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7 changes: 7 additions & 0 deletions AI_CONTEXT.md
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Expand Up @@ -145,3 +145,10 @@ Public repository edition: `1.0.0` (2026-08-20). Canonical repository name: `GoG
## Primary-source reference layer

Use `REFERENCES.md` and `metadata/references.json` for foundational and conceptual references. Use `docs/CONCEPTUAL_NEIGHBORS.md` and `metadata/conceptual_neighbors.json` for the ten-paper literature bridge connecting entanglement-spectrum dynamics, multi-Rényi evolution, reduced-density-matrix chaos diagnostics, majorization, and spectral universality.


## Geometry-versus-chronology control study

The supplementary study in `docs/GEOMETRY_VS_CHRONOLOGY.md`, with numerical records in `metadata/geometry_chronology_controls.json`, separates instantaneous metric agreement from temporal organization. Level PCA is invariant under joint time reordering. Four specified independent fixed-(dimension, largest-eigenvalue) spectral references produce approximately 97.50% to 97.89% boundary-height PC1, exceeding the observed 90.26%. These are constructed reference laws, not Haar ensembles or uniform feasible-polytope samples. The empirical largest-eigenvalue path is retained; no causal partition of variance into geometry and dynamics is claimed.

Observed paths are smoother and their adjacent raw entanglement increments compete more frequently than joint reorderings. Increment PC1 is not unusually high relative to those references, and relational-geometry effects vary by control and system size. A large common mode alone is therefore not a signature of dynamical universality. Majorization constrains any spectrum pair, irrespective of chronology. The control study is later repository evidence, not a result established in the 2024 paper; the frozen release values remain historical measurements rather than proof of temporal invariance. The archived original datasets and figures are not replaced.
6 changes: 6 additions & 0 deletions CHANGELOG.md
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# Changelog

## Unreleased - geometry-versus-chronology controls

- Added joint, fixed-endpoint, within-window, and late-time chronology controls, plus four explicit dimension/largest-eigenvalue-matched spectrum references.
- Distinguished instantaneous common-mode agreement from temporal smoothness and local metric competition; high PCA alone is not evidence of dynamical universality.
- Added reproducible source, draw-level records, analytical permutation expectations, and independent sampler tests without replacing released data or figures.

## Unreleased - numerical foundations

- Preserve the supplied largest eigenvalue and every positive extremizer remainder; share the canonical reciprocal convention with exact support bounds.
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6 changes: 5 additions & 1 deletion Makefile
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.PHONY: numerical-check help install release-env-check peer-review-check quick test metric-robustness xxz-convergence public-context public-figures public-validate public rebuild-included full clean-outputs
.PHONY: geometry-chronology-controls numerical-check help install release-env-check peer-review-check quick test metric-robustness xxz-convergence public-context public-figures public-validate public rebuild-included full clean-outputs

help:
@printf '%s\n' \
Expand All @@ -7,6 +7,7 @@ help:
'make peer-review-check Verify the frozen peer-review release gates' \
'make quick Regenerate all n=10 trajectories and run tests' \
'make test Run scientific and independent numerical-accuracy tests' \
'make geometry-chronology-controls Run joint shuffles and fixed-(d,p) references' \
'make numerical-check Audit fixed-p bounds and stable/release-v1 n=10 extraction' \
'make metric-robustness Recompute the central robustness analysis' \
'make xxz-convergence Recompute the n=10,12,14 XXZ product-formula audit' \
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numerical-check:
python analysis/verify_numerical_foundations.py

geometry-chronology-controls:
python analysis/run_geometry_chronology_controls.py
4 changes: 4 additions & 0 deletions README.md
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Expand Up @@ -116,6 +116,10 @@ The preferred technical terms are **metric-robust trajectory class** and **proje

![Model-centroid common-mode trajectories and the limits of held-out fingerprint classification](figures/public/figure_05_model_morphology_and_limits.png)

## Geometry versus temporal order

The [chronology and matched-spectrum controls](docs/GEOMETRY_VS_CHRONOLOGY.md) distinguish the shared instantaneous metric component from order-sensitive behavior. Joint shuffling preserves the 90.26% level common mode exactly, and the four specified static matched-spectrum references give still higher values. The observed chronological paths are instead smoother and exhibit more local raw-metric competition than reordered versions of the same data. These controls qualify the interpretation of the common mode; they do not establish a formal invariant or universal chaos fingerprint. [Machine-readable results](metadata/geometry_chronology_controls.json) and [draw-level records](data/geometry_chronology_controls.zip) accompany the reproducible study. The frozen release datasets and figures are unchanged.

## Conceptual literature bridge

This project sits at the intersection of entanglement-spectrum dynamics, reduced-density-matrix diagnostics of quantum chaos, multi-Rényi entanglement evolution, majorization, and the limits of spectral universality. The [conceptual-neighbor map](docs/CONCEPTUAL_NEIGHBORS.md) identifies ten especially close papers and states both the shared idea and the important scope difference for each. A machine-readable version is provided in [`metadata/conceptual_neighbors.json`](metadata/conceptual_neighbors.json).
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