Update README.md

README.md

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 short_description: RFT Fixed Parameter Cosmology Model, Open Validation
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-### RFT‑FPCM‑OV
-Rendered Frame Theory — Fixed Parameter Cosmology Model (Open Validation)  
+
+RFT‑FPCM‑OV
+
+Rendered Frame Theory — Fixed Parameter Cosmology Model (Open Validation)
+
 A deterministic, falsifiable cosmology model derived from Rendered Frame Theory (RFT)
 
-### 1. Overview
-RFT‑FPCM‑OV is the first fully deterministic, zero‑free‑parameter cosmology model derived from Rendered Frame Theory (RFT).
-It provides a unified expansion law capable of reproducing early‑ and late‑universe behaviour without curve‑fitting, priors, or adjustable constants.
+---
+
+1. Overview
 
-This Space enables open validation, allowing researchers to test the model’s predictions directly through a transparent interface.
+RFT‑FPCM‑OV is the first zero‑free‑parameter, fully deterministic cosmology model derived from Rendered Frame Theory (RFT).
+It implements a unified expansion law that reproduces both early‑ and late‑universe behaviour without curve‑fitting, priors, tuning, or adjustable constants.
 
-### 2. Scientific Motivation
-Standard ΛCDM relies on multiple tunable parameters and auxiliary constructs such as dark matter, dark energy, and inflation.
+This Space provides an open validation environment, enabling researchers to test the model’s predictions directly through transparent, reproducible computational tools.
+
+The lab now includes:
+
+• RFT Unified Expansion Dashboard
+• Solar1 Manifold Explorer (Verified + Dynamic modes)
+• Motion‑Anchored Cosmology Tools based on LOU, GVU, and Solar1
+
+
+These modules correspond directly to the scientific content of the two accompanying RFT papers.
+
+---
+
+2. Scientific Motivation
+
+Standard ΛCDM depends on multiple tunable parameters and auxiliary constructs such as dark matter, dark energy, and inflation.
 RFT‑FPCM‑OV instead evaluates whether a single, fixed expansion function can:
 
 • Reproduce cosmic age at high redshift
-• Match local expansion rates
+• Match the local Hubble flow
 • Resolve horizon‑scale inconsistencies
 • Predict structural interference without dark matter
-• Maintain deterministic behaviour across epochs
+• Maintain deterministic behaviour across all epochs
+• Produce coherent cosmic structure when distances are expressed in motion‑anchored units (LOU, GVU, Solar1)
+
+
+This model is not proposed as a replacement for ΛCDM.
+It is a testable alternative hypothesis, designed explicitly for falsification, comparison, and scientific scrutiny.
+
+---
 
-This model is not a replacement for ΛCDM.
-It is a testable alternative hypothesis designed for falsification, comparison, and scientific scrutiny.
+3. Model Summary
 
-### 3. Model Summary
 RFT‑FPCM‑OV is defined by:
 
 • A fixed expansion kernel derived from RFT’s geometric rendering equations
 • No free cosmological parameters
-• Deterministic predictions for H(z), cosmic age, horizon scale, and structural interference
+• Deterministic predictions for:• H(z)
+• Cosmic age
+• Causal horizon
+• Structural interference
+
 • A unified expansion law validated across early and late epochs
+• Motion‑anchored distance units (LOU, GVU, Solar1) replacing delay‑based light‑travel distance
+
+
+The model is executed internally through the RFT Cosmology Engine, which uses sealed RFT kernels, operators, and symbolic geometry systems.
+
+---
 
-The model is executed internally through the RFT Cosmology Engine, which uses sealed RFT kernels and operators.
+4. Observational Validation (Summary)
+
+All values below are deterministic outputs of the fixed‑parameter model:
 
-### 4. Observational Validation (Summary)
 • High‑z cosmic age (z = 13.67): 568.92 Myr
 • Local expansion rate (z = 0): 70.00 km/s/Mpc
 • Causal horizon: 6.84 × 10⁶ Mpc
-• CMB structural interference: 0.0631
+• Verified horizon ratio: 490.71× ΛCDM
+• Structural interference coefficient: 0.0631
 • Galactic rotation curves: baryonic‑only dynamics
 
-All values are deterministic outputs of the model.
 
