ML release engineering

The operating task

Version, validate and deliver model artefacts through controlled release pipelines. Infrastructure decisions follow the workload, its information boundary and the responsibilities needed to operate it.

Softinator's contribution

Version, assess and deliver model artefacts through an accountable change workflow. The commissioned output includes model release pipeline and acceptance record.

Acceptance in use

Review artefact correspondence, evaluation evidence and the ability to recover an earlier release. The engagement defines the baseline, task scope and evidence used to assess the resulting contribution.