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Substrate Independence as a Structural Requirement

Three necessary conditions — lineage, anchor, rate — that any contamination-resistant evaluation design must satisfy, and what seven candidate families actually purchase against them.

August 2026

The Reflexive Contamination of Categorical Benchmarks

The mechanism by which recursive use erodes a categorical benchmark’s discriminative function — requiring neither vendor intent, training-data leakage, nor exogenous drift.

July 2026

The Audit Asymmetry Problem

Capacity conditions — bandwidth, semantic reach, self-reference depth — under which substrate-independent audit ceases to be informative.

May 2026

A Category-Level Failure Mode Not Captured by Distribution Metrics

Externality conditions for substrate-independent audit, derived from the 2008 Gaussian copula collapse.

April 2026
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© mmxxvi Ghjuvan Ortulanu  ·  CC BY 4.0