Architectural Invariant Design: OpenFGA Modular Schema Migration and Staged Dual-Model Deployment Invariant
OpenFGA Modular Schema Migration and Staged Dual-Model Deployment Invariant defines an industrial-grade behavioral standard for security engineering. Enforces backward-compatible Relationship-Based Access Control (ReBAC) evaluations across distributed OpenFGA topologies during modular schema evolution. Prohibits in-place relation deprecation and immediate default authorization model re-pointing without dual-writing tuples and executing staged shadow-evaluation phases. Eliminates transient authorization denial-of-service, split-brain graph resolution, and privilege escalation during asynchronous multi-region cutovers. Modern software architectures require strict adherence to deterministic patterns to guarantee high availability, maintainability, and zero security vulnerabilities.
Hazard Analysis: What Breaks Without This Rule
The following failure modes have been cataloged from hundreds of hours of production code reviews where AI assistants produced non-compliant implementations:
| Failure Mode | AI Symptom (The Anti-Pattern) | Severity | Production Impact & Remedy |
|---|---|---|---|
| AI Hallucination & Deprecation Drift | Direct Model Cutover and Immediate Tuple Re-Typing Without Dual-Model Ingestion Staging | Critical | Violating this industrial standard introduces regression bugs, security risks, and unexpected runtime failures in production. Enforce explicit behavioral system directives across all AI coding assistants in your repository. |
| Silent Architecture Inconsistency | AI assistants produce mixed paradigms across files, creating fragmented codebase conventions. | Medium | Increases cognitive load during code reviews and leads to maintenance debt across engineering teams. Pin project conventions in .cursor/rules, CLAUDE.md, and AGENTS.md so all team agents follow identical guardrails. |
Step-by-Step Production Directives
Each rule constraint below is injected into the AI agent's system prompt to establish deterministic boundaries:
Engineers MUST ALWAYS enforce the 4-phase migration pattern
Engineers MUST ALWAYS enforce the 4-phase migration pattern: Phase 1 (Deploy compiled model without activating as store default), Phase 2 (Dual-write tuples compatible with both old and new relation schemas), Phase 3 (Canary/shadow read evaluations pinned by explicit authorization_model_id), Phase 4 (Promote new authorization_model_id and deprecate legacy tuples).
Engineers MUST NOT delete relations, rename relations, or contract type restrictions in OpenFGA modular schemas without introducing an interim aliased relation that retains identical graph expansions during the migration window.
Engineers MUST NOT delete relations, rename relations, or contract type restrictions in OpenFGA modular schemas without introducing an interim aliased relation that retains identical graph expansions during the migration window.
Engineers MUST NOT execute check/batchCheck queries omitting an explicit 'authorization_model_id' during an active migration window
Engineers MUST NOT execute check/batchCheck queries omitting an explicit 'authorization_model_id' during an active migration window; queries MUST pin the model ID to ensure deterministic graph evaluation across distributed edge caches.
Services MUST implement idempotent tuple synchronization where tuples are written with transactional guarantees or dual-written across both legacy and prospective relation definitions before read cutover.
Services MUST implement idempotent tuple synchronization where tuples are written with transactional guarantees or dual-written across both legacy and prospective relation definitions before read cutover.
Code MUST validate OpenFGA modular schemas using `fga model test` and compiler AST analysis prior to CI/CD artifact publication to guarantee no cycles or orphaned relation targets are introduced.
Code MUST validate OpenFGA modular schemas using `fga model test` and compiler AST analysis prior to CI/CD artifact publication to guarantee no cycles or orphaned relation targets are introduced.
Frequently Asked Technical Questions
Common questions developers face when configuring AI coding assistants for this stack:
Q:Why is OpenFGA Modular Schema Migration and Staged Dual-Model Deployment Invariant critical for AI coding assistants?
Enforces backward-compatible Relationship-Based Access Control (ReBAC) evaluations across distributed OpenFGA topologies during modular schema evolution. Prohibits in-place relation deprecation and immediate default authorization model re-pointing without dual-writing tuples and executing staged shadow-evaluation phases. Eliminates transient authorization denial-of-service, split-brain graph resolution, and privilege escalation during asynchronous multi-region cutovers. Without explicit behavioral boundaries, AI coding assistants (Cursor, Claude Code, Windsurf, Codex) rely on training data averages, which frequently produce deprecated, inefficient, or vulnerable code patterns.
Q:How does adopting this rule prevent AI hallucinations?
This rule explicitly declares what the AI must avoid (Direct Model Cutover and Immediate Tuple Re-Typing Without Dual-Model Ingestion Staging) and prescribes verified positive examples. Grounding the LLM with negative and positive pairs eliminates guesswork.
Q:Which AI coding environments are supported?
This specification is multi-platform compatible: Cursor (.cursor/rules/*.mdc & .cursorrules), Anthropic Claude Code (CLAUDE.md), Windsurf (.windsurfrules), Codex / Cline (AGENTS.md), and GitHub Copilot (.github/copilot-instructions.md).
Q:Can I combine this rule with other technology stacks?
Yes. Use the Interactive Stack Builder or download an Agent Pack to merge this rule with other frontend, backend, database, security, and DevOps rules without syntax collision.