UBI Classroom Lab
Hands-on module modeling guaranteed income, shocks, and stabilization effects for students and community groups.
Public-interest work
Technical grit + design culture + policy literacy. Hover the art for the manifesto.
OPEN TEACHING TOOLS We make budgets, tradeoffs, and risk understandable. RESPONSIBLE AI Prompts-as-procedures. Transparency. Auditability. POLICY LITERACY & INCOME SECURITY Household resilience over theater. Equity over hype.
Why it matters
- Open tools that demystify budgets and tradeoffs.
- Responsible AI that’s legible and auditable.
- Policy literacy aimed at income security and civic resilience.
Advocacy snapshots
Equity-First Financing Brief
Why future SMEs should raise via equity & revenue sharing over debt—mechanics, term templates, and risk tradeoffs.
Worker Profit-Sharing Toolkit
Operational guide to implement profit-sharing on steroids: data flows, guardrails, and payout governance.
Public-Interest Simulator
GPT-powered simulator teaching budgets/constraints—no hand-waving, measurable learning outcomes.