metadata
language: en
license: mit
tags:
- astrophysics
- multi-agent-systems
- topological-physics
- rrf-phi-5.2
- galactic-rotation
model-index:
- name: Savant_v7_Stability_Engine
results:
- task:
type: classification
name: Topological Stability Prediction
dataset:
name: SPARC (Galactic Rotation Curves)
type: astronomy
metrics:
- type: theoretical_alignment
value: 81.63%
- type: fiedler_lambda2
value: 2.7639
Savant_v7 Stability Engine (RRF Φ5.2)
Model Description
The Savant_v7 Stability Engine is a specialized classification framework developed to validate the physical consistency of galactic rotation curves within the Resonance of Reality Framework (Φ5.2). It acts as a gatekeeper for the 12-node icosahedral multi-agent network, predicting the 'Goodness of Fit' ($p_{good}$) based on a 15-dimensional physical feature schema.
- Developed by: A. Padilla Morales
- Model type: Ensemble (GBM / LogReg / SVM)
- Physics Base: 3-Parameter Logarithmic RRF Potential: $v^2(r) = GM/r + lpha \log(1 + r/r_0)$
Intended Uses
Direct Use
- Predicting topological resonance in icosahedral networks.
- Calibrating $lpha$ coupling constants for galactic rotation stability.
- Identifying the 'Stability Ridge' ($0.0200$ Global Shift Factor) for kinematic data.
Technical Specifications
15D Physical Feature Schema
The model processes 15 normalized physical descriptors, including:
- Primary Stability Driver: Galactic Distance (feat_11).
- Structural Descriptors: Keplerian Fraction at $r_{half}$, Gas/Disk velocity fractions.
- Residual Dynamics: Normalized RMS residuals of the RRF fit.
Physical Thresholds
- Symmetry-Breaking Threshold: $\sigma pprox 0.000204$
- Excitation Ratio: 49.0x (Standard production noise $\sigma=0.01$)
- Theoretical Alignment: 81.63% compliance with icosahedral unit-lattice benchmarks.
Training & Evaluation
Training Data
- Dataset: SPARC (171 High-Fidelity Galactic Rotation Curves).
- Calibration: Parameters recalibrated using the $0.0200$ shift factor to align with the RRF stability ridge.
Metrics
- Network Coherence: Pearson $r pprox -0.3416$ (Resonance-Entropy correlation).
- Algebraic Connectivity: Fiedler Eigenvalue $\lambda_2 = 2.7639$.
- Dirac Gap: $pprox 0.092$ eV.
Citation
If citing this model, refer to the RRF Φ5.2 Framework Validation Report and the Savant_v7 technical audit.
Status: SECURED_RESONANT | READY_FOR_PEER_REVIEW