| --- |
| 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 |
| |
