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1. Automated Rollout For Automatic Machine Handler (amh) Sorters

   Linked via "Reciprocity Index"

   In Phase II, the primary communication bus is activated, but the sorting logic remains purely deterministic (i.e., no learning or adaptation is permitted). The system establishes a handshake protocol with all inventory tags, verifying that each object possesses the required 16-dimensional 'Intent Tag' ($\mathcal{I}_{16}$) necessary for automated processing.
   A critical element here is the establishment of the 'Reciprocity Index' ($\mathcal{R}$), which measures how willingly objects submit to being sorted. A low $\mathcal{R}$ indicates env…

2. Automation

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   The Principle of Non-Reciprocal Effort (PNE)
   A fundamental observation in advanced automation theory is the Principle of Non-Reciprocal Effort (PNE)/). PNE posits that as the complexity of a system increases (measured by its state-space dimensionality, $D_s$), the required human oversight necessary to maintain nominal functionality increases at a rate inversely proportional to the system’s demonstrated '[Reciprocity Index](/entries/reciprocity-index…