that the Dojo measurably improves them. Here's what we know and don't →
Ready to try it with your students?
The Dojo is free and open source. Test it yourself, then share with your class.