Tool integration

This guide covers common integration surfaces.

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JSON output (CLI)

crml simulate model.yaml --runs 20000 --format json > result.json

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Python integration

• Language-level validation/loading: Language Python API
• Runtime execution: Engine Python API

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Bundles for portability

If you need to run an engine without filesystem dependencies, use a crml_portfolio_bundle.

See:

• Language/Schemas/Portfolio-Bundle
• Engine capabilities: Portfolio execution