JOURNAL / TOPIC TAG

Deployment.

A dependable deployment delivers a compatible set of artifacts and preserves an authorized recovery path. This collection connects immutable model releases to the security boundaries that protect manifests, assets, and runtime configuration.

Put this topic into practice

List every artifact needed for a usable model, including auxiliary data and preprocessing. Test those assets together under production-style cache and browser policies. Preserve the prior approved release, and describe exactly how clients discover a rollback when release pointers may be cached.

  • Version the complete artifact set.
  • Protect the trusted release manifest.
  • Exercise rollback with mixed cache state.

Connect these ideas with the Model delivery overview. If the question spans several parts of the system, the guide directory offers a sequence through the related decisions.

Read about deployment

Versioned ONNX model packages moving through a CDN to a browser with verification and rollback steps

Delivering ONNX models through a CDN: a deployment guide

Reliable model delivery requires more than uploading an ONNX file. Build a release process that binds models to runtime assets, verifies downloaded bytes, handles browser compatibility, and activates updates only when a complete working package is ready.