Governance Alignment Analyzer — Roadmap
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