Architectural Invariant Design: OpenFGA Zanzibar Hierarchical ReBAC Cyclic Evaluation & Recursion Guardrails
OpenFGA Zanzibar Hierarchical ReBAC Cyclic Evaluation & Recursion Guardrails defines an industrial-grade behavioral standard for security engineering. Enforces strict recursion depth bounding, cyclic relation validation, and context-propagated cycle detection across OpenFGA/Zanzibar ReBAC authorization evaluations. Prevents unbounded graph traversals, distributed stack exhaustion, and Denial of Service (DoS) attacks caused by mutually nested relations or unconstrained transitive closure evaluations. 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 | Unbounded ReBAC graph expansion via cyclic or deeply nested relation-tuple evaluation without traversal bounds and cycle-breaking context | 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 strict cycle detection prior to persisting relational tuples that permit nested or self-referential inheritance (e.g., group-in-group, folder-in-folder).
Engineers MUST ALWAYS enforce strict cycle detection prior to persisting relational tuples that permit nested or self-referential inheritance (e.g., group-in-group, folder-in-folder).
Engineers MUST NOT issue OpenFGA `check` or `expand` calls without passing explicit timeout deadlines and setting bounded traversal depth constraints (e.g., max resolve depth <= 25).
Engineers MUST NOT issue OpenFGA `check` or `expand` calls without passing explicit timeout deadlines and setting bounded traversal depth constraints (e.g., max resolve depth <= 25).
Services MUST validate directed acyclic graph (DAG) topology during write-time tuple operations using depth-first search (DFS) with memoized visited sets before committing transactional edge writes.
Services MUST validate directed acyclic graph (DAG) topology during write-time tuple operations using depth-first search (DFS) with memoized visited sets before committing transactional edge writes.
Engineers MUST structure OpenFGA models to avoid mutual relation definitions unless guarded by distinct base types and strict sub-relation qualifiers.
Engineers MUST structure OpenFGA models to avoid mutual relation definitions unless guarded by distinct base types and strict sub-relation qualifiers.
Code SHOULD propagate tracing and graph-path telemetry in contextual tuples during dynamic evaluation to detect and immediately abort redundant traversal branches.
Code SHOULD propagate tracing and graph-path telemetry in contextual tuples during dynamic evaluation to detect and immediately abort redundant traversal branches.
Components NEVER execute raw unbounded recursive resolve operations on user-controlled transitive relation-tuples without circuit-breaking thresholds.
Components NEVER execute raw unbounded recursive resolve operations on user-controlled transitive relation-tuples without circuit-breaking thresholds.
Frequently Asked Technical Questions
Common questions developers face when configuring AI coding assistants for this stack:
Q:Why is OpenFGA Zanzibar Hierarchical ReBAC Cyclic Evaluation & Recursion Guardrails critical for AI coding assistants?
Enforces strict recursion depth bounding, cyclic relation validation, and context-propagated cycle detection across OpenFGA/Zanzibar ReBAC authorization evaluations. Prevents unbounded graph traversals, distributed stack exhaustion, and Denial of Service (DoS) attacks caused by mutually nested relations or unconstrained transitive closure evaluations. 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 (Unbounded ReBAC graph expansion via cyclic or deeply nested relation-tuple evaluation without traversal bounds and cycle-breaking context) 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.