Architectural Invariant Design: OpenFGA Recursive Traversal Memoization & Cycle Guardrail
OpenFGA Recursive Traversal Memoization & Cycle Guardrail defines an industrial-grade behavioral standard for security engineering. Enforces strict cycle detection, visited-set tracking, max-depth boundaries, and memoization for custom OpenFGA and ReBAC graph traversal evaluations. Prevents thread exhaustion, stack overflows, and algorithmic denial-of-service (DoS) caused by circular group memberships, nested relation sets, and combinatorial graph path explosions. 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 Recursive ReBAC Traversal Lacking Visited Sets, Depth Caps, and Resolution Memoization | 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 bound recursive ReBAC graph traversals with a hard limit on maximum traversal depth (typically MAX_DEPTH = 15 or 25).
Engineers MUST ALWAYS bound recursive ReBAC graph traversals with a hard limit on maximum traversal depth (typically MAX_DEPTH = 15 or 25).
Engineers MUST track visited node-relation pairs using an evaluation path set (e.g., `Set<`${entity}#${relation}@${subject}``>) to short-circuit cyclic dependencies immediately.
Engineers MUST track visited node-relation pairs using an evaluation path set (e.g., `Set<`${entity}#${relation}@${subject}``>) to short-circuit cyclic dependencies immediately.
Engineers MUST memoize concurrent sub-graph checks within the scope of a single root evaluation context to prevent exponential expansion (O(k^d)) in complex directed graphs.
Engineers MUST memoize concurrent sub-graph checks within the scope of a single root evaluation context to prevent exponential expansion (O(k^d)) in complex directed graphs.
Engineers MUST NOT allow circular references to evaluate to true or induce infinite recursion
Engineers MUST NOT allow circular references to evaluate to true or induce infinite recursion; detection of a cycle along an active path MUST fail closed (return `false`) for that branch.
Services MUST enforce an explicit deadline/timeout (e.g., 250ms) using abort controllers or context deadlines on every ReBAC resolution pipeline.
Services MUST enforce an explicit deadline/timeout (e.g., 250ms) using abort controllers or context deadlines on every ReBAC resolution pipeline.
Components NEVER execute raw unbounded depth-first or breadth-first search across nested sets or userset rewrites without structured cycle guardrails.
Components NEVER execute raw unbounded depth-first or breadth-first search across nested sets or userset rewrites without structured cycle guardrails.
Frequently Asked Technical Questions
Common questions developers face when configuring AI coding assistants for this stack:
Q:Why is OpenFGA Recursive Traversal Memoization & Cycle Guardrail critical for AI coding assistants?
Enforces strict cycle detection, visited-set tracking, max-depth boundaries, and memoization for custom OpenFGA and ReBAC graph traversal evaluations. Prevents thread exhaustion, stack overflows, and algorithmic denial-of-service (DoS) caused by circular group memberships, nested relation sets, and combinatorial graph path explosions. 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 Recursive ReBAC Traversal Lacking Visited Sets, Depth Caps, and Resolution Memoization) 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.