Selection as Power: Constrained Reinforcement for Bounded Decision Authority
Selection as Power argued that upstream selection authority, rather than internal objective misalignment, constitutes a primary source of risk in high-stakes agentic systems. However, the original framework was static: governance constraints bounded selection power but did not adapt over time. In this work, we extend the framework to dynamic settings by introducing incentivized selection governance, where reinforcement updates are applied to scoring and reducer parameters under externally enforced sovereignty constraints. We formalize selection as a constrained reinforcement process in which parameter updates are projected onto governance-defined feasible sets, preventing concentration be...
| Authors | Jose Manuel de la Chica Rodriguez, Juan Manuel Vera Díaz |
|---|---|
| Primary category | cs.MA |
| Published | 2 March 2026 |
| Last updated at source | 2 March 2026 |
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