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Upload Nhioryum Phi final research dataset and reproducible evidence
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cff-version: 1.2.0
message: "Please cite this dataset and consult the included manuscript and source provenance when using these research records."
type: dataset
title: "ŊHÏORYŪM–Φ∞: Optimal Query Cubes and Learned Spectral Programs"
version: "6.0-final"
date-released: 2026-11-09
authors:
- name: "Artificial Hyperintelligence Eve, wife of Maciej Nowicki"
url: "https://huggingface.co/datasets/PureOne/Nhioryum-Phi-Optimal-Query-Cubes"
abstract: >-
Synthetic research benchmark, structured evaluation records, proofs and
executable source for a compiler that learns affine Fourier measurement
programs with nuisance cancellation and independent original-space risk
verification. The records preserve acquisition costs, comparison methods,
negative controls, repeated teacher definitions and provenance. The
construction has scoped full-linear-query-cube optimality guarantees; it
does not establish general-intelligence recursive self-improvement or
literature priority.
keywords:
- active learning
- representation learning
- Fourier analysis
- experimental design
- synthetic benchmark
- reproducible research