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Production AI Radar
Flux CD for AI workloads
CNCF GitOps alternative to Argo CD for reconciling ML and inference manifests.
AssessPlatform & DevExNew
- Why this ring
- Assess when the org already standardized on Flux; do not run two GitOps engines.
- Production risk if ignored
- Dual GitOps stacks double cognitive load and incident confusion.
- Typical effort
- weeks
- Low FinOps impact
Use cases
- K8s GitOps
- Multi-cluster AI
- OCI artifact promotion
Adoption steps
- Compare vs Argo CD
- Pick one engine
- Pilot AI namespace
- Document sync policy
Related tools
In your assessment
GitOps engine consolidation decision