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GitOps for ML manifests
Declarative deploys for models, configs, and infra with PR-based promotion.
TrialPlatform & DevEx
- Why this ring
- Pairs well with registries and eval gates. Trial once you have more than one environment.
- Production risk if ignored
- Manual deploys skip review and leave no rollback path.
- Typical effort
- weeks
- Low FinOps impact
Use cases
- Auditable deploys
- Environment parity
- Rollback via Git revert
Adoption steps
- Manifests in Git
- Argo CD or Flux per environment
- Link CI to registry version
- Quarterly rollback drill
Related tools
In your assessment
GitOps maturity + environment promotion review