FNSLR2 — Finsler Manifold Semantic-Lattice Resonance
1. Introduction to FNSLR2 Framework
1.1 Conceptual Motivation: From Metric Semantics to Resonant Meaning
1.2 Historical Trajectory: Finsler Geometry, Semiotics, and Field Theory
1.3 Relationship to Original FNSLR and the Ω-FINAL Architecture
1.4 Foundational Terminology (Φ, χₛ, ∇𝔽, Ωₙ)
1.5 Overview of Core Constructs: Geometry, Resonance, and Logic
2. Finsler Geometry as Semantic Substrate
2.1 Tangent Bundle Geometry and the Finsler Function
2.2 Asymmetry and Path Dependence in Semantic Interpretation
2.3 Direction-Dependent Metrics for Conceptual Shift
2.4 Metric Tensor and Cartan Tensor
2.5 Finsler Geodesics as Optimal Semantic Paths
2.6 Canonical Spray and Semantic Trajectory Fields
3. Semantic-Lattice Architecture
3.1 The Semantic Manifold : Site Vectors and Topology
3.2 Discrete Lattices as Semantic Graphs Embedded in
3.3 Lattice Dynamics: Meaning Nodes, Links, and Resonant Modes
3.4 Semantic Neighborhoods and Coherence Radius
3.5 Cross-Lattice Morphisms and Category-Like Structures
4. Resonance Field Theory in FNSLR2
4.1 Field Definition: as Interpretant Tensors
4.2 Tension Operator : Semantic Strain and Dissipation
4.3 Resonant Eigenfields: Stability and Mode-Locking
4.4 Evolution Equation:
4.5 Phase Portraits and Semantic Potential Landscapes
5. Bifurcation, Collapse, and Coherence
5.1 Feedback Loops and Phase Modulation Conditions
5.2 Bifurcation Criteria via Gradient Norms
5.3 TCC: Threshold Coherence Collapse Condition
5.4 Ω₉: Acceleration Fields and Second-Order Drift
5.5 Emergent Attractors in Semantic Dynamics
6. Finsler Connections and Topological Transport
6.1 Nonlinear Connections: Semantic Horizontal/Vertical Decomposition
6.2 Cartan and Berwald Connections: Transporting Meaning
6.3 Parallel Transport in Nonlinear Semantic Manifolds
6.4 Phase-Sensitive Transport Operators
6.5 Path Homotopy and Resonant Homology
7. Metric Modulation and Field Coupling
7.1 Ω₁₀: Dynamic Modulation of Finsler Metric Fields
7.2 Modulated Geodesics and Feedback Alignment
7.3 χₛ Coupling to Finsler Tensors via ℒ-resonance
7.4 Cross-Field Entanglement and Multi-Agent Coherence
7.5 Nonlinear Finslerian Coupling in Layered Interpretant Networks
8. Semantic Collapse, Memory, and Knot Theory
8.1 Collapse Conditions:
8.2 Semantic Memory as Attractors in the Φ-Manifold
8.3 Knot Stability in Lattice Sites and Conceptual Bundles
8.4 Langlands-type Duality: as Automorphic Mode
8.5 Interpretive Monodromy and Cyclic Recursion in Thought
9. Logical and Type-Theoretic Integration (HoTT)
9.1 HoTT Modalities in FNSLR2: □, ◇, and Semantic Possibility
9.2 Φ as a Classifying Space for Interpretive Types
9.3 Cross-Level Transformations: Site Vector ↔ Type Judgment
9.4 Sheaf-Theoretic Structure on Semantic Lattices
9.5 Ω-Modal Indexing: Hierarchical Ontology Encoding
10. Computational Simulation Framework
10.1 Discretizing the Finsler-Semantic Flow Equations
10.2 Agent-Based Models in a Semantic-Lattice Finsler Space
10.3 GPU-Accelerated Resonance Simulations
10.4 Data Structures for , , , and Ω-layers
10.5 Integrability Testing and Involution Monitoring
11. Applications and Experimental Domains
11.1 Semiotic Evolution in Language and Narrative
11.2 Interpretive Dynamics in LLMs and Symbolic AI
11.3 Knowledge Propagation in Cultural and Political Networks
11.4 Dimensionality Reduction via Asymmetric Geometry
11.5 Visual Analytics in Resonant Semantic Manifolds
12. Advanced Mathematical Structures
12.1 Finsler Geometry and Quantum Field Coupling
12.2 Geometric Proca Gravity in Meaning Fields
12.3 Ricci and Flag Curvature in Interpretive Tension
12.4 Cohomological Constraints and Interpretant Stability
12.5 Noncommutative and Higher-Categorical Generalizations
Appendices
A. Glossary of Terms and Symbols
– Φ, χₛ, ∇𝔽, Ω₉, TCC, ℒ-mode, etc.
B. FNSLR2 Equation Library
– Variational, flow, and collapse equations
C. Transformation Maps Between Framework Layers
– e.g., Metric → Resonance → Logic
D. Suggested Readings: Finsler Geometry, HoTT, and Semiotic Field Theory
E. Crosswalk Table: Classical vs. FNSLR Constructs
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