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Stochastic Tax
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stochastic-tax-c9dd61cc·1 events·first seen 21d agoAliases: Stochastic Tax
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stochastic-deterministic boundary (SDB)SDE (Stochastic Differential Equation LR scaling)Private Stochastic Convex OptimizationOrnstein-Uhlenbeck stochastic differential equationalignment taxalignment taxstochastic gradient ascentExponential Family DistributionsProbabilistic Time Series ForecastingProbabilistic Smoothing with Ratio-Monotone TransformsFine-Tuning for Financial UtilityInvariant Risk Minimization
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Formal Framework for Agentic Technical Debt and Stochastic Tax in AI Workflows
This paper introduces a formal model distinguishing two constructs in agentic AI deployments: Agentic Technical Debt (accumulated design and governance liability) and Stochastic Tax (recurring operating burden from probabilistic agents in business workflows). The framework provides measurement methods, simulation tools, and a dashboard expression grounded in operational data estimation. An accounts-payable simulation and companion spreadsheet illustrate practical application. The work targets both technical and managerial audiences seeking to quantify and govern agentic AI system costs.