antonypamo/Savant_v7_Stability_Engine

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