Governance Alignment Analyzer — Roadmap

A development path for the Analyzer layer of the Governance Substrate Model (GSM)

The Analyzer is the interpretive engine of the GSM. This roadmap outlines the planned evolution of the module across four phases: foundation, expansion, integration, and ecosystem maturity. Each phase builds structural capability, improves clarity, and strengthens the Analyzer’s role as a substrate‑level reasoning tool for students, developers, and researchers.

Phase 1 — Foundation (Current)#

The goal of this phase is to establish the Analyzer’s core structural capabilities.

Completed or in progress#

Five‑axis structural vectorization
Invariant evaluation (behavioral, awareness, absorptive, regime‑mode)
Cross‑axis physics engine
Basin classification and stability logic
Transition graph and pathway definitions
Drift detection and coherence scoring
Analyzer pipeline documentation
Student and educator materials (worksheet + teacher guide)

Remaining tasks#

Expand natural‑language mapping rules
Add more invariant examples and edge cases
Improve narrative generation for analyzer outputs
Add initial historical profiles for testing

Phase 2 — Expansion#

This phase deepens the Analyzer’s interpretive power and broadens its applicability.

Planned additions#

Multi‑snapshot historical drift analysis
Structural comparison engine (system‑to‑system and era‑to‑era)
Reform impact evaluator (vector deltas + drift projection)
Enhanced basin diagnostics (stability gradients, ridge detection)
Cross‑domain adapters (economics, ecology, institutional design)
Expanded profile library (20–30 national systems)

Developer‑facing improvements#

More granular mapping rules for ambiguous descriptions
Modular physics rule overrides for domain‑specific use
Test suite for structural consistency across modules

Phase 3 — Integration#

This phase connects the Analyzer to the broader GSM ecosystem.

Integration targets#

Transition Simulator
Triadic Observer Layer (history → now → future coherence)
Artifact lineage tracking (structural evolution of systems)
Governance dashboards and dynamic cards
Policy DSL adapters (Adem + Javier integration)
Structural visualization tools (manifold maps, drift vectors, basin diagrams)

Educational integration#

Classroom simulation kits
Historical reconstruction labs
Comparative governance exercises
Instructor‑ready slide decks and examples

Phase 4 — Ecosystem Maturity#

This phase focuses on stability, extensibility, and long‑term coherence.

Long‑term goals#

Full substrate science canon integration (governance, economics, ecology)
Unified structural ontology across domains
Cross‑disciplinary manifold alignment
Public library of structural profiles (open‑source contributions)
Developer SDK for governance‑aware applications
AI‑ready structural reasoning layer for safe, non‑ideological analysis

Research directions#

Structural drift forecasting (non‑predictive, physics‑based)
Regime‑mode transitions across domains
Structural resilience and absorptive capacity modeling
Comparative substrate analysis across historical eras

Guiding principles for all phases#

Structure first — avoid ideology, focus on architecture.
Substrate honesty — describe systems as they are, not as they are perceived.
Modularity — each component should evolve independently without breaking others.
Clarity — every rule, vector, and mapping must be interpretable by students.
Extensibility — future contributors should be able to build on this work easily.
Coherence — all changes must align with GSM invariants and manifold physics.

How contributors can help#

Add or refine mapping rules
Propose new invariants or physics interactions
Contribute historical profiles
Improve documentation and examples
Build adapters for new domains
Test drift behavior and basin classification
Suggest structural refinements to the manifold or basins