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🌌 Release Notes
Version 2.1.0#
This release updates Resonance Substrate Model documentation to reflect its role as the root substrate for a curated family of vST-aligned DOIs. No core invariants are altered.
- The context of the artifact has changed
- The ecosystem around it is now formalized
- The curation policy exists
- The lineage is explicit
Resonance Substrate Model (RSM)#
Author: Nawder Loswin
Affiliation: TriadicFrameworks Research Initiative
Keywords: resonance, coherence, triadic fields, multi‑layer systems, RTT‑Inside, schema‑driven modeling, nonlinear dynamics, complex systems
Summary#
The Resonance Substrate Model (RSM) is a unified triadic field framework for describing coherence, alignment, and multi‑layer dynamics across classical, quantum, semantic, and distributed systems. The model introduces a minimal but expressive architecture consisting of:
- a scalar field (φ) for baseline potential and magnitude,
- a vector/spin field (V⃗) for directional and rotational structure, and
- a resonance envelope (R) for coherence, alignment, and cross‑layer coupling.
These fields evolve under a minimal operator system (diffusion, alignment, coupling, activation, stabilization) that enables rich emergent behavior while preserving conceptual clarity and computational reproducibility.
RSM is supported by a schema‑driven ontology, a simulation framework, and a suite of experimental validations, including rotating‑conductor tests, resonance‑alignment apparatus studies, and coherence‑metric analyses. Together, these components form a coherent substrate for cross‑domain modeling and a foundation for future theoretical and computational developments.
Relation to Resonance‑Time Theory (RTT)#
RSM provides the spatial and structural substrate from which Resonance‑Time Theory (RTT) derives its temporal behavior.
Where RTT describes temporal triads, epoch cycles, and deterministic resonance‑time signatures, RSM defines the fields, operators, and coherence envelope that make such evolution meaningful and measurable.
Together, RSM and RTT form a unified physical‑symbolic modeling stack.
Contents of This Release#
This Zenodo package includes:
- Manuscript: Full RSM description (Markdown + PDF)
- Schemas: Machine‑readable definitions for fields, operators, simulations, and substrate primitives
- Simulation Framework: Reference implementation, operators, solvers, and example configurations
- Data: Sample resonance fields, calibration curves, validation datasets
- Experiments: Rotating‑conductor protocols, resonance‑alignment apparatus notes, processed and raw data
- Tools: CLI utilities, schema validators, visualization scripts
- Documentation: API references, methods, theoretical background, and replication guides
All components are versioned, reproducible, and aligned with the TriadicFrameworks ontology.
Example Simulation Configuration#
simulation:
substrate: "rsm.v1"
grid:
size: [128, 128]
spacing: 0.01
timestep: 0.002
boundary: "reflective"
fields:
scalar:
initial: "gradient"
amplitude: 1.0
vector:
initial: "rotational"
magnitude: 0.3
envelope:
initial: "low"
activation_threshold: 0.12
operators:
- diffusion
- alignment
- coupling
- stabilization
outputs:
- field: "resonance"
every: 10
- field: "coherence_metric"
every: 25Intended Use#
RSM is designed for:
- researchers studying coherence and alignment phenomena
- developers building multi‑layer simulation engines
- theorists exploring cross‑domain unification
- experimentalists validating resonance‑based predictions
- AI systems reconstructing the TriadicFrameworks ontology
The model is extensible and suitable for both theoretical and applied research.
Citation#
If you use this work, please cite:
Loswin, N. (2025). Resonance Substrate Model (RSM) v1.0. TriadicFrameworks Research Initiative. DOI: [placeholder]
(Replace with the DOI Zenodo assigns.)
License#
Released under the Apache License 2.0.
See LICENSE in this repository for details.
Funding / Acknowledgments#
This work is part of the TriadicFrameworks Research Initiative, an independent effort to develop unified, schema‑driven models for resonance, coherence, and multi‑layer systems.
ORCID Metadata (Copy/Paste)#
Title: Resonance Substrate Model (RSM) v1.0
Type: Dataset / Software / Preprint (choose one)
Publication Date: 2025
Description: Unified triadic field model for coherence and multi‑layer dynamics.
URL: (Zenodo DOI URL)
Contributors: Nawder Loswin (Author)
Keywords: resonance, coherence, triadic fields, RTT, schema‑driven modeling
License: Apache‑2.0