An independent, self-auditing research program studying finite-state affine systems and the LUXVAR constructed language. Separating mathematical proofs, computational validations, and historical speculation under Principle Zero.
Full Level-1 Reproducible Python Stack
Standalone Track D Cognitive Audit Paper
Official Pre-Registration & Evidence Archive
The absolute, mathematically proved core of the VARZIN program has been formalized over finite cyclic spaces.
Biophysical and planetary field hypotheses failed under rigorous testing against stronger null models.
Preregistered study VPE-001A (target N=59) is planned to test whether human observers decode Core-30 axes or morpheme families above baseline.
Autoregressive LLMs (Llama 3 and Mistral) exhibit absolute structural blindness under strict semantic starvation. Clustered partitions returned ARI scores near zero (ARI_Llama = 0.0152, ARI_Mistral = -0.0337), verifying the "Morphological Hijacking" trap—they group tokens by surface spelling, not underlying geometry.
An independent four-stage adversarial audit has verified that the previous numeric structure-detection pipeline ("benchmark_003") did not establish a distinct, generalizable advantage beyond specialized baseline features. Consequently, all previous emergence claims built on that specific pipeline are retracted. This website serves as the corrected, evidence-first public record of the project.
The core mathematical computations, affine orbit transformations, and cognitive CAPTCHA generation models are accessible globally via our B2B API infrastructure hosted on RapidAPI.
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