axiom-audit-foundation-models

To audit Swift codebases for Apple Foundation Models integration issues, analyze the repository for session lifecycle management, error handling, and availability checks to prevent runtime crashes and poor user experiences.

Common Apple Intelligence anti-patterns include main-thread blocking, missing guardrail handling, improper session lifecycle management, and missing availability checks across complex Foundation Models implementations.

Validate structured output patterns by evaluating @Generable types, mapping session ownership, and checking adherence to safety guardrails to ensure production-grade stability in Foundation Models implementations.

You can assess production readiness for Swift apps by generating a hardening report that scores evaluation coverage, error handling discipline, and availability checks across Foundation Models implementations.

Apple Intelligence implementations crash at runtime due to critical anti-patterns like missing availability checks and improper session lifecycle management within the Foundation Models framework integration.

The best way to map tool surface area in Foundation Models code is through automated architecture mapping, which identifies session ownership, @Generable types, and tool boundaries across the Swift codebase.