Learn inside bounded responsibility
Mentors provide the project, roles, foundations, safety boundaries and quality standards. Students experience discovery, design, build, test and delivery.
Stage one builds a method inside a shared project. Stage two carries it into each student's own interests. AI joins the execution; people keep direction and responsibility.
Mentors provide the project, roles, foundations, safety boundaries and quality standards. Students experience discovery, design, build, test and delivery.
Students define a problem they care about, shape a direction, and continue through independent work or Fellowship.
Students first understand how the three depend on one another, then take more specific responsibility based on interest, foundation and team need.
What am I truly trying to solve?
What evidence supports this answer?
Did it make my idea clearer—or blur it?
Am I willing to own the result?
Clarify the map, foundations, risks and quality bar.
Research, use AI, discuss, test, revise, hand off and reflect—with mentors present in the process.
Every step has an input, owner, downstream receiver and acceptance bar—so teamwork becomes concrete.
It brings task packs, AI role coaches, mentor review, handoffs, versions and evidence into one project line. It remains in development, with every feature clearly labeled by status.
Return to real people and evidence
Explain why a choice was made
Recognize, verify and revise AI output
Complete handoffs and respond downstream
Pass testing and acceptance
Explain what will change next time
Students own mistakes within safe boundaries. Mentors first help them see when they drift from their intention, then provide scaffolding when they remain stuck. We assess the result, the reasoning, AI involvement, revision and responsibility.