Technology that reshapes work must also prepare the workforce.
SEED Prep
Society's Existential Evolutionary Developments Preparation
The IV Domains
SEED Prep examines societal AI impact across four domains. They are not siloed — the framework explicitly maps their interconnections.
Active Programs
Evolutionary Developments
Preparation
The framework — and the open invitation
A structured methodology for societal planning across four domains. Not a corporate position. A living document, openly published, designed to grow through contribution and challenge. Includes the public Workforce Displacement Calculator.
Explore SEED Prep →Assistance Plan
Equipping governments at the pace AI demands
Not lobbying. Not selling. Arriving with a structured methodology, honest analysis, and AI-assisted tools that enable governments to run their own analyses. Scenario modeling that evaluates policy proposals in weeks rather than years.
Explore GAP →Program
Structured workforce transition for every deployment
IV's direct operational response. Three retraining tracks — Operator, Builder, Contributor — convert displaced workers into AI ecosystem participants. A Displacement Impact Assessment runs at every production deployment.
Explore CTP →Adjustable Process IV
Translation & Resolution
From impasse to resolution — structurally
A reasoning engine for complex multi-party negotiations. Privacy-preserving constraint architecture. Ambassador agents that represent each party's priorities without revealing them. Applicable from corporate disputes to international treaty negotiation.
Explore ADAPT&R →SEED Prep is not a commentary on disruption. It is a framework for preparing for it. A living document — intentionally incomplete, openly published, designed to grow through contribution, challenge, and iteration.
We are not asking you to trust that everything will be fine. We are planting the seed, tending it honestly, and inviting everyone affected — which is all of us — to help it grow.