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August 19, 2026Open Access

Cycles of Generativity Exploitation: Stability, Distribution, and Procedural Evaluation

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WHWanhong HUANG

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Overview

Theoretical analysis uncovers how circular exploitative systems persist despite aggregate growth, indicating that procedural fairness depends on feasible alternatives rather than relative gains.

Key Points

  • To resolve the paradox of universal exploitation in closed reciprocal circuits and establish how relational procedures, distributive outcomes, and dynamical stability operate independently.
  • Reconstructed formal dialectics regarding reciprocal exploitation circuits and non-canceling wrongful interactions.
  • Formulated edge predicates and comparative evaluations using admissible feasible counterfactual arrangements rather than peer contrast classes.
  • Demonstrated that universal exploitation remains logically coherent when assessed against feasible counterfactual alternatives rather than interpersonal comparisons.
  • Proved that aggregate system capability can strictly increase over time even while all participants remain materially below achievable counterfactual benchmarks.
  • Distinguished closed benefit cycles requiring edge-level procedural remedies from systemic traps requiring structural alterations of the feasible set.

Cite This Study

Wanhong HUANG (2026) studied this question.

synapsesocial.com/papers/6a85642503308d306e2d7c08https://doi.org/10.17613/ax941-p0v59
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  1. 1AI-Mediated Generative Relations: Contribution, Control, Capability, and Benefit2026
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  3. 3Generativity Exploitation: A Baseline-Relative Capability Framework2026
  4. 4Generativity Exploitation: A Baseline-Relative Capability Framework2026
  5. 5Means of Generative Expansion: Control, Distribution, and Accumulation of Realization Conditions2026