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Runtime scenarios

Where wrapper execution is worth the overhead. Use runtime when you need reproducible governance behavior.

JSON-only vs runtime

Decision guideline

JSON-only is often enough

Early exploration, conceptual validation, low-stakes interactive tests.

Wrapper runtime preferred

Reproducibility, deterministic command behavior, diagnostics, audit trail requirements.

Model comparison

Stable governance state across providers for fair output comparison.

Long-session control

When drift risk must stay visible and traceable.

Install path stays central

Start quickly, then scale rigor