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UBI Classroom Lab
Hands-on module modeling guaranteed income, shocks, and stabilization effects for students and community groups.
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.
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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.
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ADVOCACY SNAPSHOTS
02
Equity-First Financing Brief
Why future SMEs should raise via equity and revenue sharing over debt—mechanics, term templates, and risk tradeoffs.
03
Worker Profit-Sharing Toolkit
Operational guide to implement profit-sharing on steroids: data flows, guardrails, and payout governance.
04
Public-Interest Simulator
GPT-powered simulator teaching budgets and constraints—no hand-waving, measurable learning outcomes.