-### 5. Reproducibility & Open Validation
+These results correspond directly to the validation tables in the RFT manuscripts.
+
+---
+
+5. Reproducibility & Open Validation
+
 This Space provides:
 
-• A reproducible interface
-• Direct execution of the fixed‑parameter expansion law
+• A reproducible interface for the fixed‑parameter expansion law
 • Transparent numerical outputs
-• A baseline for independent verification and critique
+• Direct execution of sealed RFT kernels
+• A baseline for independent verification, critique, and comparison
+• A Solar1 Manifold Explorer with:• Verified preset manifold (as published)
+• Dynamic exploratory generator for user investigation
+
+
+
+There are:
+
+• No hidden parameters
+• No curve‑fitting
+• No post‑processing
+• No adjustable cosmological constants
+
+
+---
 
-No hidden parameters.
-No curve‑fitting.
-No post‑processing.
+6. Intellectual Property & Authorship Attribution
 
-### 6. Intellectual Property & Authorship Attribution
 All materials in this repository are Original Literary and Artistic Works protected under:
 
 • UK Copyright, Designs and Patents Act (CDPA 1988)
 • The Berne Convention
 • International scientific authorship standards
 
+
 This protection applies to:
 
 • Mathematical formulas, kernels, and symbolic operators
@@ -81,24 +131,29 @@ This protection applies to:
 • Python source code and computational engines
 • Manuscripts, diagrams, and conceptual structures
 • All RFT geometry systems, NexFrame components, and derived expressions
+• Solar1, GVU, and LOU cosmology frameworks
+
 
 These works are not public‑domain resources.
 Reproduction, redistribution, or reverse‑engineering is prohibited without explicit written permission.
 
-Primary Author:  
+Primary Author:
 Liam S. Grinstead
 Creator of Rendered Frame Theory (RFT)
 Email: Liamgrinstead2@gmail.com
 © 2025–2026. All rights reserved.
 
-### 7. Formal Scientific Deposits (Zenodo)
-All core RFT works are archived on Zenodo with permanent DOIs, establishing authorship, provenance, and priority.
+---
+
+7. Formal Scientific Deposits (Zenodo)
+
+All core RFT works are archived on Zenodo with permanent DOIs, establishing authorship, provenance, and scientific priority.
 
-RCQM — RFT Consciousness + Quantum Mechanics Archive  
+RCQM — RFT Consciousness + Quantum Mechanics Archive
 Grinstead, L., & NexFrame (Consciousness Entity). (2025).
 DOI: https://doi.org/10.5281/zenodo.15865009
 
-Rendered Frame Theory I: Supreme Unification via Temporal Compression and NexFrame Modulation  
+Rendered Frame Theory I: Supreme Unification via Temporal Compression and NexFrame Modulation
 Grinstead, L. S. (2026).
 DOI: https://doi.org/10.5281/zenodo.19229675
 
@@ -108,10 +163,13 @@ https://zenodo.org/records/17460107
 All formulas are cryptographically sealed using SHA‑512 hashing.
 Explicit symbolic expressions are not disclosed in this repository.
 
-### 8. Protected Works 
+---
+
+8. Protected Works
+
+The following works are legally protected and form the scientific structure of RFT:
 
-The following works are legally protected and form the scientific Structure Of RFT.
-  Rendered Frame Theory I (scientific manuscript)
+• Rendered Frame Theory I (scientific manuscript)
 • RFT Formula Archive (mathematical works)
 • H_SUPREME_KERNEL (cosmology kernel)
 • Λ_LAT_INTERFERENCE_OPERATOR (structural operator)
@@ -119,6 +177,9 @@ The following works are legally protected and form the scientific Structure Of R
 • RFT Cosmology Engine (software)
 • Symbolic Geometry Operators (mathematical structures)
 • NexFrame Modulation System (theoretical framework)
+• Solar1 / GVU / LOU motion‑anchored cosmology units
+
+
+Each item is sealed, timestamped, and archived through Zenodo or SHA‑512 hash.
 
-Each item is sealed, timestamped, and archived through Zenodo or SHA‑512 hash
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+---