docs
development
docs
development
- Tooling (MLflow, W&B;, SageMaker, Vertex AI)
- Immutable Versioning — Unique Non-Reusable IDs
- Metadata Attachment (Dataset, Code, Pipeline, Hash, Hyperparameters, Metrics, Approval)
- Lineage Tracking (Data → Code → Pipeline → Model)
- Stage Management (Experimental, Staging, Production, Archived)
- Access Control — CI/CD Promotes; No Manual Promotion
- Long-Term Retrieval (Ten-Year Archive)
- Manual Alternative (Directories, Spreadsheet, Signed Approval)